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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bioeng. Biotechnol.</journal-id>
<journal-title>Frontiers in Bioengineering and Biotechnology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bioeng. Biotechnol.</abbrev-journal-title>
<issn pub-type="epub">2296-4185</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1359755</article-id>
<article-id pub-id-type="doi">10.3389/fbioe.2024.1359755</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bioengineering and Biotechnology</subject>
<subj-group>
<subject>Opinion</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Microalgae cultivation: closing the yield gap from laboratory to field scale</article-title>
<alt-title alt-title-type="left-running-head">Guieysse and Plouviez</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fbioe.2024.1359755">10.3389/fbioe.2024.1359755</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Guieysse</surname>
<given-names>Benoit</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/93181/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<contrib contrib-type="author">
<name>
<surname>Plouviez</surname>
<given-names>Maxence</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2169146/overview"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Massey Agrifood Digital Laboratory, Massey University</institution>, <addr-line>Palmerston North</addr-line>, <country>New Zealand</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Agriculture and Environment</institution>, <institution>Massey University</institution>, <addr-line>Palmerston North</addr-line>, <country>New Zealand</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/821494/overview">Ihana Aguiar Severo</ext-link>, Florida State University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1854019/overview">Carlos Eduardo De Farias Silva</ext-link>, Federal University of Alagoas, Brazil</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Benoit Guieysse, <email>b.j.guieysse@massey.ac.nz</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>02</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1359755</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>25</day>
<month>01</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Guieysse and Plouviez.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Guieysse and Plouviez</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>
<kwd-group>
<kwd>microalgae</kwd>
<kwd>sustainability</kwd>
<kwd>economic feasibility</kwd>
<kwd>commercial experience</kwd>
<kwd>field productivity</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Bioprocess Engineering</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>For more than 70&#xa0;years, countless research programs have aimed to develop microalgae-based products and services such as foods and biofuels, wastewater treatment, and carbon sequestration (<xref ref-type="bibr" rid="B10">Borowitzka, 2013b</xref>; <xref ref-type="bibr" rid="B17">Craggs et al., 2014</xref>; <xref ref-type="bibr" rid="B14">Chen et al., 2019</xref>; <xref ref-type="bibr" rid="B2">Ara&#xfa;jo et al., 2021</xref>). Unfortunately, and despite this research generating significant knowledge advances in microalgal biology, reactor design, and biomass processing, microalgae cultivation remains a nascent industry centered around a few high-value food applications (<xref ref-type="bibr" rid="B45">Plouviez et al., 2022</xref>). To understand why there is still such a gap between academic expectations and commercial realities, this opinion article briefly reviews the state of the art on commercial microalgae production and discusses the constraints limiting its industrial uptake. Noteworthy, this article neither intends to present a comprehensive review of research advances in the field nor does it challenges the tremendous potential of microalgae biotechnology. Instead, we seek to raise awareness of the gap between the current expectations and reality of microalgal cultivation at scale in order to better inform future investment in the field.</p>
</sec>
<sec id="s2">
<title>2 Current commercial microalgae applications</title>
<p>Despite significant research investments, only a few facilities for microalgae-based food production or wastewater treatment are currently in operation. Microalgae biotechnology is indeed difficult to implement at scale (<xref ref-type="sec" rid="s3">Section 3</xref>.) and consequently the cost of microalgae biomass is (e.g. 2.83&#x2013;315 USD&#xb7;kg<sup>&#x2212;1</sup> according to <xref ref-type="bibr" rid="B58">V&#xe1;zquez-Romero et al., 2022</xref>). The following section reviews the current state of the art of industrial microalgae applications at scale with a focus on photosynthetic cultivation.</p>
<sec id="s2-1">
<title>2.1 Food</title>
<p>Microalgae have been commercially cultivated to produce food and high-value chemicals for decades. Yet, only a few microalgae species are being commercially produced with <italic>Arthrospira platensis</italic> (Spirulina), <italic>Chlorella vulgaris</italic>, <italic>Dunaliella salina</italic>, and <italic>Haematococcus pluvialis</italic> dominating the market (<xref ref-type="bibr" rid="B12">Borowitzka, 2018</xref>; <xref ref-type="bibr" rid="B2">Ara&#xfa;jo et al., 2021</xref>). Microalgae food products are also typically more expensive than &#x2018;conventional&#x2019; alternatives (e.g. retail value of 105&#x2013;190 USD&#xb7;kg<sup>&#x2212;1</sup> for spirulina powder from Cyanotech Co, one of the oldest companies on the market, <xref ref-type="bibr" rid="B59">Vieira Costa et al., 2019</xref>), due to the high costs of microalgae cultivation and processing (<xref ref-type="bibr" rid="B3">Barros et al., 2015</xref>; <xref ref-type="bibr" rid="B56">Supermaniam et al., 2019</xref>; <xref ref-type="bibr" rid="B45">Plouviez et al., 2022</xref>). Please see <xref ref-type="bibr" rid="B7">Belay, (1997)</xref>; <xref ref-type="bibr" rid="B9">Borowitzka, (2013a)</xref>; <xref ref-type="bibr" rid="B22">Grobbelaar, (2008)</xref>; <xref ref-type="bibr" rid="B40">Olaizola, (2000)</xref> for further examples of commercial cultivation of microalgae for food production.</p>
</sec>
<sec id="s2-2">
<title>2.2 Wastewater treatment</title>
<p>Microalgae-based wastewater treatment in high rate algae ponds (HRAPs) is often heralded as a sustainable alternative to conventional wastewater treatment because algal photosynthesis reduces the energy demand for wastewater aeration and enables nutrient recovery in microalgae biomass (<xref ref-type="bibr" rid="B18">Craggs et al., 2012</xref>; <xref ref-type="bibr" rid="B17">Craggs et al., 2014</xref>; <xref ref-type="bibr" rid="B1">Alc&#xe1;ntara et al., 2015</xref>). While the cost related to microalgae-based wastewater treatment in HRAPs have been projected to be similar to the cost of conventional wastewater treatment (0.15&#x2014;0.25 USD&#xb7;m<sup>&#x2212;3</sup>, <xref ref-type="bibr" rid="B46">Posadas et al., 2017</xref>), only few demonstration-scale HRAPs have been tested and only a handful full-scale processes are currently in operation (<xref ref-type="bibr" rid="B17">Craggs et al., 2014</xref>; <xref ref-type="bibr" rid="B56">Supermaniam et al., 2019</xref>). A reason for this low implementation could be that the wastewater treatment industry is slow to adopt new technologies. Most likely, it is because of the prohibitive land requirement in urban environment (<xref ref-type="bibr" rid="B50">Roostaei and Zhang, 2017</xref>), the dependence of performance to environmental conditions (<xref ref-type="bibr" rid="B18">Craggs et al., 2012</xref>), or the fact the pollutant-laden biomass produced still represents a cost rather than a valuable product (<xref ref-type="bibr" rid="B46">Posadas et al., 2017</xref>).</p>
</sec>
<sec id="s2-3">
<title>2.3 Biofuel</title>
<p>Significant research is focusing on microalgae cultivation for bioenergy production (see references in <xref ref-type="bibr" rid="B52">Shuba and Kifle, 2018</xref>; <xref ref-type="bibr" rid="B34">Li et al., 2022</xref>). Yet, the costs of microalgae-based biofuels (e.g. USD 0.43 to 8.75&#xa0;L<sup>&#x2212;1</sup> according to <xref ref-type="bibr" rid="B47">Quinn and Davis, 2015</xref>) remain prohibitively expensive compared to similar fuels and the sustainability of microalgal biofuels are nowadays increasingly challenged (<xref ref-type="bibr" rid="B47">Quinn and Davis, 2015</xref>; <xref ref-type="bibr" rid="B42">Park and Lee, 2016</xref>; <xref ref-type="bibr" rid="B28">Ketzer et al., 2017</xref>; <xref ref-type="bibr" rid="B39">Moshood et al., 2021</xref>). This poor performance likely explains why there is today no commercial microalgae biofuel facility in operation (<xref ref-type="bibr" rid="B36">Maeda et al., 2018</xref>; <xref ref-type="bibr" rid="B14">Chen et al., 2019</xref>) and why most of the companies that were once developing these commodities have either ceased to operate or pivoted towards the production of food and high value products (e.g., Algenol: <ext-link ext-link-type="uri" xlink:href="https://www.algenol.com/">https://www.algenol.com/</ext-link>).</p>
</sec>
<sec id="s2-4">
<title>2.4 Biorefinery</title>
<p>The concept of microalgal biorefineries is resurgent and often proposed as the best approach to maximize the economic and environmental value of microalgae cultivation (<xref ref-type="bibr" rid="B44">Pires et al., 2012</xref>; <xref ref-type="bibr" rid="B57">Vanthoor-Koopmans et al., 2013</xref>; <xref ref-type="bibr" rid="B32">Laurens et al., 2017</xref>; <xref ref-type="bibr" rid="B43">Park et al., 2022</xref>). For example, <xref ref-type="bibr" rid="B6">Beckstrom et al., 2020</xref> concluded that a microalgae biorefinery using CO<sub>2</sub>-riched flue gas could economically and sustainably co-produce bioplastic feedstock and fuel. Unfortunately, there is currently no commercial microalgae-based biorefinery in operation.</p>
</sec>
</sec>
<sec id="s3">
<title>3 Microalgae cultivation at large scale</title>
<p>Scale is needed to reduce the costs of nearly all industrial process. In the case of microalgal cultivation, the land area needed can be staggering, as further described in <xref ref-type="sec" rid="s3-3">Section 3.3</xref>, but the largest microalgae farms currently under operation are only 36&#x2013;44&#xa0;ha in size (<xref ref-type="bibr" rid="B45">Plouviez et al., 2022</xref>), which highlights the lack of maturity of this industry. The following section briefly describes how microalgae can be cultivated at scale.</p>
<sec id="s3-1">
<title>3.1 Process design and operation</title>
<p>Most microalgae commercial cultivation takes place in photobioreactors that improve control, productivity, quality, and biomass recovery. Various closed photobioreactors, such as column, tubular, and flat plate photobioreactors, have therefore been designed to optimize light utilization efficiency (especially by reducing light inhibition), gas-liquid mass transfer, and biomass harvesting (<xref ref-type="bibr" rid="B8">Borowiak et al., 2021</xref>; <xref ref-type="bibr" rid="B19">Cui et al., 2021</xref>; <xref ref-type="bibr" rid="B63">Yaqoubnejad et al., 2021</xref>; <xref ref-type="bibr" rid="B61">Wang et al., 2022b</xref>; <xref ref-type="bibr" rid="B33">Leong et al., 2023</xref>). However, and despite inherent risks of contamination, open raceways ponds remain the system of choice for commercial production as these systems are more economic to build and operate than closed designs (<xref ref-type="bibr" rid="B27">Jorquera et al., 2010</xref>; <xref ref-type="bibr" rid="B18">Craggs et al., 2012</xref>). Close systems are therefore hitherto only used to generate small amounts of biomass for research, very high-value applications, or the inoculation of larger raceways. This is best exemplified by the fact nearly all commercial spirulina growers use open ponds (<xref ref-type="bibr" rid="B36">Maeda et al., 2018</xref>; <xref ref-type="bibr" rid="B2">Ara&#xfa;jo et al., 2021</xref>). Following cultivation, various processes can be used to harvest biomass, including centrifugation and filtration. Subsequent processing can include biomass drying (e.g., <italic>Chlorella</italic>, Spirulina) or extraction prior to drying (e.g., astaxanthin from <italic>Haematococcus</italic>). Please see <xref ref-type="bibr" rid="B3">Barros et al. (2015)</xref> for a comprehensive review on the topic.</p>
<p>Light supply, nutrients availability, pH, and temperature are key operational parameters to optimize microalgal growth. Nutrient supply and pH can be controlled during full scale operation via, for example, on-line pH monitoring and CO<sub>2</sub> injection (<xref ref-type="bibr" rid="B13">Borowitzka and Vonshak, 2017</xref>). Unfortunately, controlling light supply and/or temperature is impractical or uneconomic in outdoor applications where, at best, a raceway pond can be located inside a greenhouse to enable some degree of climate control (<xref ref-type="bibr" rid="B35">Lu et al., 2011</xref>; <xref ref-type="bibr" rid="B53">Soni et al., 2017</xref>). This inability to properly control light supply and temperature causes productivity and biomass composition to fluctuate seasonally and geographically, and this variability prevents numerous high-value applications from being scalable and/or economic.</p>
</sec>
<sec id="s3-2">
<title>3.2 Climate and location</title>
<p>Locations with high solar radiations are forecasted to support high productivity but these climatic conditions are also typically associated with high water evaporation and high temperature-mediated biomass losses. For example, <xref ref-type="bibr" rid="B4">B&#xe9;chet et al. (2014)</xref> and <xref ref-type="bibr" rid="B5">B&#xe9;chet et al. (2016)</xref> demonstrated that growing <italic>C. vulgaris</italic> in an arid climate could cause severe local water stress and, without temperature control, would not increase annual biomass productivity due to the frequent cultures&#x2019; crashes caused by high temperature. Finally, prime locations with favorable climate and access to high-quality water are likely already used for conventional farming, meaning microalgae cultivation for low-value applications such as biofuel or &#x2018;bulk&#x2019; food production will likely need to take place on &#x2018;marginal&#x2019; or low-value agricultural land. The ability to grow microalgae on marginal land is arguably a critical advantage over conventional agriculture. Unfortunately, the use of such locations may exacerbate logistic challenges, as discussed in <xref ref-type="sec" rid="s3-4">Section 3.4</xref> below.</p>
</sec>
<sec id="s3-3">
<title>3.3 The need for scale</title>
<p>By linearly extrapolating the simulations from <xref ref-type="bibr" rid="B45">Plouviez et al. (2022)</xref>, 200&#x2013;280&#xa0;ha of raceway ponds would theoretically be required to provide 10% of the recommended dietary intake of proteins of 1 million persons with microalgal biomass. In comparison, 600&#x2013;1,200&#xa0;ha would be needed to treat the domestic wastewater generated by this population, and 5,200&#x2013;10,400&#xa0;ha to supply 5%&#x2013;10% of the fuel-energy required for domestic transportation using microalgae biodiesel. Without considering the space required to cultivate inoculum, process the biomass, and store chemicals and biomass, which can all together represent 10%&#x2013;20% of the full operation (<xref ref-type="bibr" rid="B13">Borowitzka and Vonshak, 2017</xref>), this simple calculation highlights the scale required for microalgae biotechnology to truly have a global impacts in these markets: It will indeed be likely very difficult to find the land required to treat wastewater near the urban and sub-urban centers where this waste is produced and collected, and the land required to sustainably use the microalgae-rich biomass thus generated (<xref ref-type="bibr" rid="B46">Posadas et al., 2017</xref>). It is not all &#x2018;gloom and doom&#x2019; however as from a global perspective, the land requirement for microalgae-based food production is relatively modest, and in fact similar to the land required by the most productive crops for a similar biomass output (e.g., 73&#x2013;87&#xa0;t&#xb7;ha<sup>&#x2212;1</sup>&#xb7;yr<sup>&#x2212;1</sup> for sugarcane, <xref ref-type="bibr" rid="B20">Dismukes et al., 2008</xref>).</p>
</sec>
<sec id="s3-4">
<title>3.4 Other constraints</title>
<p>As with most industrial processes, scale is critical to improve the economics of microalgae cultivation and, typically, the minimal scale required for profitability increases when the value of the product or service sold decreases. This need for scale brings many additional constraints during commercial operation, such as local availability for energy, water, skilled manpower, nutrients, and CO<sub>2</sub>. Scale also increases local pressure to properly manage waste (including wastewater) and generates logistic challenges that can increase costs and risks, especially at remote locations. New challenges may also arise when considering multi-purposes refineries as the delivery of a product or service, such as wastewater treatment, may cause to over-supply and/or decrease the quality of other outputs. The need to cope with variability in inputs (such as light and temperature, but also wastewater composition and flow) can cause requirements for large design safety factors, storage, and standardization. Please consult <xref ref-type="bibr" rid="B24">Guieysse and Plouviez, (2021)</xref> and <xref ref-type="bibr" rid="B45">Plouviez et al. (2022)</xref> for a more comprehensive discussion.</p>
</sec>
</sec>
<sec id="s4">
<title>4 Commercial microalgae cultivation: state of the art</title>
<p>The cultivation of microalgae to produce food products is currently the only established commercial microalgal biotechnology. Microalgae cultivation indeed remains difficult to scale-up and the non-biological constraints discussed above can cause considerable costs. Consequently, microalgal biotechnology is still immature and severely lacks a supporting industry that can provide the experience, services, and equipment required by new entrants. The resulting high costs of microalgae production means that low-value applications are currently not economically feasible, which in turn limits the development of microalgae biotechnology into a mature industry. The microalgae community is well aware of these challenges and several groups are developing harmonized frameworks and technical standards to boost the microalgal biotechnology industry (see <xref ref-type="bibr" rid="B29">Lane et al., 2021</xref>; <xref ref-type="bibr" rid="B31">Laurens, 2021</xref>).</p>
<sec id="s4-1">
<title>4.1 Productivity yield gap</title>
<p>Real-life productivity tends to decrease with the scale and duration of operation, which is illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref> (see <xref ref-type="sec" rid="s11">Supplementary Material S1</xref> for references) summarizing experimental productivities recorded from 38 studies: As can be seen, productivities recorded during long-term (&#x3e;12&#xa0;months) and large-scale (&#x3e;1,000&#xa0;m<sup>2</sup>) trials average around 6&#xa0;g&#x2212;DW&#xb7;m<sup>&#x2212;2</sup>&#xb7;d<sup>&#x2212;1</sup> and are significantly lower than the productivities recorded during short-term small-scale trials. This productivity yield gap between field and laboratory data is largely explained by the difficulty to economically maintain a high productivity under changing environmental conditions, as further discussed below.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Productivities, duration of operation, and scale reported from 38 independent studies for microalgae cultivated in outdoor raceway ponds (black circles, g&#x2212;DW&#xb7;m<sup>&#x2212;2</sup>&#xb7;d<sup>&#x2212;1</sup>) and high rate algal ponds (red circles, g&#x2212;TSS&#xb7;m<sup>&#x2212;2</sup>&#xb7;d<sup>&#x2212;1</sup>) between 1987&#x2014;2021 (adapted from <xref ref-type="bibr" rid="B45">Plouviez et al., 2022</xref> with permission). Only data from raceways and high rate algal ponds are reported because these systems are the most suitable to grow microalgae at scale. See <xref ref-type="sec" rid="s11">Supplementary Material S1</xref> for further details about the data and the full references list.</p>
</caption>
<graphic xlink:href="fbioe-12-1359755-g001.tif"/>
</fig>
</sec>
<sec id="s4-2">
<title>4.2 Sustainability</title>
<p>Microalgae cultivation requires land, water, nutrients, and energy (for mixing and harvesting). Comparing data across studies is difficult due to the wide diversity of models and assumptions used during the theoretical assessments of costs and environmental impacts of microalgae biotechnologies, (<xref ref-type="bibr" rid="B47">Quinn and Davis, 2015</xref>; <xref ref-type="bibr" rid="B24">Guieysse and Plouviez, 2021</xref>; <xref ref-type="bibr" rid="B49">Roles et al., 2021</xref>). While several authors have suggested the need for harmonized assessments, microalgae cultivation and/or bioproduct generally appear to be a sustainable alternative to terrestrial crop farming in terms of land use and eutrophication risks (<xref ref-type="bibr" rid="B24">Guieysse and Plouviez, 2021</xref>). There is however a recurrent misconception that microalgae cultivation is intrinsically carbon negative because microalgae fix atmospheric CO<sub>2</sub> into biomass during photosynthesis. Unfortunately, the CO<sub>2</sub> assimilated during photosynthesis will be released back into the atmosphere (via respiration or combustion) shortly after its capture in most applications (<xref ref-type="bibr" rid="B51">Sander and Murthy, 2010</xref>), meaning that microalgae products are carbon neutral at best. In fact, various studies have shown that the carbon footprint of microalgae biotechnologies is positive, although the carbon footprint of microalgae products and services is generally lower than the footprints of &#x2018;conventional&#x2019; alternatives (<xref ref-type="bibr" rid="B30">Lardon et al., 2009</xref>; <xref ref-type="bibr" rid="B15">Clarens et al., 2010</xref>; <xref ref-type="bibr" rid="B49">Roles et al., 2021</xref>).</p>
</sec>
</sec>
<sec id="s5">
<title>5 Microalgae cultivation: how to close the productivity yield gap?</title>
<p>The following sections discuss the current development and considerations to reduce the gap between laboratory and field productivity yields.</p>
<sec id="s5-1">
<title>5.1 Microalgae biology</title>
<p>Isolating and cultivating local species better adapted to local environmental conditions can improve stability (<xref ref-type="bibr" rid="B41">Olsen et al., 2021</xref>). Interestingly, little research has investigated the potential of seasonally rotating several strains or species although such approach could enable large gains in yearly productivities (<xref ref-type="bibr" rid="B11">Borowitzka, 2013c</xref>; <xref ref-type="bibr" rid="B55">Sun et al., 2020</xref>). The use of genetically modified strains could also help, although there are few reports of transformants with beneficial phenotypes and local regulations may limit practical implementation (<xref ref-type="bibr" rid="B38">Mosey et al., 2021</xref>; <xref ref-type="bibr" rid="B45">Plouviez et al., 2022</xref>). Independently of the strain(s) cultivated, daily management is critical to prevent biological contaminants (i.e., other algae, bacteria, virus and predators) that can rapidly overcome a culture. Please consult <xref ref-type="bibr" rid="B13">Borowitzka and Vonshak (2017)</xref> and <xref ref-type="bibr" rid="B37">Molina-Grima et al. (2021)</xref> for further details, and <xref ref-type="bibr" rid="B25">Harmon et al. (2021)</xref> for the use of specific metrics to quantitatively assess the impact of alien organisms on culture health and potential crashes.</p>
</sec>
<sec id="s5-2">
<title>5.2 Location</title>
<p>Local meteorological conditions are critical to optimize productivity and several models are available to estimate productivity at specific locations (<xref ref-type="bibr" rid="B4">B&#xe9;chet et al., 2014</xref>; <xref ref-type="bibr" rid="B5">B&#xe9;chet et al., 2016</xref>; <xref ref-type="bibr" rid="B26">Huesemann et al., 2018</xref>; <xref ref-type="bibr" rid="B21">Gao et al., 2022</xref>). However, as discussed above, location-dependent environmental and logistics constrains such as water supply, energy supply, biodiversity, manpower, transport, etc., must also be considered. <xref ref-type="bibr" rid="B16">Correa et al. (2019)</xref>; <xref ref-type="bibr" rid="B49">Roles et al. (2021)</xref> provide good examples of approaches to evaluate the suitability of various locations to operate microalgae facilities.</p>
</sec>
<sec id="s5-3">
<title>5.3 Improving process design</title>
<p>Significant research is still ongoing to develop new reactor designs such as flat plate photobioreactor (<xref ref-type="bibr" rid="B63">Yaqoubnejad et al., 2021</xref>; <xref ref-type="bibr" rid="B61">Wang et al., 2022b</xref>) and automated modular airlift-type photobioreactor (<xref ref-type="bibr" rid="B8">Borowiak et al., 2021</xref>). In combination with modelling effort, reactors performance will also continue being improved (<xref ref-type="bibr" rid="B23">Gu et al., 2023</xref>). While the costs associated with construction and operation of advanced designs will always be high initially, their commercial adoption in high-value applications may gradually reduce their manufacture costs. While not directly relevant to increasing productivity, significant advances have also been achieved in biomass harvesting and processing, and this will certainly improve the overall process economics and environmental performance.</p>
</sec>
<sec id="s5-4">
<title>5.4 Improving process control</title>
<p>Because microalgal growth is highly dependent of the conditions experienced by the cells, it is critical that stresses are identified and controlled as soon as possible to maintain productivity and prevent culture crash (<xref ref-type="bibr" rid="B13">Borowitzka and Vonshak, 2017</xref>; <xref ref-type="bibr" rid="B25">Harmon et al., 2021</xref>; <xref ref-type="bibr" rid="B38">Mosey et al., 2021</xref>). The dynamic control of CO<sub>2</sub> delivery and process parameters such as pond depth and hydraulic retention time can also be used to maximize productivity and minimize water stress (<xref ref-type="bibr" rid="B5">B&#xe9;chet et al., 2016</xref>). On-line monitoring, possibly together with the use of the Internet of Things and machine learning, will enable development of smart technologies to automatically control operation (e.g., flow, depth, mixing, shading, CO<sub>2</sub>, pH, nutrient supply) based on, for example, environmental inputs and performance parameters (see <xref ref-type="bibr" rid="B60">Wang et al., 2022a</xref> for a review of this topic and <xref ref-type="bibr" rid="B62">Yan et al., 2021</xref>, for an example of how modelling could be used to inform operation real time).</p>
</sec>
<sec id="s5-5">
<title>5.5 Process integration</title>
<p>There is a consensus that in many applications, the cost of microalgae cultivation can only be afforded via the delivery of several products and services, such as combining biofuel feedstock production with wastewater treatment (<xref ref-type="sec" rid="s2-4">Section 2.4</xref>.). As discussed above, there are some limitations to these approaches but one aspect that has not yet been well investigated is, to our opinion, how to best integrate microalgae production within the existing agri-food sector. Microalgae cultivation could indeed take advantage of food-safe waste streams generated by farms or processers, as well as unused processing capacity (e.g., drying) during periods of low farming outputs. Finally, looking at microalgae cultivation as a farming activity enables to budget land as an asset that appreciates over time rather than a cost that should be minimized. However, farmers must be able to confidently sell their bulk products to processers and/or wholesalers. Consequently, there is need to develop pathways to markets and rethink how to develop an algae industry that is well integrated within the entire value chain of the agri-food sector, as opposed to being developed in isolation.</p>
</sec>
<sec id="s5-6">
<title>5.6 Realistic expectations</title>
<p>While the &#x201c;laboratory-field yield gap&#x201d; illustrated in <xref ref-type="fig" rid="F1">Figure 1</xref> is acknowledged in the literature (<xref ref-type="bibr" rid="B45">Plouviez et al., 2022</xref>), the data listed in <xref ref-type="fig" rid="F2">Figure 2</xref> evidence that most influential life cycle analyses of microalgae biotechnologies used productivity estimates far larger than the productivities currently achieved at commercial scale (i.e., &#x223c; 6&#xa0;g&#x2212;DW&#xb7;m<sup>&#x2212;2</sup>&#xb7;d<sup>&#x2212;1</sup>, <xref ref-type="fig" rid="F1">Figure 1</xref>). Based on gains achieved with conventional crops between 1964 and 2014 (<xref ref-type="bibr" rid="B48">Ritchie and Roser, 2013</xref>), microalgae field productivity could double to 12&#xa0;g&#x2212;DW&#xb7;m<sup>&#x2212;2</sup>&#xb7;d<sup>&#x2212;1</sup> with technological advances. This figure is similar to the annual biomass productivity of 15&#xa0;g&#x2212;DW&#xb7;m<sup>&#x2212;2</sup>&#xb7;d<sup>&#x2212;1</sup> reported by <xref ref-type="bibr" rid="B26">Huesemann et al. (2018)</xref> when growing <italic>Chlorella sorokiniana</italic> in indoor raceway ponds under climate-simulated conditions. Yet, most assessments of microalgae cultivation are still based on over-optimistic estimates when considering these future gains, which may have caused poor investment choices. This must be corrected to optimize the allocation of research and commercial investments in the field.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Base-case annual productivities used in some of the most cited life cycle assessment studies on microalgal biotechnologies (See <xref ref-type="sec" rid="s11">Supplementary Material S2</xref> for methodologies and references). The lower dotted lined represents the annual average productivity of 6&#xa0;g&#x2212;DW&#xb7;m<sup>&#x2212;2</sup>&#xb7;d<sup>&#x2212;1</sup> calculated for the mature microalgae biotechnology industry (based on the annual productivities shown in <xref ref-type="fig" rid="F1">Figure 1</xref> for systems &#x3e;1,000&#xa0;m<sup>2</sup> operated for at least 12 months, i.e., data n&#x23; 51&#x2013;55). The plain line represent the expected annual average productivity for microalgae farming in the future defined as a doubling of current productivity based on experience from conventional crops (e.g., wheat productivity increased from 4.07&#xa0;t&#xb7;ha<sup>&#x2212;1</sup>&#xb7;yr<sup>&#x2212;1</sup> to 8.58&#xa0;t&#xb7;ha<sup>&#x2212;1</sup>&#xb7;yr<sup>&#x2212;1</sup> between 1964 and 2014 in the United Kingdom, <xref ref-type="bibr" rid="B48">Richie and Roser, 2013</xref>).</p>
</caption>
<graphic xlink:href="fbioe-12-1359755-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s6">
<title>6 Conclusion/recommendations</title>
<p>The commercial cultivation of microalgae remains complex and limited by numerous constraints. These challenges explain why despite decades of intense research, full-scale long-term productivities remain much lower than expectations from laboratory data and theoretical predictions. In the near future, higher field productivities will be achieved with new advances in strain selection (including rotation) and process improvement (design, operation, and control). Integration within existing supply chains will also be critical and has great potential for relatively high-value microalgae-to-food applications. Future investment should also seek to address the numerous constraints associated with microalgal production at scale.</p>
</sec>
</body>
<back>
<sec id="s7">
<title>Author contributions</title>
<p>BG: Conceptualization, Formal Analysis, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing. MP: Conceptualization, Data curation, Formal Analysis, Visualization, Writing&#x2013;original draft, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was supported by Massey University.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<title>Publisher&#x2019;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>
<sec id="s11">
<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/fbioe.2024.1359755/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fbioe.2024.1359755/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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