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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Water</journal-id>
<journal-title>Frontiers in Water</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Water</abbrev-journal-title>
<issn pub-type="epub">2624-9375</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frwa.2022.774710</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Water</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Water Quality Characteristics of a Water Hyacinth Infested Tropical Highland Lake: Lake Tana, Ethiopia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Dersseh</surname> <given-names>Minychl G.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1378180/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Steenhuis</surname> <given-names>Tammo S.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/92117/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kibret</surname> <given-names>Aron A.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Eneyew</surname> <given-names>Bantesew M.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1692624/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kebedew</surname> <given-names>Mebrahtom G.</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Zimale</surname> <given-names>Fasikaw A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1273343/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Worqlul</surname> <given-names>Abeyou W.</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/303976/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Moges</surname> <given-names>Mamaru A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1701404/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Abebe</surname> <given-names>Wubneh B.</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/736755/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mhiret</surname> <given-names>Demesew A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1699592/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Melesse</surname> <given-names>Assefa M.</given-names></name>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1698782/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Tilahun</surname> <given-names>Seifu A.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/180304/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Faculty of Civil and Water Resources Engineering, Bahir Dar Institute of Technology, Bahir Dar University</institution>, <addr-line>Bahir Dar</addr-line>, <country>Ethiopia</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Biological and Environmental Engineering, Cornell University</institution>, <addr-line>Ithaca, NY</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Bureau of Water Resources, Irrigation and Energy</institution>, <addr-line>Bahir Dar</addr-line>, <country>Ethiopia</country></aff>
<aff id="aff4"><sup>4</sup><institution>School of Civil Engineering, Mekelle University</institution>, <addr-line>Mekelle</addr-line>, <country>Ethiopia</country></aff>
<aff id="aff5"><sup>5</sup><institution>Texas A&#x00026;M AgriLife Research</institution>, <addr-line>Temple, TX</addr-line>, <country>United States</country></aff>
<aff id="aff6"><sup>6</sup><institution>Amhara Design and Supervision Works Enterprise</institution>, <addr-line>Bahir Dar</addr-line>, <country>Ethiopia</country></aff>
<aff id="aff7"><sup>7</sup><institution>Department of Earth and Environment, Florida International University</institution>, <addr-line>Miami, FL</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jan Pietron, WSP Sverige, Sweden</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Paul Christiaan Struik, Wageningen University and Research, Netherlands; Shimelis Dessu, South Florida Water Management District, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Seifu A. Tilahun <email>satadm86&#x00040;gmail.com</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Environmental Water Quality, a section of the journal Frontiers in Water</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>4</volume>
<elocation-id>774710</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>04</day>
<month>02</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 Dersseh, Steenhuis, Kibret, Eneyew, Kebedew, Zimale, Worqlul, Moges, Abebe, Mhiret, Melesse and Tilahun.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Dersseh, Steenhuis, Kibret, Eneyew, Kebedew, Zimale, Worqlul, Moges, Abebe, Mhiret, Melesse and Tilahun</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>Nutrient enrichment from increased anthropogenic activities causes algal blooms and the proliferation of water hyacinth and other aquatic weeds. It is a recent phenomenon in developing nations where the link between water quality and water hyacinth infestation is not well studied. The objective of this study is to investigate the relationship between phosphorus, nitrogen, and chlorophyll-a on the distribution of water hyacinths in Lake Tana, located in the tropical highlands of Ethiopia. In this 3,000 km<sup>2</sup> lake, water hyacinths have expanded from almost none to 25 km<sup>2</sup> during the last 10 years. Water samples were taken near the four large rivers and at 27 nearshore stations. Samples were analyzed for total phosphorus, total nitrogen and chlorophyll-a. Our measurements were augmented with concentrations reported in the literature historically. Our results show that phosphorus concentration increased exponentially since the first measurements in 2003 from 0.01 mg P/l to near 1.8 mg P/l in 2020. Nitrogen concentrations increased from near zero at the end of the dry phase but remained nearly constant at around 2 mg total N/l after 2016. As a result, the ratio of nitrogen and phosphorus decreased in time, and the lake went from phosphorus to nitrogen limiting. Chlorophyll-a concentrations ranged from 0.3 to 104 &#x003BC;g/l. Water hyacinths appeared in the lake around 2010 after the nitrogen assimilation capacity of the lake was exceeded. They are found mainly in the northeastern part of Lake Tana, while nutrient concentrations are suitable for growing water hyacinths throughout the lake after 2010. Its location is mainly a consequence of lake circulation and wind direction. Minimum Chl-a concentrations were measured at locations with water hyacinths. Preventing future expansion of water hyacinth in Lake Tana is complicated but will require at minimum management practices that reduce the nitrogen and phosphorus loading from fertilizers applied in agriculture and prevent contributions from point sources.</p>
</abstract>
<kwd-group>
<kwd>Lake Tana</kwd>
<kwd>Nile</kwd>
<kwd>eutrophication</kwd>
<kwd>longterm</kwd>
<kwd>nitrogen</kwd>
<kwd>N/P ratio</kwd>
<kwd>phosphorus water quality</kwd>
<kwd>water hyacinth</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="5"/>
<equation-count count="2"/>
<ref-count count="95"/>
<page-count count="17"/>
<word-count count="12953"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Freshwater lakes are an important income source for local communities. The lakes are used for fishing, transportation, agriculture, industry, recreation, tourism, and temperature regulation (Giardino et al., <xref ref-type="bibr" rid="B30">2001</xref>). Lake water quality in countries with the highest GDP in Europe is improving (Steinebach, <xref ref-type="bibr" rid="B75">2019</xref>). In contrast, lakes in developing countries are deteriorating rapidly because natural purification processes are insufficient to break down the increasing nutrient contributions of anthropogenic activities (Wold and Hershey, <xref ref-type="bibr" rid="B84">1999</xref>; Giardino et al., <xref ref-type="bibr" rid="B30">2001</xref>; Kanownik et al., <xref ref-type="bibr" rid="B42">2019</xref>). Lake ecosystem services are severely affected by excess nutrients (Yang et al., <xref ref-type="bibr" rid="B92">2013</xref>; Wondie, <xref ref-type="bibr" rid="B86">2018</xref>).</p>
<p>Lakes receive nutrients from external and internal sources (Ramm and Scheps, <xref ref-type="bibr" rid="B66">1997</xref>; Pettersson, <xref ref-type="bibr" rid="B61">1998</xref>; Jeppesen et al., <xref ref-type="bibr" rid="B40">2007</xref>; Mooney et al., <xref ref-type="bibr" rid="B57">2020</xref>). External sources consist of point and non-point sources. For lakes in agricultural-dominated areas, nutrients from non-point sources could be substantially greater than point sources (Singh and Pandey, <xref ref-type="bibr" rid="B70">2019</xref>). Non-point P sources are inorganic fertilizers, human and animal wastes, soil erosion, detergents discharges from septic systems, and runoff from farmlands (Robach et al., <xref ref-type="bibr" rid="B69">1995</xref>; Jarvie et al., <xref ref-type="bibr" rid="B39">2012</xref>; Kast et al., <xref ref-type="bibr" rid="B43">2021</xref>). Point sources include sewer outlets and agricultural industries such as sugar factories and cheese plants. The major sources of total nitrogen (TN) are fertilizer, human waste, livestock, and atmospheric deposition and fixation (Preston and Brakebill, <xref ref-type="bibr" rid="B65">1999</xref>; Zheng et al., <xref ref-type="bibr" rid="B94">2008</xref>). The internal loading of nutrients is affected by lake morphology. Specifically, the wave base depth, the maximum depth at which a water wave&#x00027;s passage causes significant water motion (Kebedew et al., <xref ref-type="bibr" rid="B45">2020b</xref>). In shallow lakes, the lake bottom sediment affects lake water quality due to the suspension of bottom sediments by wave actions (Osborne, <xref ref-type="bibr" rid="B60">1980</xref>; Magnien et al., <xref ref-type="bibr" rid="B51">1992</xref>; Kozerski et al., <xref ref-type="bibr" rid="B49">1999</xref>; Burger et al., <xref ref-type="bibr" rid="B12">2008</xref>). Several researchers (Osborne, <xref ref-type="bibr" rid="B60">1980</xref>; Forsberg, <xref ref-type="bibr" rid="B28">1989</xref>; S&#x000F8;ndergaard et al., <xref ref-type="bibr" rid="B74">1999</xref>) have shown that nitrogen and phosphorus fluxes from the bottom sediments increased the primary aquatic plant productivity and growth in shallow lakes.</p>
<p>Invasive aquatic weeds proliferation, such as water hyacinth, depends on the nutrient concentration in the lake water (Hecky et al., <xref ref-type="bibr" rid="B35">2010</xref>). Various experimental data provide concentrations for its growth in lakes. Gaikwad and Gavande (<xref ref-type="bibr" rid="B29">2017</xref>) reported that the minimum requirement for the survival of water hyacinth was 5.5 mg N/l and 1.66 mg P/l. However, Center and Spencer (<xref ref-type="bibr" rid="B14">1981</xref>) reported that water hyacinths grew well at concentrations above 1 mg N-N0<sub>3</sub>/l and between 0.5 and 2 mg total phosphate P. Concentrations for maximum growth of water hyacinth, according to Khan and Ansari (<xref ref-type="bibr" rid="B47">2005</xref>) and Gaikwad and Gavande (<xref ref-type="bibr" rid="B29">2017</xref>) are 20 mg/l N, and 3 mg/l P. Polomski et al. (<xref ref-type="bibr" rid="B62">2009</xref>) and Yan and Guo (<xref ref-type="bibr" rid="B91">2021</xref>) reported an optimum growth rate of water hyacinths was reported both under experimental conditions of N and P weight ratio of 4.5 to 7 with P concentrations greater than 0.39 mg P/l and N &#x0003E;2.3 mg N/l. Under low nutrient conditions, optimum N and P weight ratio of 1.5&#x02013;5 have been reported (Reddy and Tucker, <xref ref-type="bibr" rid="B67">1983</xref>). According to Smith (<xref ref-type="bibr" rid="B73">1982</xref>), Chl-a is dependent on total nitrogen (TN), and total phosphorus (TP) ratio (weight equivalent) is &#x0003C;5, it is dependent only on TN, and if the ratio is &#x0003E;10, it is dependent only on TP.</p>
<p>In Africa, water hyacinth was noted first in Egypt in the late 1880s, in South Africa in 1910, in Zimbabwe in 1937, and in Lake Victoria, growth started around 1990 (Navarro and Kanyama-Phiri, <xref ref-type="bibr" rid="B59">2000</xref>). They appeared for the first time in 1956 in Ethiopia in Koka Lake of Awash river in a region with sugar cane factories (Navarro and Kanyama-Phiri, <xref ref-type="bibr" rid="B59">2000</xref>; Firehun et al., <xref ref-type="bibr" rid="B25">2007</xref>, <xref ref-type="bibr" rid="B26">2014</xref>, <xref ref-type="bibr" rid="B27">2015</xref>). In 2011, the first water hyacinths were noted in Lake Tana Anteneh et al. (<xref ref-type="bibr" rid="B7">2015</xref>). Dersseh et al. (<xref ref-type="bibr" rid="B18">2019</xref>) indicated that the 340 km<sup>2</sup> is the maximum potential coverage, including the area of the flood plains around Lake Tana. Based on NDVI of satellite images, Dersseh et al. (<xref ref-type="bibr" rid="B19">2020</xref>; Figure 5) showed an upward trend in area coverage of water hyacinth. The maximum infestation area in 2015 was 5 km<sup>2</sup>, and in 2019, 25 km<sup>2</sup> (Figure 5 in Dersseh et al., <xref ref-type="bibr" rid="B18">2019</xref>, <xref ref-type="bibr" rid="B19">2020</xref>). Most of the increase occurred from 2015 to 2016, but after that, the rate of increase seemed to level off. The minimum area in 2019 was 10&#x02013;12 km<sup>2</sup> at the end of the dry phase when the lake was at its lowest water level.</p>
<p>Several studies measured the nutrient concentrations in Lake Tana. Only a few studies related the nutrient concentration with the extent of the water hyacinth infestation. In 2003 and 2004, Wondie et al. (<xref ref-type="bibr" rid="B87">2007</xref>) measured a maximum concentration of 0.6 mg/l N-NO<sub>3</sub> in November of 2003 and 2004, and the minimum concentration was close to nil during the dry monsoon phase. The greatest P-PO<sub>4</sub> concentration was 0.085 mg P/l in April 2004, with an average concentration of 0.023 mg P/l. They did not find any water hyacinth in Lake Tana, and the algae group of diatoms was most abundant. In March 2010, an average NO<sub>3</sub> concentration of 0.26 mg N/l was measured near the south shore (Goshu et al., <xref ref-type="bibr" rid="B32">2017</xref>, <xref ref-type="bibr" rid="B33">2020</xref>). Ewnetu et al. (<xref ref-type="bibr" rid="B24">2014</xref>) reported total phosphorus (TP) concentration in unfiltered samples collected in June and July 2013 ranged from 0.01 to 0.93 mg P/l and an average of 0.14 mg P/l. The highest concentrations were reported near the sewer outfall of Bahir Dar. Nitrate concentrations were between 0.61 and 2.72 mg N/l with a mean of 0.72 mg N/l. During several sampling campaigns from 2000 to 2014, Alemu et al. (<xref ref-type="bibr" rid="B5">2017</xref>) took water samples from the Lake and major rivers. Averaged total dissolved P concentration in the lake samples was 0.49 mg P/l. Concentration in rivers was generally greater than in the lake during the rain phase, with the highest concentrations of 2.7 mg P/l at the Gumara in August 2011 (Alemu et al., <xref ref-type="bibr" rid="B5">2017</xref>). In March 2017, Kebedew et al. (<xref ref-type="bibr" rid="B45">2020b</xref>) measured a spatially average total dissolved P concentration of 0.21 mg P/l in the whole lake 2017. Total dissolved phosphorus (TDP) concentrations in the water hyacinth infected areas were as high as 0.45 mg P/l. Kebedew et al. (<xref ref-type="bibr" rid="B46">2020a</xref>) reported that the average Lake Tana sediment bottom TN concentration was 0.8 g.kg<sup>&#x02212;1</sup>, and Olsen available phosphorus was 0.019 g.kg<sup>&#x02212;1</sup>. Tibebe et al. (<xref ref-type="bibr" rid="B80">2019</xref>) reported nearshore NO<sub>3</sub>-N concentrations ranging from 0.28 to 1.56 mg N/l in the dry phase and 0.58&#x02013;1.03 mg N/l in the rain phase with the same average concentration of 0.79 mg N/l in both phases. Average soluble reactive P concentrations were 0.43 mg P/l with the greatest concentration of 0.88 mg P/l in the rain phase and 0.26 mg P/l in the dry phase. The TP concentration of water that was not filtered averaged 0.99 and 0.75 mg P/l in the rain and dry phase, respectively. A sampling date was not given in Tibebe et al. (<xref ref-type="bibr" rid="B80">2019</xref>). Sishu et al. (<xref ref-type="bibr" rid="B71">2021</xref>), similarly to Alemu et al. (<xref ref-type="bibr" rid="B5">2017</xref>), observed for the Robit Bata watershed that drains to Lake Tana, the maximum dissolved TP concentrations in the rain phase was 3.4 mg DP/l. Baseflow concentrations during the dry phase were &#x0003C;0.1 mg DP/l. Finally, the maximum concentrations at the outlet of the Awramba watershed in the Fogera Plain during the 2013 rain phase were 0.8 mg P-PO<sub>4</sub>/l (Moges et al., <xref ref-type="bibr" rid="B56">2016</xref>) and 1.8 mg N-NO<sub>3</sub>/l (not published).</p>
<p>Despite the various studies of nitrogen and phosphorus concentrations in Lake Tana and its rivers, a systematic survey of the trend of nutrient concentrations and its effect on water hyacinth (if any) has not been carried out. Knowledge of the nutrient dynamics of the lake is urgently needed to prevent further infestation of water hyacinths. Therefore, the main aim of this study was to characterize the phosphorus, nitrogen and Chl-a concentration of Lake Tana based on this study and previously collected data. The specific goals were to (1) evaluate the nutrient concentration and load of the four major tributary rivers flowing into the lake; (2) evaluate the distribution of TP, TN, and Chl-a in the water column; (3) evaluate spatial and temporal variation in TP, and TN in nearshore areas of the lake, and (4) analyze the linkage between the concentration of nutrients on the water quality and more specifically on the distribution of water hyacinth in the lake.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Study Area</title>
<p>Lake Tana is the largest freshwater lake in Ethiopia and the source of the Blue Nile (Poppe et al., <xref ref-type="bibr" rid="B63">2013</xref>). It was designated as a world biosphere reserve by UNESCO in 2015. The lake is located between 11&#x000B0;30&#x02032; N-12&#x000B0;30&#x02032; N and 37&#x000B0; E-37&#x000B0;30&#x02032; E (<xref ref-type="fig" rid="F1">Figure 1</xref>). The mean depth is 9.7 m, the median depth is 10.5 m, and the maximum depth is 14.8 m (Kebedew et al., <xref ref-type="bibr" rid="B45">2020b</xref>). The wave depth is nearly the same as the maximum lake depth, indicating that the lake is fully mixed. The adsorbed concentration in the bottom sediment affects the dissolved concentration in the entire water column (Kebedew et al., <xref ref-type="bibr" rid="B45">2020b</xref>). The lake surface area varies between 2,945 and 3,090 km<sup>2</sup> depending on the time of the year, with the lowest water level in June and the highest at the end of the rain phase in September or October (Dersseh et al., <xref ref-type="bibr" rid="B19">2020</xref>). The average water level observed is 1,786.2 m a.s.l. (Alemu et al., <xref ref-type="bibr" rid="B6">2020</xref>). Historically, the lowest lake level was 1,784.2 m a.s.l. in June 2013, and the maximum lake level recorded in October 1998 was 1,787.72 m a.s.l. The lake&#x00027;s drainage area is around 12,000 km<sup>2</sup> (Zimale et al., <xref ref-type="bibr" rid="B95">2018</xref>). The total storage volume of the lake is &#x0007E;30 km<sup>3</sup>, and its morphometric shape is nearly cylindrical (Kebedew et al., <xref ref-type="bibr" rid="B45">2020b</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Maps of <bold>(A)</bold> Ethiopia with location of Lake Tana; <bold>(B)</bold> Spatial distribution of water hyacinth and other vegetation infested area in Lake Tana and map of sampling sites numbered 1&#x02013;27; 1 = Korata; 2 = Mitsile; 3 = Tana Chirkos; 4 = Wagetera; 5 = Nabega; 6 = Tezamba; 7 = Agid; 8 = Kragna; 9 = Abaworka; 10 = Mtraha; 11 = Fkra Dangur; 12 = Shiha Gomengie; 13 = Lenba; 14 = Jarjar; 15 = Tana Woyna; 16 = Adisy Dengay Debir; 17 = Achera; 18 = Seraba; 19 = Dehanawawa; 20 = Gorgora; 21 = Chara- Chara; 22 = Lake shore; 23 = Bahir Dar port; 24 = Flower farm; 25 = Esey Debir; 26 = Chankebergen; and 27 = Tach-Alewa.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-774710-g0001.tif"/>
</fig>
<p>Lake Tana has significant socio-economic importance for Sudan and Egypt downstream. More than 80% of the Nile water comes from Ethiopian highlands (Johnson and Curtis, <xref ref-type="bibr" rid="B41">1994</xref>; Conway, <xref ref-type="bibr" rid="B16">1997</xref>). There are four seasons, a main-rain phase from July to September; a post-rainy phase from October to November; the dry phase that extends from December to April; and a pre-rainy phase from May to June. From 1990 to 2007, the average annual rainfall on the lake was 1,230 mm (Alemu et al., <xref ref-type="bibr" rid="B6">2020</xref>). More than 40 seasonal rivers and four perennial rivers flow into the lake. The main rivers are the Gilgel Abay (Little Blue Nile), Gumara, Rib, and Megech (Kebede et al., <xref ref-type="bibr" rid="B44">2006</xref>). The four major rivers contribute 93% of the total flow (Kebede et al., <xref ref-type="bibr" rid="B44">2006</xref>). Dessie et al. (<xref ref-type="bibr" rid="B21">2015</xref>) estimated that the Gilgel Abay in the southern part of Lake Tana contributed 58% of the flow, Gumara and Rib in the east 30%, and Megech in the north 10% and several small rivers in the west 2%. The lake outflow after 2010 has been directed through a tunnel to the Beles River to generate 460 MW of electricity with hydroelectric power. Excess flow leaves the lake over the Chara-Chara weir to the Blue Nile. The annual outflow of the lake varies between around 3 and 5 km<sup>3</sup> a<sup>&#x02013;1</sup> (Alemu et al., <xref ref-type="bibr" rid="B6">2020</xref>). The lake is used for storage for hydropower generation, transportation, fishing, and recreation. It is a tourist attraction, with important religious sites on its islands.</p>
<p>Rainfed teff, maize, and sorghum are the main crops in the basin and cover three-fourths of the basin (Abera et al., <xref ref-type="bibr" rid="B1">2021</xref>). During the dry monsoon phase, &#x0003C;20 % is cultivated using residual moisture (Abera et al., <xref ref-type="bibr" rid="B1">2021</xref>). Nearly 20% of the basin is suitable for surface irrigation, but the water was only available for &#x0003C;1% of this potential area without constructing dams for surface storage (Worqlul et al., <xref ref-type="bibr" rid="B89">2015</xref>). There are three major cities: Bahir Dar in south of the Lake, Debre Tabor in the upper watershed in the east, and Gonder in the north (Wondie, <xref ref-type="bibr" rid="B85">2010</xref>). Most farmers grow eucalyptus trees (Tefera and Kassa, <xref ref-type="bibr" rid="B78">2017</xref>). The wetlands have been severely affected by silt loads due to increased erosion from the degrading soil base due to deforestation followed by intensive agriculture (Wondie, <xref ref-type="bibr" rid="B85">2010</xref>; Tebebu et al., <xref ref-type="bibr" rid="B77">2017</xref>). Runoff is generated from saturation excess in the periodically saturated valley bottom and the degraded cropland with a hardpan (Moges et al., <xref ref-type="bibr" rid="B54">2017b</xref>; Tebebu et al., <xref ref-type="bibr" rid="B77">2017</xref>). The hydrology is complex, with many faults acting as conduits of subsurface flow and volcanic dikes as barriers (Adem et al., <xref ref-type="bibr" rid="B3">2020</xref>).</p>
</sec>
<sec>
<title>Sampling Methods</title>
<p>Total phosphorus (TP) is the sum of all forms of phosphorus, including ortho-phosphates (soluble reactive phosphorus) and the phosphorus in plant and animal fragments suspended in lake water (Correll, <xref ref-type="bibr" rid="B17">1998</xref>). Total nitrogen (TN) is the sum of nitrate, nitrite, ammonia, and organic nitrogen (Bremner, <xref ref-type="bibr" rid="B10">1965</xref>; McGill and Figueiredo, <xref ref-type="bibr" rid="B52">1993</xref>). Chlorophyll-a (Chl-a) is an indicator of water quality linked to productivity associated with nutrient levels in the lake (Koponen et al., <xref ref-type="bibr" rid="B48">2001</xref>). The abundance of phytoplankton in freshwater lakes is strongly associated with TP (Guildford and Hecky, <xref ref-type="bibr" rid="B34">2000</xref>).</p>
<p>River inlets and lakeshore areas were sampled to determine the concentration. The river inlet concentrations were used to calculate the nitrogen (TN) and phosphorus (TP) load delivered by the four major rivers. Water samples were collected at each of the four major rivers (<xref ref-type="fig" rid="F1">Figure 1</xref>) in June, July, August, September, and December 2019. The lake depth at the river inlets was between 3 and 11 m. The other samples along the shores were taken to characterize the relationship between water hyacinth distribution and the nitrogen, phosphorus, and chlorophyll-a concentrations in the nearshore area of Lake Tana. Nearshore samples for determining TP, TN, and Chl-a were collected at 27 stations roughly divided evenly between water hyacinth-infested and non-infested regions (<xref ref-type="fig" rid="F1">Figure 1</xref>). The samples were collected in two campaigns. For the first campaign, samples were taken at 0.5 m depth in August 2016, December 2016, and March 2017. In the second campaign, water samples were collected in June, July, August, September, December 2019, and March 2020 at the 0.5 m surface and just above the lake bottom. The sampling dates were chosen to represent the main rainy season (July-September), the dry season (December&#x02013;April), and a pre-rainy season (May&#x02013;June) to understand how seasonality influences the water quality parameters.</p>
<p>The water samples in all rounds were collected using a water sampler (Kemmerer&#x02014;Model 12.07&#x02014;Water Sampler Set and Beta Water Samplers, Horizontal Acrylic&#x02014;Water sampler only, transparent acrylic, 3.2 L). The water samples were filtered and transferred to polyethylene bottles, 100 ml for TP, 100 ml for TN, and 500 ml for Chl-a. Samples were stored at &#x02212;4&#x000B0;C until analysis by the Amhara Design and Supervision Works Enterprise.</p>
</sec>
<sec>
<title>Data Analysis</title>
<p>Annual inflow and outflow data for Lake Tana were taken from Alemu et al. (<xref ref-type="bibr" rid="B6">2020</xref>) study for a period with above and below-average rainfall. The proportion of mean annual flow rate from North, South, West and East side were calculated based on the measurements made by Dessie et al. (<xref ref-type="bibr" rid="B20">2017</xref>) and used in the nutrient loading calculation and balance.</p>
<p>An approximate P and N mass balance for the Lake was calculated by summing the products of discharges and measured concentrations near the four major rivers and subtracting that flowing through the outlets. The external phosphorus loading could not be estimated by the published functions in the literature by Larsen and Mercier (<xref ref-type="bibr" rid="B50">1976</xref>), Vollenweider (<xref ref-type="bibr" rid="B83">1976</xref>), Prairie (<xref ref-type="bibr" rid="B64">1989</xref>), and Hejzlar et al. (<xref ref-type="bibr" rid="B36">2006</xref>) because the lake was fully mixed, contrary to the assumptions on which those equations are based.</p>
<sec>
<title>Image Analysis</title>
<p>The distribution of water hyacinth in Lake Tana was determined with a Sentinel-2 image on December 8, 2019. The image with a 10 m spatial resolution was classified with a supervised classification technique using the Google earth search engine platform. The relationship between the water quality parameters and water hyacinth was analyzed using ArcGIS spatial analyst tools and by comparing the values of the water quality parameters with the areas covered by water hyacinths.</p>
</sec>
<sec>
<title>Laboratory Analysis</title>
<p>Total phosphorus (TP) concentration was determined using PhosVer&#x000AE;3 based on the Acid persulfate digestion method in the range of 0.06&#x02013;3.50 mg P/l. Total nitrogen (TN) concentrations were determined using the persulfate digestion method in the low range of 0.5&#x02013;25.0 mg N/l. The digestion temperature of TN was 105&#x000B0;C and TP 150&#x000B0;C for 30 min. The absorption was then measured using HACH product DR.2008 and DR.3900 spectrophotometer at the wavelength of 410 and 890 nm for TN and TP, respectively (Dersseh et al., <xref ref-type="bibr" rid="B18">2019</xref>).</p>
<p>Chlorophyll-a concentration was determined by the acetone extraction method after the sample filtration on 0.47 &#x003BC;m glass fiber filter (Whatman GF/C) using Gellman polycarbonate filtration towers, under low to moderate vacuum (10&#x02013;40 cm Hg). Extracts were clarified by centrifugation at 4,000 rpm for 20 min. Sample and standard absorbance were read at 750 and 664 nm before acidification (750b and 664b) and 750 and 665 nm after acidification (750a and 665a). Chlorophyll-a concentration in the extract was determined with a spectrophotometer using the standard method of Perkin-Elmer Lambda 35 UV/VIS spectrophotometer with a 1 nm spectral bandwidth and optically matched 4 cm plastic micro-cuvettes.</p>
</sec>
<sec>
<title>Statistical Analysis</title>
<p>The spatial and temporal distributions of TP, TN and Chl-a were analyzed using descriptive statistics to determine the maximum, minimum, mean, and standard deviation (St.dev) values of each parameter. The difference in space, time, and water depth were evaluated using a one-way ANOVA and multi-comparison tests employed for the 27 sampling points. The spatial and temporal changes of the water quality parameters were considered based on the coefficient of variation (CV). The spatial and temporal variability in the parameters were categorized as weak (CV &#x0003C;0.1), moderate (CV = 0.1&#x02013;1), and strong (CV &#x0003E; 1, Zhang et al., <xref ref-type="bibr" rid="B93">2007</xref>).</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Nutrient Concentrations of Major Rivers</title>
<p>The average total phosphorus, TP, concentrations for the Rib, Gumara, and Gilgel Abay inlets was just under 2 mg/l in 2019 (<xref ref-type="table" rid="T1">Table 1</xref>). The TP concentration in the Megech that originated in the Simien mountains with little agriculture was half of the other three rivers (<xref ref-type="table" rid="T1">Table 1</xref>). The average total nitrogen, TN, concentrations of the three rivers Gumara, Rib and Megech, with a large flood plain, were just above 2 mg/l, and for the Gilgel Abay, 3.5 mg/l (<xref ref-type="table" rid="T1">Table 1</xref>). The difference was statistically not significant. The Gilgel Abay has only a very small flood plain, and thus the opportunity for the nitrate to denitrify is smaller. The maximum concentrations of TP and TN in the four rivers were observed in December. The minimum was in June (<xref ref-type="table" rid="T1">Table 1</xref>). Wondie et al. (<xref ref-type="bibr" rid="B87">2007</xref>) found a similar trend for nitrate but not for phosphates in Lake Tana in 2003 and 2004.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Temporal variability of total phosphorus and total nitrogen concentration of the major tributary rivers of Lake Tana from June to December of 2019.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th valign="top" align="left"><bold>Rivers</bold></th>
<th valign="top" align="center"><bold>June</bold></th>
<th valign="top" align="center"><bold>July</bold></th>
<th valign="top" align="center"><bold>August</bold></th>
<th valign="top" align="center"><bold>September</bold></th>
<th valign="top" align="center"><bold>December</bold></th>
<th valign="top" align="center"><bold>Average</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Total P, mg/l</td>
<td valign="top" align="left">Gilgel Abay</td>
<td valign="top" align="center">1.5</td>
<td valign="top" align="center">1.7</td>
<td valign="top" align="center">1.7</td>
<td valign="top" align="center">1.7</td>
<td valign="top" align="center">1.9</td>
<td valign="top" align="center">1.7</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Gumara</td>
<td valign="top" align="center">1.1</td>
<td valign="top" align="center">1.9</td>
<td valign="top" align="center">1.9</td>
<td valign="top" align="center">1.9</td>
<td valign="top" align="center">2.3</td>
<td valign="top" align="center">1.8</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Rib</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.8</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">2.2</td>
<td valign="top" align="center">1.6</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Megech</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">1.4</td>
<td valign="top" align="center">0.9</td>
</tr>
<tr>
<td valign="top" align="left">Total N, mg/l</td>
<td valign="top" align="left">Gilgel Abay</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">3.8</td>
<td valign="top" align="center">4.0</td>
<td valign="top" align="center">4.0</td>
<td valign="top" align="center">4.2</td>
<td valign="top" align="center">3.5</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Gumara</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">2.3</td>
<td valign="top" align="center">2.9</td>
<td valign="top" align="center">2.9</td>
<td valign="top" align="center">2.8</td>
<td valign="top" align="center">2.4</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Rib</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">1.4</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">2.8</td>
<td valign="top" align="center">2.0</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Megech</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">1.2</td>
<td valign="top" align="center">3.1</td>
<td valign="top" align="center">3.1</td>
<td valign="top" align="center">3.7</td>
<td valign="top" align="center">2.4</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec>
<title>Distribution of TP, TN, and Chl-a in the Water Column</title>
<p>Water samples at the surface and the bottom were taken monthly from June to December in 2019 and March 2020. The average TP concentration in water samples at the lake bottom was, on average, 20% greater than in samples taken at 0.5 m from the surface (<xref ref-type="table" rid="T2">Table 2</xref>). Four-fifths of the water samples near the lake bottom exceeded the TP taken at the surface. Average TN was 16% lower at the bottom than at the surface, mainly because of the low concentration in the lake bottom samples for the sampling station near Bahir Dar (Stations 22&#x02013;24, <xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T2">Table 2</xref>). Chl-a at the surface was greater than the bottom for two-thirds of the sampling locations (<xref ref-type="table" rid="T2">Table 2</xref>). Samples near the surface contain more Chl-a than the bottom samples following the pattern of TN. The small differences in surface and bottom concentration confirm the finding of Kebedew et al. (<xref ref-type="bibr" rid="B45">2020b</xref>) that the water column is mixed due to its shallow depth.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>The average concentration of total phosphorus (TP), total nitrogen (TN), and chlorophyll-a (Chl-a) in lake water at the 0.5 m depth (surface) and bottom from June to December of 2019 in Lake Tana.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>S/No</bold></th>
<th valign="top" align="left"><bold>Sites</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>TP (mg/L)</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>TN (mg/L)</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Chl-a (&#x003BC;g/L)</bold></th>
</tr>
<tr>
<th/>
<th/>
<th valign="top" align="center"><bold>Surface</bold></th>
<th valign="top" align="center"><bold>Bottom</bold></th>
<th valign="top" align="center"><bold>Surface</bold></th>
<th valign="top" align="center"><bold>Bottom</bold></th>
<th valign="top" align="center"><bold>Surface</bold></th>
<th valign="top" align="center"><bold>Bottom</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Korata</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">1.10</td>
<td valign="top" align="center">1.48</td>
<td valign="top" align="center">1.36</td>
<td valign="top" align="center">7.14</td>
<td valign="top" align="center">1.87</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Mitsile</td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">1.16</td>
<td valign="top" align="center">1.37</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">10.25</td>
<td valign="top" align="center">7.28</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Tana Chirkos</td>
<td valign="top" align="center">1.30</td>
<td valign="top" align="center">1.44</td>
<td valign="top" align="center">1.53</td>
<td valign="top" align="center">1.59</td>
<td valign="top" align="center">7.26</td>
<td valign="top" align="center">4.13</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Wagetera</td>
<td valign="top" align="center">1.40</td>
<td valign="top" align="center">1.50</td>
<td valign="top" align="center">1.43</td>
<td valign="top" align="center">1.28</td>
<td valign="top" align="center">11.74</td>
<td valign="top" align="center">4.24</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Nabega</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">2.60</td>
<td valign="top" align="center">2.05</td>
<td valign="top" align="center">10.23</td>
<td valign="top" align="center">5.40</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Tezamba</td>
<td valign="top" align="center">0.77</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">1.89</td>
<td valign="top" align="center">2.02</td>
<td valign="top" align="center">6.63</td>
<td valign="top" align="center">5.92</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Agid</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">1.05</td>
<td valign="top" align="center">1.88</td>
<td valign="top" align="center">1.49</td>
<td valign="top" align="center">4.63</td>
<td valign="top" align="center">8.09</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Kragna</td>
<td valign="top" align="center">1.38</td>
<td valign="top" align="center">1.94</td>
<td valign="top" align="center">1.83</td>
<td valign="top" align="center">1.57</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">5.96</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Abaworka</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">1.16</td>
<td valign="top" align="center">2.09</td>
<td valign="top" align="center">1.94</td>
<td valign="top" align="center">6.58</td>
<td valign="top" align="center">4.49</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Mtraha</td>
<td valign="top" align="center">2.00</td>
<td valign="top" align="center">2.07</td>
<td valign="top" align="center">2.72</td>
<td valign="top" align="center">1.53</td>
<td valign="top" align="center">5.25</td>
<td valign="top" align="center">7.50</td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="left">Fkra Dangur</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">2.51</td>
<td valign="top" align="center">2.43</td>
<td valign="top" align="center">7.18</td>
<td valign="top" align="center">4.99</td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="left">Shiha Gomengie</td>
<td valign="top" align="center">1.23</td>
<td valign="top" align="center">1.08</td>
<td valign="top" align="center">1.97</td>
<td valign="top" align="center">1.84</td>
<td valign="top" align="center">6.53</td>
<td valign="top" align="center">6.34</td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="left">Lenba</td>
<td valign="top" align="center">1.36</td>
<td valign="top" align="center">2.05</td>
<td valign="top" align="center">1.81</td>
<td valign="top" align="center">1.77</td>
<td valign="top" align="center">4.59</td>
<td valign="top" align="center">7.18</td>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="left">Jarjar</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">0.44</td>
<td valign="top" align="center">2.03</td>
<td valign="top" align="center">2.16</td>
<td valign="top" align="center">8.11</td>
<td valign="top" align="center">6.66</td>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="left">Tana Woyna</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">1.93</td>
<td valign="top" align="center">1.69</td>
<td valign="top" align="center">5.92</td>
<td valign="top" align="center">4.82</td>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="left">Adisy Dengay Debir</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">1.76</td>
<td valign="top" align="center">1.70</td>
<td valign="top" align="center">5.18</td>
<td valign="top" align="center">5.46</td>
</tr>
<tr>
<td valign="top" align="left">17</td>
<td valign="top" align="left">Achera</td>
<td valign="top" align="center">0.39</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">2.07</td>
<td valign="top" align="center">2.03</td>
<td valign="top" align="center">6.71</td>
<td valign="top" align="center">7.85</td>
</tr>
<tr>
<td valign="top" align="left">18</td>
<td valign="top" align="left">Seraba</td>
<td valign="top" align="center">1.32</td>
<td valign="top" align="center">1.40</td>
<td valign="top" align="center">1.92</td>
<td valign="top" align="center">1.75</td>
<td valign="top" align="center">6.08</td>
<td valign="top" align="center">4.36</td>
</tr>
<tr>
<td valign="top" align="left">19</td>
<td valign="top" align="left">Dehanawawa</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">1.51</td>
<td valign="top" align="center">1.59</td>
<td valign="top" align="center">6.46</td>
<td valign="top" align="center">5.67</td>
</tr>
<tr>
<td valign="top" align="left">20</td>
<td valign="top" align="left">Gorgora</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">1.33</td>
<td valign="top" align="center">1.21</td>
<td valign="top" align="center">3.24</td>
<td valign="top" align="center">7.39</td>
</tr>
<tr>
<td valign="top" align="left">21</td>
<td valign="top" align="left">Chara-Chara</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">2.59</td>
<td valign="top" align="center">2.34</td>
<td valign="top" align="center">10.86</td>
<td valign="top" align="center">6.05</td>
</tr>
<tr>
<td valign="top" align="left">22</td>
<td valign="top" align="left">Lake shore</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">1.23</td>
<td valign="top" align="center">1.56</td>
<td valign="top" align="center">6.95</td>
<td valign="top" align="center">5.60</td>
</tr>
<tr>
<td valign="top" align="left">23</td>
<td valign="top" align="left">Bahir Dar port</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">1.10</td>
<td valign="top" align="center">5.72</td>
<td valign="top" align="center">5.49</td>
</tr>
<tr>
<td valign="top" align="left">24</td>
<td valign="top" align="left">Flower farm area</td>
<td valign="top" align="center">1.17</td>
<td valign="top" align="center">1.34</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">8.44</td>
<td valign="top" align="center">4.31</td>
</tr>
<tr>
<td valign="top" align="left">25</td>
<td valign="top" align="left">Esey Debir</td>
<td valign="top" align="center">1.36</td>
<td valign="top" align="center">1.45</td>
<td valign="top" align="center">1.96</td>
<td valign="top" align="center">1.68</td>
<td valign="top" align="center">4.83</td>
<td valign="top" align="center">7.71</td>
</tr>
<tr>
<td valign="top" align="left">26</td>
<td valign="top" align="left">Chankebergen</td>
<td valign="top" align="center">1.01</td>
<td valign="top" align="center">1.21</td>
<td valign="top" align="center">2.70</td>
<td valign="top" align="center">2.34</td>
<td valign="top" align="center">4.98</td>
<td valign="top" align="center">7.50</td>
</tr>
<tr>
<td valign="top" align="left">27</td>
<td valign="top" align="left">Tach-Alewa</td>
<td valign="top" align="center">1.41</td>
<td valign="top" align="center">1.58</td>
<td valign="top" align="center">2.25</td>
<td valign="top" align="center">1.26</td>
<td valign="top" align="center">9.73</td>
<td valign="top" align="center">5.12</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><bold>Average</bold></td>
<td valign="top" align="center"><bold>0.98</bold></td>
<td valign="top" align="center"><bold>1.12</bold></td>
<td valign="top" align="center"><bold>1.86</bold></td>
<td valign="top" align="center"><bold>1.68</bold></td>
<td valign="top" align="center"><bold>6.72</bold></td>
<td valign="top" align="center"><bold>5.83</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The locations of the stations are given in <xref ref-type="fig" rid="F1">Figure 1</xref></italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Lake TP, TN, and Chl-a Concentrations</title>
<p>The water quality parameters of 27 stations (location shown in <xref ref-type="fig" rid="F1">Figure 1</xref>) between 2016 and 2020 are given in <xref ref-type="table" rid="T3">Table 3</xref>. Mean TP concentrations increased about 5&#x02013;10-fold over the 4 years. It increased from an average of 0.2 mg/l in 2016 to 1.8 mg/l in 2020, <xref ref-type="table" rid="T3">Table 3</xref>. Over the same period, TN concentrations in 2016 and 2020 were nearly the same, around 2 mg/l. The TN:TP ratio ranged from 0.4 to 29.5 (<xref ref-type="table" rid="T3">Table 3</xref>). The mean Chl-a concentrations did not show a clear trend. Average Chlorophyll-a concentrations ranged from 1 to 22 &#x003BC;g/l in 2016 and 2017. In 2019&#x02013;2020 concentrations were between 4 and 9 &#x003BC;g/l (<xref ref-type="table" rid="T3">Table 3</xref>). Wondie et al. (<xref ref-type="bibr" rid="B87">2007</xref>) found the mean chlorophyll-a concentrations varied from 2.6 to 8.5 &#x003BC;g/l in 2003 and 2004.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>The mean, maximum, minimum and standard deviation (st.dev) and coefficient of variability (CV) for concentrations of total phosphorus (TP), total nitrogen (TN), and chlorophyll-a (Chl-a) concentrations in Tana Lake at the 0.5 m depth between 2016 and 2020.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th/>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>2016</bold></th>
<th valign="top" align="center"><bold>2017</bold></th>
<th valign="top" align="center" colspan="5" style="border-bottom: thin solid #000000;"><bold>2019</bold></th>
<th valign="top" align="center"><bold>2020</bold></th>
</tr>
<tr>
<th/>
<th/>
<th valign="top" align="center"><bold>August</bold></th>
<th valign="top" align="center"><bold>December</bold></th>
<th valign="top" align="center"><bold>March</bold></th>
<th valign="top" align="center"><bold>June</bold></th>
<th valign="top" align="center"><bold>July</bold></th>
<th valign="top" align="center"><bold>August</bold></th>
<th valign="top" align="center"><bold>September</bold></th>
<th valign="top" align="center"><bold>December</bold></th>
<th valign="top" align="center"><bold>March</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">TP (mg/L)</td>
<td valign="top" align="left">Max</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">1.2</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">2.2</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">2.4</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Min</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.9</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Mean</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">1.3</td>
<td valign="top" align="center">1.8</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Median</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">1.4</td>
<td valign="top" align="center">1.9</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">G.mean</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">1.3</td>
<td valign="top" align="center">1.7</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">st.dev</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.5</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">C.V.</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">0.3</td>
</tr>
<tr>
<td valign="top" align="left">TN (mg/L)</td>
<td valign="top" align="left">Max</td>
<td valign="top" align="center">5.9</td>
<td valign="top" align="center">5.7</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">1.2</td>
<td valign="top" align="center">2.3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">3.2</td>
<td valign="top" align="center">3</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Min</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.4</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Mean</td>
<td valign="top" align="center">2.9</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">1.9</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Median</td>
<td valign="top" align="center">2.9</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">2.0</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">1.9</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">G.mean</td>
<td valign="top" align="center">2.6</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">1.8</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">1.5</td>
<td valign="top" align="center">2.0</td>
<td valign="top" align="center">2.0</td>
<td valign="top" align="center">2.0</td>
<td valign="top" align="center">1.8</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">st.dev</td>
<td valign="top" align="center">1.2</td>
<td valign="top" align="center">1.2</td>
<td valign="top" align="center">1.1</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.6</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">C.V.</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">0.1</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.3</td>
</tr>
<tr>
<td valign="top" align="left">Chl-a (&#x003BC;g/L)</td>
<td valign="top" align="left">Max</td>
<td valign="top" align="center">4.1</td>
<td valign="top" align="center">47</td>
<td valign="top" align="center">104.1</td>
<td valign="top" align="center">19.5</td>
<td valign="top" align="center">14.2</td>
<td valign="top" align="center">11.4</td>
<td valign="top" align="center">9.9</td>
<td valign="top" align="center">7.2</td>
<td valign="top" align="center">11.9</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Min</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">4.1</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">1.1</td>
<td valign="top" align="center">1.5</td>
<td valign="top" align="center">2.7</td>
<td valign="top" align="center">3.7</td>
<td valign="top" align="center">6.2</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Mean</td>
<td valign="top" align="center">1.1</td>
<td valign="top" align="center">7.8</td>
<td valign="top" align="center">21.9</td>
<td valign="top" align="center">4.4</td>
<td valign="top" align="center">5.7</td>
<td valign="top" align="center">6.3</td>
<td valign="top" align="center">7.1</td>
<td valign="top" align="center">5.4</td>
<td valign="top" align="center">8.8</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Median</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">4.7</td>
<td valign="top" align="center">13.8</td>
<td valign="top" align="center">3.2</td>
<td valign="top" align="center">5.2</td>
<td valign="top" align="center">6.1</td>
<td valign="top" align="center">7.2</td>
<td valign="top" align="center">5.1</td>
<td valign="top" align="center">8.4</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">G.mean</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">4.9</td>
<td valign="top" align="center">16.0</td>
<td valign="top" align="center">3.2</td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">5.9</td>
<td valign="top" align="center">6.9</td>
<td valign="top" align="center">5.2</td>
<td valign="top" align="center">8.6</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">st.dev</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">9.9</td>
<td valign="top" align="center">22.4</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">3.3</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">1.1</td>
<td valign="top" align="center">1.8</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">C.V.</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">1.3</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">0.2</td>
</tr>
<tr>
<td valign="top" align="left">TN:TP ration</td>
<td valign="top" align="left">Max</td>
<td valign="top" align="center">29.50</td>
<td valign="top" align="center">14.25</td>
<td valign="top" align="center">7.14</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">1.10</td>
<td valign="top" align="center">1.43</td>
<td valign="top" align="center">1.36</td>
<td valign="top" align="center">1.33</td>
<td valign="top" align="center">1.25</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Min</td>
<td valign="top" align="center">7.0</td>
<td valign="top" align="center">5.0</td>
<td valign="top" align="center">1.5</td>
<td valign="top" align="center">7.0</td>
<td valign="top" align="center">4.0</td>
<td valign="top" align="center">5.0</td>
<td valign="top" align="center">5.0</td>
<td valign="top" align="center">1.7</td>
<td valign="top" align="center">0.4</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Mean</td>
<td valign="top" align="center">14.5</td>
<td valign="top" align="center">13.5</td>
<td valign="top" align="center">7.0</td>
<td valign="top" align="center">1.8</td>
<td valign="top" align="center">1.8</td>
<td valign="top" align="center">2.3</td>
<td valign="top" align="center">2.3</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">1.1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The period from July to September is the main rainy monsoon season, December to April is the dry season, and May to June is the pre-rainy season</italic>.</p>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Spatial Distribution of TP, TN, and Chl-a</title>
<p>The spatial distribution of water hyacinth and other aquatic vegetation is shown in <xref ref-type="fig" rid="F1">Figure 1</xref>. The total area with water hyacinths was around 2,500 ha, and most was found on the eastern shore north of the Rib outlet (<xref ref-type="fig" rid="F1">Figure 1</xref>). Some water hyacinths locations showed elevated TP concentrations. TP concentrations for samples collected in 2019 and 2020 of &#x0003E;1 mg/l were recorded for stations 4, 8, 10, 12, 13 on the eastern side with the main water hyacinth infestation, station 18 near the north shore with some water hyacinths, and stations 25 and 27 near the western shore (<xref ref-type="fig" rid="F1">Figure 1</xref>). The TN/TP ratio was also less for the high P sites. Stations 14, 16, 17, 19 near the Megech and 21 and 22 near the Blue Nile outlet had an average TP concentration of &#x0003C;0.5 mg/l (<xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T4">Table 4</xref>). Except for station 14, water hyacinths were not present at these sites. The calculated spatial weight-based TN/TP ratios ranged from 1.3 to 6.4 (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>The mean, maximum, minimum and standard deviation (st.dev) and coefficient of variability (CV) for concentrations of total phosphorus (TP), total nitrogen (TN), and chlorophyll-a (Chl-a) concentrations in lake water at the 0.5 m depth (surface) between 2016 and 2020 for 27 stations in the nearshore area of Lake Tana.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>S/No</bold></th>
<th valign="top" align="left"><bold>Sites</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>TP (mg/L)</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>TN (mg/L)</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Chl-a (&#x003BC;g/L)</bold></th>
<th valign="top" align="center"><bold>TN:TP ratio</bold></th>
</tr>
<tr>
<th/>
<th/>
<th valign="top" align="center"><bold>Mean</bold></th>
<th valign="top" align="center"><bold>CV</bold></th>
<th valign="top" align="center"><bold>Mean</bold></th>
<th valign="top" align="center"><bold>CV</bold></th>
<th valign="top" align="center"><bold>Mean</bold></th>
<th valign="top" align="center"><bold>CV</bold></th>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Korata</td>
<td valign="top" align="center">0.72</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">1.11</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">5.17</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">1.54</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Mitsile</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">1.06</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">8.07</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">1.34</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Tana Chirkos</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">1.45</td>
<td valign="top" align="center">0.27</td>
<td valign="top" align="center">7.17</td>
<td valign="top" align="center">1.11</td>
<td valign="top" align="center">1.49</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Wagetera</td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">1.29</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">8.62</td>
<td valign="top" align="center">1.02</td>
<td valign="top" align="center">1.25</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Nabega</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">1.07</td>
<td valign="top" align="center">2.01</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">8.13</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">3.24</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Tezamba</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">2.17</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">9.1</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">3.29</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Agid</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">2.01</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">6.38</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">2.87</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Kragna</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">1.9</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">3.6</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">1.56</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">Abaworka</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">2.31</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">5.2</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">3.08</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">Mtraha</td>
<td valign="top" align="center">1.44</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">2.19</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">5.64</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">1.52</td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="left">Fkra Dangur</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">5.49</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">4.07</td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="left">Shiha Gomengie</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">1.86</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">7.74</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">2.19</td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="left">Lenba</td>
<td valign="top" align="center">1.24</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">1.98</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">5.64</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">1.60</td>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="left">Jarjar</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">2.26</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">6.07</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">5.65</td>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="left">Tana Woyna</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">0.65</td>
<td valign="top" align="center">1.98</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center">6.58</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">3.00</td>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="left">Adisy Dengay Debir</td>
<td valign="top" align="center">0.39</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">1.96</td>
<td valign="top" align="center">0.27</td>
<td valign="top" align="center">6.72</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">5.03</td>
</tr>
<tr>
<td valign="top" align="left">17</td>
<td valign="top" align="left">Achera</td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">2.36</td>
<td valign="top" align="center">0.29</td>
<td valign="top" align="center">17.05</td>
<td valign="top" align="center">1.93</td>
<td valign="top" align="center">6.38</td>
</tr>
<tr>
<td valign="top" align="left">18</td>
<td valign="top" align="left">Seraba</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">2.21</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">13.4</td>
<td valign="top" align="center">1.96</td>
<td valign="top" align="center">2.26</td>
</tr>
<tr>
<td valign="top" align="left">19</td>
<td valign="top" align="left">Dehanawawa</td>
<td valign="top" align="center">0.41</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">2.05</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">7.35</td>
<td valign="top" align="center">1.01</td>
<td valign="top" align="center">5.00</td>
</tr>
<tr>
<td valign="top" align="left">20</td>
<td valign="top" align="left">Gorgora</td>
<td valign="top" align="center">0.7</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">1.89</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">5.55</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">2.70</td>
</tr>
<tr>
<td valign="top" align="left">21</td>
<td valign="top" align="left">Chara-Chara</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">2.4</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">7.61</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">5.11</td>
</tr>
<tr>
<td valign="top" align="left">22</td>
<td valign="top" align="left">Lake shore</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">1.22</td>
<td valign="top" align="center">2.2</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">6.31</td>
<td valign="top" align="center">0.48</td>
<td valign="top" align="center">4.40</td>
</tr>
<tr>
<td valign="top" align="left">23</td>
<td valign="top" align="left">Bahir Dar port</td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">1.96</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">5.88</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">2.88</td>
</tr>
<tr>
<td valign="top" align="left">24</td>
<td valign="top" align="left">Flower farm</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">2.49</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">8.31</td>
<td valign="top" align="center">0.8</td>
<td valign="top" align="center">2.71</td>
</tr>
<tr>
<td valign="top" align="left">25</td>
<td valign="top" align="left">Esey Debir</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">2.79</td>
<td valign="top" align="center">0.58</td>
<td valign="top" align="center">8.71</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">2.79</td>
</tr>
<tr>
<td valign="top" align="left">26</td>
<td valign="top" align="left">Chankebergen</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">2.67</td>
<td valign="top" align="center">0.24</td>
<td valign="top" align="center">13.44</td>
<td valign="top" align="center">1.15</td>
<td valign="top" align="center">3.26</td>
</tr>
<tr>
<td valign="top" align="left">27</td>
<td valign="top" align="left">Tach-Alewa</td>
<td valign="top" align="center">1.07</td>
<td valign="top" align="center">0.62</td>
<td valign="top" align="center">1.97</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">6.59</td>
<td valign="top" align="center">0.43</td>
<td valign="top" align="center">1.84</td>
</tr>
<tr>
<td/>
<td valign="top" align="left"><bold>Average</bold></td>
<td valign="top" align="center"><bold>0.78</bold></td>
<td valign="top" align="center"><bold>0.72</bold></td>
<td valign="top" align="center"><bold>2.03</bold></td>
<td valign="top" align="center"><bold>0.37</bold></td>
<td valign="top" align="center"><bold>7.61</bold></td>
<td valign="top" align="center"><bold>0.85</bold></td>
<td valign="top" align="center"><bold>2.60</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The locations of the stations are given in <xref ref-type="fig" rid="F2">Figure 2</xref></italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>Total N concentrations over 2 mg/l were observed at stations 5, 7, 10, and 11 near the eastern shore, station 17 in the north, station 21 at the Chara-Chara weir near the outlet to the Blue Nile and 26 on the west shore. The lowest TN concentrations were observed at Stations 1&#x02013;4 south of the Gumara (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
<p>The maximum Chl-a concentrations were seen in parts of the lake that were not or minimally infested by water hyacinths (Stations 4, 5, 6 17 24, 25, and 26, <xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T4">Table 4</xref>). The minimum Chl-a concentrations in the lake were most severely infested by water hyacinths (Stations 8, 13, and 20, <xref ref-type="fig" rid="F1">Figure 1</xref>; <xref ref-type="table" rid="T4">Table 4</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<sec>
<title>Lake Water Quality</title>
<p>The TP concentrations in the Lake near Gumara, Rib and Gilgel Abay of 1.7 mg P/l (<xref ref-type="table" rid="T4">Table 4</xref>) were 30 times the lake water quality standard of the United States Environmental Protection Agency recommended level in streams entering lakes or reservoirs of 0.05 mg&#x000B7;P l<sup>&#x02212;1</sup> (USEPA US Environmental Protection Agency, <xref ref-type="bibr" rid="B81">1986</xref>, <xref ref-type="bibr" rid="B82">2000</xref>) and was 10 times the European standard (Berzina and Sudars, <xref ref-type="bibr" rid="B9">2010</xref>). The average TP lake concentrations were 1.1 mg P/l in 2019 and an order of magnitude greater than the USEPA standard. The average total nitrogen concentration near the rivers was 2.6 mg N/l which is 45% greater than the lake of 1.8 N mg/l in 2019 (<xref ref-type="table" rid="T2">Table 2</xref>) and approximately three times that USEPA US Environmental Protection Agency (<xref ref-type="bibr" rid="B82">2000</xref>) recommended level. The chlorophyll-a concentration of around 6 &#x003BC;g l<sup>&#x02212;1</sup> in 2019 (<xref ref-type="table" rid="T4">Table 4</xref>) were about three times less than the concentration in shallow areas with a depth &#x0003C;20 m in Lake Victoria in 2005&#x02013;2008 (Sitoki et al., <xref ref-type="bibr" rid="B72">2010</xref>).</p>
</sec>
<sec>
<title>Historical Trends of P and N in the Lake Tana Basin</title>
<sec>
<title>Phosphorus</title>
<p>The observed phosphorus concentrations in both rivers and the lake in the Lake Tana Basin over nearly 20 years are shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>. The figure requires explanation to be fully understood. The solid-filled symbols are measurements that have been made in the Lake. The various forms of symbols are the analyzed phosphorus type: circle represents the phosphorus in the form of PO<sub>4</sub> (P-PO<sub>4</sub>) by Wondie et al. (<xref ref-type="bibr" rid="B87">2007</xref>) and Ewnetu et al. (<xref ref-type="bibr" rid="B24">2014</xref>). The triangles are the total phosphorus measured on unfiltered samples (TP<sub>u</sub>) by Alemu et al. (<xref ref-type="bibr" rid="B5">2017</xref>), and the diamonds indicate the total phosphorus measurements on the filtered samples (TDP) by Moges et al. (<xref ref-type="bibr" rid="B53">2017a</xref>, <xref ref-type="bibr" rid="B55">2018</xref>). The soluble reactive phosphorus (SRP) by Tibebe et al. (<xref ref-type="bibr" rid="B80">2019</xref>) is indicated by solid spheres and is assumed to be similar to the orthophosphates. The plus signs represent the TDP measurement of Gilgel Abay (gray), Rib (green), Gumara, (yellow) by Alemu et al. (<xref ref-type="bibr" rid="B5">2017</xref>), Awramba watershed in the 2013 rain phase by Moges et al. (<xref ref-type="bibr" rid="B56">2016</xref>), and the Robit Bata (blue) watershed during the rain phase in 2017 and 2018 of Sishu et al. (<xref ref-type="bibr" rid="B71">2021</xref>). The Awramba P-PO<sub>4</sub> concentrations in the Rib watershed in the Fogera Plain are indicated by a multiplication sign and flow-weighted concentration in the lake near the outlet measured by us by a green star.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Published and observed concentrations of orthophosphate (PO<sub>4</sub>), soluble reactive phosphorus (SRP), total dissolved phosphorus (TDP) on filtered samples, and total phosphorus (TP) on unfiltered samples in the rivers in the Lake Tana basin and the lake from 2003 to 2020. <bold>(A)</bold> Observed concentrations in the Lake (solid symbols) and rivers (mathematical signs); <bold>(B)</bold> Actual and converted P-PO<sub>4</sub> concentrations and TDP concentration for the lake plotted on a log10 scale. The names in the legend refer to the first author of the publication in which the data are listed.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-774710-g0002.tif"/>
</fig>
<p>Since the rivers contribute approximately annually 20% of the lake volume (Alemu et al., <xref ref-type="bibr" rid="B6">2020</xref>), the annual variation in phosphorus concentrations in the rivers is, as expected, greater than in the Lake (<xref ref-type="fig" rid="F2">Figure 2A</xref>). The low flow P concentrations in the rivers are equal to that in the groundwater in the valley bottom (Moges et al., <xref ref-type="bibr" rid="B56">2016</xref>, <xref ref-type="bibr" rid="B55">2018</xref>). In contrast, the saturation excess surface runoff originates from the degraded and fertilized cropland outside the valley bottom during high flow. Thus, the greatest river flows also have the greatest concentrations and are dampened in Lake that integrates all concentrations.</p>
<p>It is obvious from <xref ref-type="fig" rid="F2">Figure 2A</xref> that there is an upward trend in phosphorus concentrations, but the different phosphorus forms make the interpretation problematic. We, therefore, made various approximations to convert TP and SRP measurements to orthophosphate (P-PO<sub>4</sub>). The SRP and orthophosphate indicate the inorganic form of P and have been used interchangeably (Carlson and Simpson, <xref ref-type="bibr" rid="B13">1996</xref>). To convert our TP measurements to orthophosphate, we regressed the orthophosphate and total P concentration made on the same samples collected by Tibebe et al. (<xref ref-type="bibr" rid="B80">2019</xref>) around the same time (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). The regression equation with an <italic>R</italic><sup>2</sup> of 0.63 was
<disp-formula id="E1"><mml:math id="M1"><mml:mrow><mml:mtable columnalign='left'><mml:mtr columnalign='left'><mml:mtd columnalign='left'><mml:mrow><mml:mtext>P</mml:mtext><mml:mo>&#x02212;</mml:mo><mml:mtext>P</mml:mtext><mml:msub><mml:mtext>O</mml:mtext><mml:mn>4</mml:mn></mml:msub><mml:mo>=</mml:mo><mml:mn>0.66</mml:mn><mml:mtext>&#x000A0;TP</mml:mtext><mml:mo>&#x02212;</mml:mo><mml:mn>0.24</mml:mn></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:mrow></mml:math></disp-formula>
where P-PO<sub>4</sub> is the orthophosphate concentration and TP is the total phosphorus concentration, both in mg/l. We could not find a relationship between TDP and P-PO<sub>4</sub> and assumed they were of the same order. The converted TP (as P-PO<sub>4</sub>) and the TDP are plotted in <xref ref-type="fig" rid="F2">Figure 2B</xref> on the log scale. A straight line fits the data well with an <italic>R</italic><sup>2</sup> = 0.67 and a regression of
<disp-formula id="E2"><mml:math id="M2"><mml:mtable columnalign='left'><mml:mtr columnalign='left'><mml:mtd columnalign='left'><mml:mrow><mml:mi>D</mml:mi><mml:mi>P</mml:mi><mml:mo>=</mml:mo><mml:mn>0.014</mml:mn><mml:mtext>exp&#x000A0;</mml:mtext><mml:mo stretchy='false'>(</mml:mo><mml:mn>0.197</mml:mn><mml:mtext>t</mml:mtext><mml:mo stretchy='false'>)</mml:mo></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
where DP is the dissolved phosphorus concentration (either P-PO<sub>4</sub> or TDP) in mg/l and t is the years after January 1, 2003. Thus, the dissolved phosphorus concentrations in Lake Tana are exponentially increasing.</p>
</sec>
<sec>
<title>Nitrogen</title>
<p>Fewer nitrogen than phosphorus concentrations are published for Lake Tana and its main tributaries. The data available are plotted in <xref ref-type="fig" rid="F3">Figure 3</xref>. As with <xref ref-type="fig" rid="F2">Figure 2</xref>, the solid symbols are for concentration measurements. The spheres in <xref ref-type="fig" rid="F3">Figure 3</xref> are the nitrate measurement consisting of the early measurement in 2003 and 2004 of Wondie et al. (<xref ref-type="bibr" rid="B87">2007</xref>), the observations by Goshu and Aynalem (<xref ref-type="bibr" rid="B31">2017</xref>) in the southern part of Lake Tana in 2010, and the nitrate concentrations determination in the northern and southern nearshore area by Tibebe et al. (<xref ref-type="bibr" rid="B80">2019</xref>) around 2017. Nitrate concentrations at the Awramba watershed outlet were measured by Moges et al. in the rain phase in 2013 but have not been published before (<xref ref-type="fig" rid="F3">Figure 3</xref>). Finally, TN (green stars) near the lake around the river mouths were measured by us (shown in <xref ref-type="table" rid="T2">Table 2</xref>) are the weighted average of the four rivers. The green triangles represent our TN observations in the Lake.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Available nitrate and total N concentrations in Lake Tana (solid symbols) and the rivers (mathematical signs) in the basin from 2003 to 2020. The names in the legend refer to the first author of the publication in which the data are listed.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-774710-g0003.tif"/>
</fig>
<p>The nitrate data taken by Wondie et al. (<xref ref-type="bibr" rid="B87">2007</xref>) have the same annual pattern in both years. The concentrations increase from July to November or December when the discharges are relatively the greatest and then decline rapidly of the dry phase to almost zero at the end of the dry phase. The only physical or chemical process that can explain this decrease is denitrification at this time of the year since river discharge is negligible. Other processes such as evaporation and nitrogen-fixing from the atmosphere would increase the concentration (Howarth et al., <xref ref-type="bibr" rid="B38">1988</xref>; Preston and Brakebill, <xref ref-type="bibr" rid="B65">1999</xref>; Wortman and Dawson, <xref ref-type="bibr" rid="B90">2015</xref>). Especially, the wetlands play a critical role in denitrification (Abrahamsson and H&#x000E5;kanson, <xref ref-type="bibr" rid="B2">1998</xref>; Ayele and Atlabachew, <xref ref-type="bibr" rid="B8">2021</xref>). The increase during the rain phase is likely due to the contribution of nitrate by the rivers. It cannot be verified since the nitrate concentration in the rivers was not available before 2013.</p>
<p>The nitrate concentration at the outlet of Awramba in 2013 measured by Moges et al. shows that high flows at the Awramba outlet exceeded the concentration in Lake Tana during the rain phase. Interestingly, the data also show that nitrate concentrations positively correlate with the P losses (<italic>R</italic><sup>2</sup> = 0.76, <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>). Baseflow concentrations originate from the saturated valley bottoms where nitrate decreases due to denitrification (Akale et al., <xref ref-type="bibr" rid="B4">2017</xref>). High flows come from the degraded soils on the hill slopes with cultivated and fertilized land that drains between rainstorms. The Moges data agree with our hypothesis on the increase in nitrate concentrations during the rain phase, as the data set of Wondie et al. (<xref ref-type="bibr" rid="B87">2007</xref>) showed.</p>
<p>The nitrate concentrations in <xref ref-type="fig" rid="F3">Figure 3</xref> increase (Wondie et al., <xref ref-type="bibr" rid="B87">2007</xref>; Goshu and Aynalem, <xref ref-type="bibr" rid="B31">2017</xref>; Tibebe et al., <xref ref-type="bibr" rid="B80">2019</xref>), but it is not significant due to large variation in the observed data. It is not obvious whether the trend is linear or exponentially. Our TN measurements do not indicate an increasing trend in nitrogen concentrations over the last few years.</p>
</sec>
<sec>
<title>Nitrogen and Phosphorus Ratio</title>
<p>The nitrogen and phosphorus (N/P) ratio, according to the literature, affects eutrophication and the growth of water hyacinths (Downing and McCauley, <xref ref-type="bibr" rid="B22">1992</xref>; Guildford and Hecky, <xref ref-type="bibr" rid="B34">2000</xref>; Elser et al., <xref ref-type="bibr" rid="B23">2009</xref>). The weight-based ratios shown in <xref ref-type="fig" rid="F4">Figure 4</xref> are calculated from the publications that published both nitrogen and phosphorus measurements. The nitrate and orthophosphate ratios of Wondie et al. (<xref ref-type="bibr" rid="B87">2007</xref>), Ewnetu et al. (<xref ref-type="bibr" rid="B24">2014</xref>), and Tibebe et al. (<xref ref-type="bibr" rid="B80">2019</xref>) are depicted as solid spheres in <xref ref-type="fig" rid="F4">Figure 4</xref>. The large fluctuations in TN and TP ratios in 2003 and 2004 in <xref ref-type="fig" rid="F4">Figure 4</xref> from near zero in the dry phase to near 60 just after the rain phase mirror the nitrogen concentration in the Lake in <xref ref-type="fig" rid="F3">Figure 3</xref> since the phosphorus concentrations are relatively constant (<xref ref-type="fig" rid="F2">Figure 2</xref>). Our TN/TP ratios for the lake are shown as green triangles, and the ratios at the river mouths as green stars. <xref ref-type="fig" rid="F4">Figure 4</xref> shows a downward trend in the data, but the regression with time has only an <italic>R</italic><sup>2</sup> = 0.21.</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Calculated nitrogen phosphorus ratios on a weight basis for available studies with pairs of nitrate, orthophosphate concentrations or total N and total P concentrations in Lake Tana (solid symbols) and the rivers (mathematical signs) in the basin from 2003 to 2020. The names in the legend refer to the first author of the publication in which the data are listed.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-774710-g0004.tif"/>
</fig>
<p>Taking the Redfield weight ratio between 6 and 8 as the boundary between phosphorus and nitrogen-limited conditions (Redfield, <xref ref-type="bibr" rid="B68">1958</xref>; Howarth et al., <xref ref-type="bibr" rid="B38">1988</xref>), the lake in 2003 and 2004 was phosphorus limited during the rain and early dry phase. It becomes nitrogen-limited in the last half of the dry phase when the nitrate concentrations decrease to near zero. Except for two TN/TP ratios in 2017 just above the Redfield ratio, all other N and P ratios indicate the lake and the rivers were nitrogen-limited in 2013 and later (<xref ref-type="fig" rid="F4">Figure 4</xref>).</p>
</sec>
</sec>
<sec>
<title>P and N Mass Balance in Lake Tana</title>
<p>Annual inflow and outflow data were taken from Alemu et al. (<xref ref-type="bibr" rid="B6">2020</xref>) study for a period with above and below-average rainfall. To understand the future trend of the nutrient concentration, we calculated the annual incoming nutrient load from the rivers in Lake Tana and the load leaving either through the Tana Beles tunnel or the Blue Nile outlet. We approximated the concentrations in the rivers as the average annual concentration in 2019 presented in <xref ref-type="table" rid="T1">Table 1</xref>. The proportion of the annual flow originating in the south, west, north and east sides of the lake was based on the measurements made by Dessie et al. (<xref ref-type="bibr" rid="B20">2017</xref>). Finally, the annual lake elevation patterns were assumed the same so that the elevation changes in the lake could be neglected.</p>
<p>The load of TP and TN for the sides was calculated as the product of the observed concentration and the annual river flow (<xref ref-type="table" rid="T5">Table 5</xref>). The greatest TN and TP load was contributed to the lake in the south, where the Gilgel Abay entered the lake. The Gilgel Abay has the largest drainage basin and the highest rainfall over 2 m per year in the headwaters. The eastern side where the Rib and the Gumara enter the lake had the next highest load. It was followed by the Megech River in the north and a few minor streams in the west (<xref ref-type="table" rid="T5">Table 5</xref>). To calculate the load leaving the lake, we multiplied the discharge from the lake by the average concentration. We find an annual excess of &#x0007E;5.5 Gg TN and TP (<xref ref-type="table" rid="T5">Table 5</xref>).</p>
<table-wrap position="float" id="T5">
<label>Table 5</label>
<caption><p>Mass balance of total phosphorus (TP) and total nitrogen (TN) of Lake Tana using concentrations observed in 2019 and average discharges during a wet and dry period taken from Alemu et al. (<xref ref-type="bibr" rid="B6">2020</xref>).</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Inflow catchments (% of Lake Tane)</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Discharge km<sup>3</sup>/a</bold></th>
<th valign="top" align="center"><bold>TP (mg/l)</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Total <italic>P</italic> Gg/a</bold></th>
<th valign="top" align="center"><bold>TN (mg/l)</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Total <italic>N</italic> Gg/a</bold></th>
</tr>
<tr>
<th/>
<th valign="top" align="center"><bold>Max</bold></th>
<th valign="top" align="center"><bold>Min</bold></th>
<th/>
<th valign="top" align="center"><bold>Max</bold></th>
<th valign="top" align="center"><bold>Min</bold></th>
<th/>
<th valign="top" align="center"><bold>Max</bold></th>
<th valign="top" align="center"><bold>Min</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Southern catchment (58%)</td>
<td valign="top" align="center">3.42</td>
<td valign="top" align="center">2.87</td>
<td valign="top" align="center">1.70</td>
<td valign="top" align="center">5.81</td>
<td valign="top" align="center">4.88</td>
<td valign="top" align="center">3.50</td>
<td valign="top" align="center">11.96</td>
<td valign="top" align="center">10.05</td>
</tr>
<tr>
<td valign="top" align="left">Eastern catchment (30%)</td>
<td valign="top" align="center">1.77</td>
<td valign="top" align="center">1.49</td>
<td valign="top" align="center">1.70</td>
<td valign="top" align="center">3.00</td>
<td valign="top" align="center">2.52</td>
<td valign="top" align="center">2.20</td>
<td valign="top" align="center">3.89</td>
<td valign="top" align="center">3.27</td>
</tr>
<tr>
<td valign="top" align="left">Northern catchment (10%)</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">0.90</td>
<td valign="top" align="center">0.53</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">2.40</td>
<td valign="top" align="center">1.41</td>
<td valign="top" align="center">1.19</td>
</tr>
<tr>
<td valign="top" align="left">Western catchment (2%)</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">2.48</td>
<td valign="top" align="center">0.29</td>
<td valign="top" align="center">0.25</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Total input in lake</bold></td>
<td valign="top" align="center">5.89</td>
<td valign="top" align="center">4.95</td>
<td/>
<td valign="top" align="center">9.46</td>
<td valign="top" align="center">7.95</td>
<td/>
<td valign="top" align="center">17.55</td>
<td valign="top" align="center">14.75</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Total Outflow</bold></td>
<td valign="top" align="center">5.12</td>
<td valign="top" align="center">3.22</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">3.84</td>
<td valign="top" align="center">2.42</td>
<td valign="top" align="center">2.60</td>
<td valign="top" align="center">13.31</td>
<td valign="top" align="center">8.37</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Remaining in the Lake</bold></td>
<td/>
<td/>
<td/>
<td valign="top" align="center">5.62</td>
<td valign="top" align="center">5.53</td>
<td/>
<td valign="top" align="center">4.24</td>
<td valign="top" align="center">6.38</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Since the average volume of the lake is 30 km<sup>3</sup>, the excess load is equivalent to an increase in the concentration of 0.18 mg P/l/a. Over the 3.5 years of the study, we would expect an increase of 0.6 mg P/l. As shown in <xref ref-type="table" rid="T3">Table 3</xref>, the concentration difference between August 2016 and September 2019 is 0.8 P/mg/l, which is in the same order as the load calculations in <xref ref-type="table" rid="T5">Table 5</xref>. However, TP concentrations increased steeply in December 2019 and March 2020 to 1.8 mg P/l. The load calculation underestimated this rapid rise. One of the reasons that the P loads were underestimated over the 3.5 years was because the samples for concentration determination were taken in the lake near the mouth of the rivers, and lake water might have mixed with river water resulting in lower concentrations. Another reason could be the arithmetic averages calculation of the concentrations. The highest flows have the greatest concentrations, as the Moges et al. (<xref ref-type="bibr" rid="B56">2016</xref>) data showed for the Awramba watershed.</p>
<p>Since TP and TN loads were approximately equal (<xref ref-type="table" rid="T5">Table 5</xref>), we expected, based on the load calculations, to see a similar increase in TN concentrations of 0.18 mg N/l/a. The expected increase in nitrogen concentrations due to the surplus of nitrogen added did not materialize as the concentration of TN during the last 4 years remained nearly the same (<xref ref-type="table" rid="T4">Table 4</xref>; <xref ref-type="fig" rid="F3">Figure 3</xref>).</p>
<p>The difference between P and N accumulation in the lake can be explained by considering the difference in sinks. The phosphorus concentration in the water column is in equilibrium with the bottom sediment (<xref ref-type="table" rid="T2">Table 2</xref>) because the lake is shallow and fully mixed (Kebedew et al., <xref ref-type="bibr" rid="B45">2020b</xref>). The incoming sediment from the rivers that have settled on the lake bottom will mix with the bottom sediment with a lower P concentration deposited earlier, lowering the P concentration in the water column. Therefore, the lake&#x00027;s increase in concentration is delayed compared to that in the rivers. This trend is visible in <xref ref-type="fig" rid="F2">Figure 2</xref>, where the TDP concentrations around the same date during the rain phase were greater in the river than in the lake. The lake P concentration catches up with the river after 3&#x02013;4 years. Thus, unlike deep lakes, where sediment deposition takes P out of the water column, there is no sink term for P in lake Tana because of its shallow depth. Consequently, the P concentration in the lake can only decrease when the load in the outflow is greater than the load from the rivers.</p>
<p>The lake nitrogen concentration can be lowered by denitrification of nitrate to nitrogen gasses, plant uptake, and outflow (Abrahamsson and H&#x000E5;kanson, <xref ref-type="bibr" rid="B2">1998</xref>; Ayele and Atlabachew, <xref ref-type="bibr" rid="B8">2021</xref>) in the lake and surrounding wetlands. Abrahamsson and H&#x000E5;kanson (<xref ref-type="bibr" rid="B2">1998</xref>) show that denitrification is essential in nitrogen assimilation in the lake. The assimilation capacity of the Lake has been changing over the 17 years that data were collected. In 2003 and 2004, denitrification brought down the nitrogen concentrations to near zero at the end of the dry phase (<xref ref-type="fig" rid="F3">Figure 3</xref>). In March 2010, the nitrate concentration was 0.25 mg N/l (Goshu and Aynalem, <xref ref-type="bibr" rid="B31">2017</xref>), indicating that not all sources (i.e., fixing atmospheric nitrogen loads) delivered by the rivers could not be assimilated. Therefore, it does not seem accidental that in 2010, when the lake and its wetlands could not fully assimilate the nitrogen, the first water hyacinths were noted in Lake Tana.</p>
</sec>
<sec>
<title>Spatial Distribution of Water Quality Chlorophyll and Water Hyacinths</title>
<p>We found that the greatest infestation of water hyacinths occurred in the northeastern part of the Lake. To investigate whether the location of water hyacinth was related to TN, TP concentrations or the TN/TP ratio, we plotted the average values of these parameters over the measurement period (shown in <xref ref-type="table" rid="T4">Table 4</xref>) counterclockwise starting at the Gumara in <xref ref-type="fig" rid="F5">Figure 5</xref>. There is not a unique relationship between any of the variables. It could be argued that the phosphorus concentrations are greater in the water hyacinth-infested area. But at the same time, phosphorus concentrations are just high without water hyacinth on the western shore (sampling locations 27, 26, 25) and location 24 on the southern shore near the flower greenhouse. The nitrate concentrations and the TN/TP ratios are not different in the water hyacinth-infested areas than elsewhere.</p>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Average values over the 3.5 years experimental period of total phosphorus (TP) and total nitrogen (TN) concentration and the average TN and TP ratio are plotted in a counterclockwise direction for all sampling points starting at the Gumara. The red bar indicates the location where the water hyacinth is present. <xref ref-type="fig" rid="F1">Figure 1</xref> gives the location of the sampling stations.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-774710-g0005.tif"/>
</fig>
<p>Water hyacinth is a floating plant that will move with the water currents and be pushed by the wind. With a TN/TP ratio below the critical value of 7 and TN concentrations &#x0003E;1 mg N/l, water hyacinths can potentially emerge anywhere in Lake Tana (Center and Spencer, <xref ref-type="bibr" rid="B14">1981</xref>). Thus, it should not be limited to the northeast. Kebedew et al. (<xref ref-type="bibr" rid="B45">2020b</xref>) show that the water of the Gumura and the Rib moves to the north and then to the west, where it will eventually evaporate. The flow from the Gilgel Abay flows directly to the outlet of the Tana Beles hydroelectric power plant or when the lake is at its maximum level to the Blue Nile inlet. The wind over the lake is predominantly southeast. Thus, water hyacinths emerging in the northern paper part of the lake will eventually end up in the northeast. It will not flow westward with the lake current due to the wind. Water hyacinth in the southern part of the lake will likely leave through one of the outlets. Thus, the elevated phosphorus concentration in the water hyacinths area might be due to dying off the water hyacinths and not the cause of the water hyacinths in these locations.</p>
<p>Finally, to investigate the relationship between Chl-a and the remaining nutrients, we plotted the average Chl-a concentrations as a function of the ratio of TN and TP (all listed in <xref ref-type="table" rid="T4">Table 4</xref>) for the 17 sampling points that were located in areas without water hyacinth and the 10 with water hyacinths. <xref ref-type="fig" rid="F6">Figure 6</xref> shows that Chl-a concentrations in water hyacinth-infested areas were generally lower than elsewhere. The lower concentration is a consequence of water hyacinth shading the water. Consequently, the algae that need sunlight for growth do not multiply. In the non-shaded areas, the CHL-a concentrations depended on the nutrient concentration. Only in the locations shaded by the water hyacinth (<xref ref-type="fig" rid="F5">Figure 5</xref>) do the Chl-a concentrations decrease linearly with the TN and TP ratio. Wondie et al. (<xref ref-type="bibr" rid="B87">2007</xref>) showed the algae group of diatoms was most abundant in 2003, but currently, the blue-green algae (in the non-shaded areas) could dominate, which needs future research.</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>Four-year averages concentrations of the ratio of TN and TP and chlorophyll-a concentrations for 27 nearshore stations in Lake Tana, of which 10 were infested with water hyacinth.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frwa-04-774710-g0006.tif"/>
</fig>
</sec>
<sec>
<title>Management of the Lake for Water Quality</title>
<p>Water quality has decreased slowly in the once pristine lake (Cheesman, <xref ref-type="bibr" rid="B15">1936</xref>). Water hyacinth appeared first in the lake around 2010 when the assimilation capacity of the lake and wetland for nitrogen was exceeded, and nitrate was available for plant uptake year around. Currently, the area coverage of water hyacinth is 1% of the lake area, which is manageable. However, measures should be taken to prevent further expansion.</p>
<p>To consider what management practices are effective, we note that the N and P ratio is below the Redfield ratio of 6&#x02013;8 (<xref ref-type="fig" rid="F4">Figure 4</xref>), and the lake is nitrogen-limited. Thus, water hyacinths growth depends on the nitrogen concentration that, according to our findings (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="table" rid="T3">Table 3</xref>), increases slightly throughout the measurement period but has not increased significantly in the last few years. Therefore, to manage the water hyacinth expansion, the nitrogen concentration in the lake needs to be controlled, which is problematic because blue-green algae will fix atmospheric nitrogen when the N and P ratio is &#x0003C;6&#x02013;8, as currently is the case. When the lake was free of water hyacinth in 2003, the N and P ratio was greater than during the rain and post-rain phase, diatoms instead of blue-green algae were dominant, and nitrogen was not fixed from the air (Wondie et al., <xref ref-type="bibr" rid="B87">2007</xref>). Thus, to prevent nitrogen fixation, the growth of blue-green algae, both P and N concentrations in the lake need to be reduced and the P and N ratio increased (Bulgakov and Levich, <xref ref-type="bibr" rid="B11">1999</xref>).</p>
<p>Several practices can decrease the N and P concentrations in the lake. They consist of reducing nitrogen and phosphorus input by the rivers, removing water hyacinths from the lake, and enhancing denitrification in case of nitrogen (Mucheye et al., <xref ref-type="bibr" rid="B58">2018</xref>; Worku and Sahile, <xref ref-type="bibr" rid="B88">2018</xref>). Since phosphorus cannot be removed from the lake other than with the water flowing out, phosphorus concentration can only be reduced by decreasing the P load.</p>
<p>Our results indicate that the largest source of nutrients is the fertilizers applied on the cropland, as large flows that originate from the croplands have the greatest P and N concentrations and contribute the greatest loads. Leaching of nutrients from the soil cannot be prevented with the high rainfall amounts. Therefore, fertilizers should be applied ideally in small quantities throughout the rainy period at a time so that crops need to reduce the concentrations. Point source pollution and animal manure (Goshu et al., <xref ref-type="bibr" rid="B33">2020</xref>) result in a steady increase during the whole year. It might also be occurring and can become a greater source in the future.</p>
<p>To evaluate the effectiveness of water hyacinth harvesting on improving the water quality in Lake Tama, we calculated the nitrogen and phosphorus mass harvested from the 25 km<sup>2</sup> water hyacinth infestation. Tewabe et al. (<xref ref-type="bibr" rid="B79">2017</xref>) found that 82 Mg/ha of fresh weight can be harvested during the dry phase and 270 Mg/ha during the rainy phase for a total of 352 Mg/ha/year in Lake Tana. The dry mass is &#x0007E;5% of the fresh weight. Su et al. (<xref ref-type="bibr" rid="B76">2018</xref>) found that the P content was 0.5% and N was 2.8% on a dry weight basis. Based on these numbers, 88 kg P and 492 kg N can be removed per hectare per year. For an area of 25 km<sup>2</sup> of water hyacinth, 0.22 Gg P/year and 1.2 Gg N/year can be harvested. It is &#x0003C;5% of the excess P added to the lake and around 20% of the N added (<xref ref-type="table" rid="T5">Table 5</xref>).</p>
<p>Finally, nitrate can be reduced by enhancing denitrification. Lake water levels perhaps could be managed to optimize denitrification. To do this will require more research. Moreover, wetlands within the watershed should be preserved to denitrify the nitrates before entering Lake Tana. Thus, it is not too late to prevent the expansion of water hyacinths by carefully controlling the nitrogen and phosphorus sources for both point and non-point sources. Finding the most effective measures will require more research, and implementation might be politically difficult. However, if no measures are taken, Lake Tana&#x00027;s water quality will decrease further due to the imbalance of nutrient input and that taken out of the Lake.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusions</title>
<p>The objective of this study was to characterize the phosphorus, nitrogen and Chlorophyll-a concentration of Lake Tana currently infested with water hyacinth based on data collected by us from 2016 to 2020 and that available in the literature. We found that the average total lake phosphorus concentrations increased exponentially. Nitrogen increased at a lower rate, although the load was nearly the same due to loss of nitrogen due to denitrification. As a result, the ratio of N and P decreased to below the Redfield ratio of 6&#x02013;7, and the lake became nitrogen limiting. The intensifying agriculture is likely partly to blame due to the fertilizers applied, of which the crops only use a small percentage. The remainder is transported with the water and deposited in the lake. Since the lake is shallow and fully mixed, the sediment on the bottom is continuously suspended.</p>
<p>We found that the greatest infestation of water hyacinths occurred in the northeastern part of the Lake that had at the same time the greatest TP concentrations of over 1 mg/L. The lake circulation pattern and the prevailing wind direction are the most likely reason the water hyacinths are in the northeast. The high TP might be a consequence of the water hyacinths but not the cause for its expansion in the northeast.</p>
<p>Since the expansion of water hyacinth in Lake Tana can be slowed down by reducing the nitrogen and phosphorus input, identifying the locations in the landscape that produce more runoff and erosion and the point sources with high N and P loads are essential. Based on experiences in other watersheds, removing point sources will result in a faster improvement in water quality. In addition, optimizing the timing in the application and the amount of fertilizers on runoff and erosion-prone areas due to the legacy P in the landscape restore the lake water quality.</p>
<p>While in temperate climates with modest rainfall, best agricultural management practices have been established in improving water quality in landscapes with saturation excess runoff (Hoang et al., <xref ref-type="bibr" rid="B37">2019</xref>), such as in the Catskill Mountains, NY, US, it is not known if these practices are effective in climates with daily rainfall amounts far exceeding that in temperate climates during the growing season. Since time is of the essence in preventing greater water hyacinth infestation and water quality degradation, this research on best management practices should start immediately so that effective practices can be implemented in the near future.</p>
</sec>
<sec sec-type="data-availability" id="s6">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>MD: conceptualization, methodology, data curation, data analysis, and writing an original draft. AK, BE, MK, FZ, WA, and DM: data collection and laboratory analysis. AM, ST, AW, MM, and TS: conceptualization, supervision, and rewriting and editing. FZ, WA, DM, and MK: reviewing and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>This research was funded by Bahir Dar University (Bahir Dar Institute of Technology, School of Research and Postgraduate) and International Water Management Institute (IWMI) as part of Feed the Future Innovation Lab for Small Scale Irrigation (AID-OAA-A-13-0005), the Feed the Future Innovation Lab for Sustainable Intensification (AID-OAA-L-14-00006) through the Sustainably Intensified Production Systems Impact on Nutrition (SIPSIN) and Blue Nile Water Institute for data collection.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec> 
</body>
<back>
<ack><p>We would like to thank the boat operator, Gizework Abate and the Chemical Lab Personnel, Lidya Tesfaye, and Mestawot Girma for their dedication. Without them, the project could not have been carried out.</p>
</ack>
<sec sec-type="supplementary-material" id="s10">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/frwa.2022.774710/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/frwa.2022.774710/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.pdf" id="SM1" mimetype="application/pdf" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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