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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Energy Res.</journal-id>
<journal-title>Frontiers in Energy Research</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Energy Res.</abbrev-journal-title>
<issn pub-type="epub">2296-598X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1205646</article-id>
<article-id pub-id-type="doi">10.3389/fenrg.2023.1205646</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Energy Research</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Assessing the viability of a grid-connected PV power plant in Mubi, Adamawa State, Nigeria</article-title>
<alt-title alt-title-type="left-running-head">Luqman et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenrg.2023.1205646">10.3389/fenrg.2023.1205646</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Luqman</surname>
<given-names>Raji</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="https://loop.frontiersin.org/people/2115464/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kehinde Issa</surname>
<given-names>Abdul-Jeleel</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Owolabi</surname>
<given-names>Abdulhameed Babatunde</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1918757/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yakub</surname>
<given-names>Abdulfatai Olatunji</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1901660/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Same</surname>
<given-names>Noel Ngando</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1962947/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yahaya</surname>
<given-names>Abdullahi</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yasin</surname>
<given-names>Naveed</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kavgic</surname>
<given-names>Miroslava</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1063670/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Suh</surname>
<given-names>Dongjun</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1901824/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huh</surname>
<given-names>Jeung-Soo</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>
<bold>1</bold>
</sup>
<institution>Department of Mechanical Engineering</institution>, <institution>School of Engineering</institution>, <institution>Federal Polytechnic Mubi</institution>, <addr-line>Mubi</addr-line>, <country>Nigeria</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Centre for Entrepreneurship Development</institution>, <institution>Federal Polytechnic Mubi</institution>, <addr-line>Mubi</addr-line>, <country>Nigeria</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Regional Leading Research Center for Smart Energy System</institution>, <institution>Kyungpook National University</institution>, <addr-line>Sangju</addr-line>, <country>Republic of Korea</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Convergence and Fusion System Engineering</institution>, <institution>Kyungpook National University</institution>, <addr-line>Sangju</addr-line>, <country>Republic of Korea</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Entrepreneurship and Creative Industries</institution>, <institution>Canadian University Dubai</institution>, <addr-line>Dubai</addr-line>, <country>United Arab Emirates</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Civil Engineering Department</institution>, <institution>University of Ottawa</institution>, <addr-line>Ottawa</addr-line>, <addr-line>ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Department of Energy Convergence and Climate Change</institution>, <institution>Kyungpook National University</institution>, <addr-line>Daegu</addr-line>, <country>Republic of Korea</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/1031506/overview">Nallapaneni Manoj Kumar</ext-link>, City University of Hong Kong, Hong Kong SAR, China</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/2287823/overview">Rasaq Lamidi</ext-link>, University of Birmingham, United Kingdom</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2288235/overview">Ayodele Osalade</ext-link>, Ekiti State University, Nigeria</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2290263/overview">Aliu Olamide Oy</ext-link>edun, Hamburg University of Technology, Germany</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Dongjun Suh, <email>dongjunsuh@knu.ac.kr</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>06</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1205646</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>05</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Luqman, Kehinde Issa, Owolabi, Yakub, Same, Yahaya, Yasin, Kavgic, Suh and Huh.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Luqman, Kehinde Issa, Owolabi, Yakub, Same, Yahaya, Yasin, Kavgic, Suh and Huh</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>This paper is based on a techno-economic analysis and the environmental impact of a proposed 1 MW solar photovoltaic (PV) power plant at the main campus of the Federal Polytechnic Mubi (FPM) in north-eastern Nigeria. A photovoltaic power plant converts solar radiation into electricity that can be used as a source of electrical power to meet the daily energy requirements of homes, equipment, and all tertiary institutions. RETScreen Expert software was used to evaluate the techno-economic and environmental sustainability of installing a grid-connected PV power plant. The research results revealed that with an annual solar radiation of 5.74&#xa0;kWh/m<sup>2</sup>/day, the maximum annual energy production was estimated to be 1,550.98&#xa0;MWh. It was discovered that the maximum energy production in March was 146.89&#xa0;MWh. The project&#x2019;s profitability and economic sustainability were determined with a good internal rate of return (IRR) of 11.9% and a positive net present value (NPV) of $681,164. The proposed PV power plant has a simple payback period of 11.4&#xa0;years. The maximum greenhouse gas (GHG) emission reduction is 670.9 tCO<sub>2</sub>, equivalent to 61.7&#xa0;ha of forest-absorbing carbon emissions.</p>
</abstract>
<kwd-group>
<kwd>solar photovoltaic</kwd>
<kwd>RETScreen expert</kwd>
<kwd>solar energy</kwd>
<kwd>renewable energy</kwd>
<kwd>techno-economic</kwd>
<kwd>sustainability</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Sustainable Energy Systems</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Renewable energy is essential because of its vital role in producing energy, among several other energy sources used worldwide. Many countries are shifting from conventional fossil-fuel-based power generation to renewable, environmentally friendly energy sources (<xref ref-type="bibr" rid="B39">Same et al., 2022</xref>). Alternative and sustainable energy policies aim to address future energy demand challenges while simultaneously mitigating air pollution and combating climate change on a global scale. One primary renewable energy source is solar energy technology, which has advanced significantly in several aspects in recent years. Solar photovoltaic (PV) technology, which directly transforms solar radiation into electricity, has become one of the fastest-growing and most widely adopted renewable energy technologies worldwide. Recently, PV module prices have decreased by 80% and are expected to continue falling (<xref ref-type="bibr" rid="B5">al Garni et al., 2016</xref>; <xref ref-type="bibr" rid="B36">Renewable Energy Agency, 2014</xref>). According to <xref ref-type="bibr" rid="B17">Jamil et al. (2012</xref>), renewable energy is crucial to a country&#x2019;s sustainable development, particularly in light of mounting international pressure to reduce carbon emissions. By leveraging energy storage devices, renewable energy can meet energy demand and provide a continuous supply of electricity (<xref ref-type="bibr" rid="B33">Pal et al., 2015</xref>).</p>
<p>Numerous studies have demonstrated that as the human population grows, so does energy consumption. It has been reported that many communities worldwide, particularly in developing countries, face economic and social challenges due to over two billion people lacking access to electricity (<xref ref-type="bibr" rid="B23">Mart&#xed;nez-D&#xed;az et al., 2013</xref>; <xref ref-type="bibr" rid="B3">Akinyele et al., 2015a</xref>). Energy plays a fundamental role in our daily activities due to the increase in population, industrialization, and demand for rapid change in the standard of living of people throughout the globe compared with the last few decades. A conventional method of generating electricity is the thermal power plant, which depends on fossil fuels and contributes to greenhouse gas (GHG) emissions, leading to atmospheric pollution that causes acid rain (<xref ref-type="bibr" rid="B35">Raji et al., 2020</xref>). <xref ref-type="bibr" rid="B1">Aba et al. (2019</xref>) stated that the PV system was ranked as the third most sustainable renewable energy technology in the world. Bopp et al. (<xref ref-type="bibr" rid="B21">Kumi and Brew-Hammond, 2013</xref>) reported that due to energy challenges in Sub-Saharan Africa, between 2000 and 2014, more than 2000 factories were forced to shut down because of power outages. The outages of grid power in Africa led to the usage of gigantic diesel generators with rising fuel costs; operating and maintaining these electric generators caused hardship for most private businesses, enterprises, and companies and accelerated the shutting down of businesses (<xref ref-type="bibr" rid="B2">Adesanya and Schelly, 2019</xref>; <xref ref-type="bibr" rid="B37">Reuters, 2022</xref>).</p>
<p>Today, Nigeria ranks among the countries with high solar energy potential, ranging from 3.5&#xa0;kWh/m<sup>2</sup>/day to 7.0&#xa0;kWh/m<sup>2</sup>/day (<xref ref-type="bibr" rid="B35">Raji et al., 2020</xref>; <xref ref-type="bibr" rid="B27">Okoye et al., 2016</xref>). The Nigerian government has shown interest in renewable energy to eliminate blackouts in the national power supply. The northern states of Nigeria have 6&#xa0;kWh/m<sup>2</sup>/day to 7.5&#xa0;kWh/m<sup>2</sup>/day of direct irradiance, which is higher than the recommended value required for concentrating solar power technologies (<xref ref-type="bibr" rid="B26">Ogunmodimu and Okoroigwe, 2018</xref>). Nigeria has natural resources and excellent potential for future development if these resources are utilized (<xref ref-type="bibr" rid="B42">Soonmin et al., 2019</xref>). <xref ref-type="bibr" rid="B2">Adesanya and Schelly (2019</xref>) reported that the country&#x2019;s vision was to be among the 20 economic superpowers worldwide by the end of 2020, but this goal could not be achieved due to an inadequate power supply to boost economic growth. Many businesses in Nigeria mainly depend on conventional power generation as their primary source of electricity. Jaime et al. (<xref ref-type="bibr" rid="B38">Ruiz-Cabrero et al., 2022</xref>) proposed that for Nigeria to develop, multi-dimensional growth and infrastructural development like a power generation plant should be considered as one of the five key areas to be addressed to provide a reliable and affordable power supply.</p>
<p>
<xref ref-type="bibr" rid="B27">Okoye et al. (2016</xref>) reported that solar energy systems had been used to provide electricity for household and street lighting across Nigeria. Still, many people are unaware of the benefits of PV, and those who are discouraged because of the high installation costs. As Nigeria experiences insufficient electricity supply, it is imperative to explore alternative means of generating power and work toward reducing dependence on such methods by 2025. To achieve this goal, the government, educational institutions, researchers, and public and private companies must collaborate and promote environmentally friendly energy sources (<xref ref-type="bibr" rid="B29">Ong et al., 2011</xref>). To ensure environmental sustainability and long-term viability, the Nigerian government must prioritize efforts to enhance the efficiency of the power system by integrating alternative energy sources. Higher education institutions, such as universities, polytechnics, and research institutes with large land areas, can transform their environment into green, self-sustaining campuses.</p>
<p>There are many relevant studies on the simulation of the PV power system using free or paid energy simulation software such as Homer Pro, PVsyst, PV Watt, Solar-GIS, Solar Advisor Model, Solar Pro, Helioscope, PV Sol, and PV F-Chart (<xref ref-type="bibr" rid="B41">Shukla et al., 2016</xref>; <xref ref-type="bibr" rid="B9">Baitule and Sudhakar, 2017</xref>). In the work of <xref ref-type="bibr" rid="B7">Alsharif et al. (2017</xref>), the author conducted a techno-economic evaluation of a stand-alone power system based on the mobile communication system. The author carried out the research based on South Korean solar radiation data using HOMER software and obtained the result on the initial capital cost of the project by comparing the economic feasibility of the proposed solar system with a conventional energy system in urban and rural South Korea. <xref ref-type="bibr" rid="B11">Bhuyan et al. (2017</xref>) conducted a performance analysis of a 75 kW solar power plant in grid-connected and off-grid modes. The authors used a software application to estimate the load as an input function to obtain the proposed output. The authors concluded that the overall economic benefit of a grid-connected power solar plant lies in the reduction of the monthly electricity received from the grid and the reduction of diesel consumption required when the grid cannot provide electricity, making the PV plant a green energy contributor. <xref ref-type="bibr" rid="B22">Manoj Kumar et al. (2017</xref>) assessed a 1 MW solar PV power plant at the UMP campus in Malaysia; the authors used the PV Geographical Information System (PVGIS) and PV Watt software for their simulation. The result showed that 1390&#xa0;MWh of electricity was generated with a GHG emission reduction of 818.71 t CO<sub>2</sub>. The authors concluded that the result provided 5% of the total energy required on campus and that both software programs agreed on the amount of predicted energy production.</p>
<p>
<xref ref-type="bibr" rid="B18">Jumaat et al. (2018</xref>) modeled a 120-W monocrystalline photovoltaic module using MATLAB Simulink to estimate the efficiency and performance of the PV module. The input parameters for the study, which consist of solar irradiance and temperature in Parit Raja (1.86&#xb0;N and 103.12&#xb0;E), were obtained from RETScreen software. After comparing the theoretical I-V and P-V curves, the result was shown in the I-V and P-V curves, and it was concluded that the Su-Kam PV module works efficiently with a complete performance at standard test conditions. Afzal et al. (<xref ref-type="bibr" rid="B24">Muhammad Azeem et al., 2017</xref>) conducted a feasibility and financial analysis of solar and wind power plants. The authors developed the study through RETScreen Expert. The system consists of a PV and wind turbine project model with a combination of solar and wind energy to address the electricity shortfall in Pakistan. Three cases were considered for generating 10,000&#xa0;MW by retaining the same electricity prices of $0.13/kWh throughout the simulation. The results showed an equity payback of 18 years, 19.2 years, and 18.5&#xa0;years, respectively.</p>
<p>A feasibility study of a small stand-alone PV system was carried out by <xref ref-type="bibr" rid="B43">Thompson and Duggirala (2009</xref>) in Canada, and the economic study of the system was determined for south Kenora, Ontario, Canada. This project, which used RETScreen International 4.0, considered the economic and environmental costs of generating 100&#xa0;kW of electric power after considering biomass, wind, and PV sources. The authors concluded that combining the two systems gave a payback period of 1.4&#xa0;years compared to an existing hybrid. Liqun and Chunxia (<xref ref-type="bibr" rid="B50">Liqun and Chunxia, 2023</xref>) conducted a feasibility analysis of a hybrid wind-PV system in Dongwangsha on Chongming Island in Shanghai. The study used RETScreen software and National Aeronautics and Space Administration (NASA) data for analysis. The result revealed the percentage of electricity that could be generated by a wind turbine (82.1%) and PV (16.2%) with an equity payback of 1.8&#xa0;years. The authors inferred that feasibility analysis is essential for selecting the appropriate hybrid renewable power system based on local weather conditions. An availability study of a grid-connected PV system for the rural area of Rajasthan was carried out by <xref ref-type="bibr" rid="B25">Nsafon et al. (2020</xref>). In their study, the authors determined the electrical energy demand for the village through a PV energy system using RETScreen Expert. The PV power plant&#x2019;s proposed annual energy of 600&#xa0;kW was evaluated using the online tools PVGIS and PV Watt. It was concluded that the result had a good agreement and encouraged the use of PV systems.</p>
<p>The main idea of this study is to assess the viability of a ground-mounted, 1 MW grid-connected PV system using RETScreen Expert software. RETScreen offers comprehensive functionality that allows users to assess the feasibility of renewable energy projects by evaluating technical, economic, and environmental aspects on a single platform. This holistic approach enables well-informed decision-making. This study involves conducting techno-economic and environmental analyses to determine the project&#x2019;s viability. This research is essential as it aims to illustrate to the educational institutions&#x2019; administrations the potential impact of PV installation on reducing the campus&#x2019;s carbon footprint from non-renewable energy sources. Several countries, including Nigeria, have implemented carbon neutrality programs to achieve decarbonization in response to environmental concerns. Ensuring consistent energy for the activities on Nigerian university campuses is expensive, with some institutions paying up to $140,000 per month, not including running diesel generators during sessions (<xref ref-type="bibr" rid="B6">Alabi, 2022</xref>). With this in mind, conducting a techno-economic feasibility assessment is critical to determine what additional generation can be added to the current power system to satisfy growing electrical needs, reduce operating costs, and transition to a cleaner and more reliable supply.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Location of the study</title>
<p>The Federal Polytechnic Mubi (FPM), situated in Mubi, Adamawa State, Nigeria, was selected as the location for the study. FPM is 180&#xa0;km from Yola, the capital of Adamawa State. Geographically, FPM is located in north-eastern Nigeria and has a total area of 750&#xa0;ha. The school&#x2019;s main campus, in Mubi, is geographically located at 10&#xb0;16&#x2032;44&#x2033;N and 13&#xb0;17&#x2032;25&#x2033;E, and the elevation above sea level is about 559&#xa0;m. FPM has another campus in Yola. The school is ranked as one of the best polytechnics in northern Nigeria. FPM has four schools divided into seven departments. The staff and student population of the main campus is 25,000. The main campus consists of well-established facilities, infrastructure, and social amenities. As an institution, FPM promotes renewable and sustainable energy usage on campus, leading to the reduction of global warming and air pollution, and supports the federal government in promoting renewable energy in Nigeria. The selected campus regions are shown in <xref ref-type="fig" rid="F1">Figure 1</xref>, and the site information is provided in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Proposed site location map: Federal Polytechnic Mubi, Main Campus.</p>
</caption>
<graphic xlink:href="fenrg-11-1205646-g001.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Proposed site climate data.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Description</th>
<th align="center">FPM-main campus</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Latitude</td>
<td align="center">10.8&#xb0;</td>
</tr>
<tr>
<td align="left">Longitude</td>
<td align="center">13.8&#xb0;</td>
</tr>
<tr>
<td align="left">Climate zone</td>
<td align="center">0B-Extremely hot&#x2014;dry</td>
</tr>
<tr>
<td align="left">Elevation</td>
<td align="center">559&#xa0;m</td>
</tr>
<tr>
<td align="left">Heating design temperature</td>
<td align="center">18.4&#xb0;C</td>
</tr>
<tr>
<td align="left">Cooling design temperature</td>
<td align="center">36.0&#xb0;C</td>
</tr>
<tr>
<td align="left">Ground temperature amplitude</td>
<td align="center">17.2&#xb0;C</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Source: RETScreen Expert (2020).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2-2">
<title>2.2 Distribution of the proposed grid-connected PV power plant</title>
<p>The proposed 1 MW ground-mounted grid-connected solar PV power plant is novel in Nigeria because most solar systems in Nigeria are designed to supply power for 6 h&#x2013;12 h per day, depending on the load required by the users (<xref ref-type="bibr" rid="B3">Akinyele et al., 2015a</xref>). The proposed 1 MW PV system is expected to meet the electricity demand of the Federal Polytechnic Mubi campus for 24&#xa0;h for more than 20&#xa0;years. The power plant is convenient with no interruption during operation and requires fewer operating and maintenance costs throughout the plant&#x2019;s lifecycle. The installation of this proposed power plant will not only improve the standard of living of both the staff and students of the institution but also for nearby communities. All possibilities were considered when designing the proposed 1 MW ground-mounted PV power plant to meet the current energy needs and supply excess energy to nearby communities to support the Federal Government&#x2019;s renewable energy program. <xref ref-type="bibr" rid="B32">&#xd6;zbek and &#xc7;elik (2022</xref>) listed solar modules, inverters, mounting grid connections, and DC/AC cables as some of the critical components needed for grid-connected PV power plants with the specifications provided by manufacturers. The different types of solar modules produced presently are categorized based on the materials used by the manufacturing industries (<xref ref-type="bibr" rid="B40">Seme et al., 2019</xref>). The crystalline solar modules are widely used in large-scale PV power plant installations around the world. Four 250 kW inverters were selected for the 1 MW PV plant. The solar panels will be mounted at an optimal angle per the site conditions; the latitude of the particular location was chosen to obtain maximum orientation (<xref ref-type="bibr" rid="B40">Seme et al., 2019</xref>). The proposed 1 MW solar plant components and their respective specifications are shown in <xref ref-type="fig" rid="F2">Figure 2</xref>. The excess power generated by the power plant would be supplied to the grid; in case of a power shortage, the system would receive and use electricity from the grid (<xref ref-type="bibr" rid="B28">Olanrewaju et al., 2019</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>System diagram of the proposed solar PV power plant component connections.</p>
</caption>
<graphic xlink:href="fenrg-11-1205646-g002.tif"/>
</fig>
<sec id="s2-2-1">
<title>2.2.1 Proposed solar PV plant area</title>
<p>A typical 1 MW ground-mounted solar PV plant requires five acres of land area, and the space required can either be open land or on top of a building (<xref ref-type="bibr" rid="B8">Atsu et al., 2021</xref>). For this project, the PV plant&#x2019;s total area is 0.6382&#xa0;ha (6,382&#xa0;m<sup>2</sup>) of the 750&#xa0;ha acquired by the Federal Polytechnic Mubi campus.</p>
</sec>
<sec id="s2-2-2">
<title>2.2.2 Tilt angle optimization</title>
<p>Nigeria experiences a considerable amount of solar radiation because of its global location (<xref ref-type="bibr" rid="B13">Elhab, 2012</xref>). The tilt angle used in this proposed power plant is the value of the latitude of the site location, as it is the best way to obtain maximum absorption of solar radiation. The tilt angle considered for this PV plant is 10&#xb0;16&#x2032;44&#x2033;. The simulation study was conducted using the RETScreen software tool to obtain the maximum optimized value.</p>
</sec>
<sec id="s2-2-3">
<title>2.2.3 PV solar panel used</title>
<p>The China Sunergy mono-si-CSUN200-72M solar PV module is used for the solar power plant with a power rating of 200&#xa0;W, as shown in <xref ref-type="table" rid="T2">Table 2</xref>. To meet the requirements of the inverter, the PV panels will be connected in series to form a PV module string. A total of 426 panels are needed for the project. As mentioned previously, the maximum power (<inline-formula id="inf1">
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</inline-formula>) of the proposed plant can be determined using Equation <xref ref-type="disp-formula" rid="e1">1</xref>:<disp-formula id="e1">
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<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Manufacturer specifications of China Sunergy mono-Si-CSUN200-72M under standard test conditions (STC).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Description</th>
<th align="center">Value</th>
<th align="center">Unit</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Manufacturer</td>
<td align="center">China Sunergy</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">Model</td>
<td align="center">Mono-Si-CSUN200-72M</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">Type</td>
<td align="center">Mono-si</td>
<td align="center">-</td>
</tr>
<tr>
<td align="center">Efficiency</td>
<td align="center">15.67</td>
<td align="center">%</td>
</tr>
<tr>
<td align="center">Nominal operating cell temperature</td>
<td align="center">45</td>
<td align="center">&#xb0;C</td>
</tr>
<tr>
<td align="center">Temperature coefficient</td>
<td align="center">0.4</td>
<td align="center">%/&#xb0;C</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Equation <xref ref-type="disp-formula" rid="e2">2</xref> was used to select the proposed plant&#x2019;s suitable PV module.<disp-formula id="e2">
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</sec>
<sec id="s2-2-4">
<title>2.2.4 Inverter</title>
<p>An inverter is a device that converts DC to AC. It is key to the safety, efficiency, and reliability of any PV system setup, and the sizing of the inverter for this study is given in Equation <xref ref-type="disp-formula" rid="e3">3</xref>. The inverter is also designed to handle high voltage and current under adverse weather conditions. The inverter&#x2019;s ingress protection and efficiency are the two major factors determining its lifespan (<xref ref-type="bibr" rid="B30">Owolabi et al., 2019</xref>). The Digital Luminous inverter with a rating capacity of 10&#xa0;kVA/180&#xa0;V was selected for this proposed 1-MW solar PV power plant; 125 pieces is needed. Hence, the efficiency of this inverter is 95%, and it would be connected to meet the proposed PV power plant requirement.<disp-formula id="e3">
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</sec>
<sec id="s2-2-5">
<title>2.2.5 Economic analysis</title>
<p>The current study used RETScreen software to assess the grid-connected PV system&#x2019;s techno-economic viability. It was also used to examine the effects of tilt angles on the PV power output. These measures of economic viability were assessed to evaluate the profitability and return on investment of the suggested PV project.</p>
<p>The capacity factor (CF) is the actual power generated by the PV system during the time under consideration compared to the amount of energy that could have been produced during the same time under continuous full-power operation. The capacity factor is expressed in Equation <xref ref-type="disp-formula" rid="e4">4</xref>.<disp-formula id="e4">
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<p>The net present value (<italic>NPV</italic>) is the after-tax cash flow for the year.<disp-formula id="e5">
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<p>The levelized cost of energy (<italic>LCOE</italic>) is the average net present cost of electricity generation for a generator throughout its lifetime, which is calculated using Equation <xref ref-type="disp-formula" rid="e6">6</xref>:<disp-formula id="e6">
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<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mo>&#x26;</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2b;</mml:mo>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:math>
<label>(7)</label>
</disp-formula>
</p>
<p>Equity payback (<italic>EP</italic>) is simply the amount of time it takes to recoup the cost of an investment. It is expressed in Equation <xref ref-type="disp-formula" rid="e8">8</xref>.<disp-formula id="e8">
<mml:math id="m14">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mi>P</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mrow>
<mml:mstyle displaystyle="true">
<mml:munderover>
<mml:mo>&#x2211;</mml:mo>
<mml:mrow>
<mml:mi>n</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0</mml:mn>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:munderover>
</mml:mstyle>
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
<mml:mo>.</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:mrow>
</mml:math>
<label>(8)</label>
</disp-formula>
</p>
<p>Annual life cycle savings (<italic>ALCS</italic>) represents the annual savings or revenue realized as a result of putting the proposed system into practice and is calculated using Equation <xref ref-type="disp-formula" rid="e9">9</xref>.<disp-formula id="e9">
<mml:math id="m15">
<mml:mrow>
<mml:mi>A</mml:mi>
<mml:mi>L</mml:mi>
<mml:mi>C</mml:mi>
<mml:mi>S</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi>N</mml:mi>
<mml:mi>P</mml:mi>
<mml:mi>V</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mn>1</mml:mn>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mn>1</mml:mn>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mi>N</mml:mi>
</mml:msup>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(9)</label>
</disp-formula>where <inline-formula id="inf7">
<mml:math id="m16">
<mml:mrow>
<mml:msub>
<mml:mi>P</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>t</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the energy generated per year, <inline-formula id="inf8">
<mml:math id="m17">
<mml:mrow>
<mml:mi>P</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the installed capacity, <inline-formula id="inf9">
<mml:math id="m18">
<mml:mrow>
<mml:mi>N</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the project life in years, <inline-formula id="inf10">
<mml:math id="m19">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mi>n</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the after-tax cash flow in year <italic>n</italic>, and <italic>r</italic> is the discount rate. <inline-formula id="inf11">
<mml:math id="m20">
<mml:mrow>
<mml:mi>C</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the total initial cost of the project, <inline-formula id="inf12">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mi>f</mml:mi>
<mml:mi>d</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the debt ratio, <inline-formula id="inf13">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mi>c</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the total benefits of the project, <inline-formula id="inf14">
<mml:math id="m23">
<mml:mrow>
<mml:mi>I</mml:mi>
<mml:mi>G</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> is the incentives and grants, and <inline-formula id="inf15">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>e</mml:mi>
<mml:mi>n</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>r</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the annual energy savings or income. <inline-formula id="inf16">
<mml:math id="m25">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>c</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>p</mml:mi>
<mml:mi>a</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the annual capacity savings or income, <inline-formula id="inf17">
<mml:math id="m26">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>R</mml:mi>
<mml:mi>E</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the annual renewable energy (RE) production credit income, <inline-formula id="inf18">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>G</mml:mi>
<mml:mi>H</mml:mi>
<mml:mi>G</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the GHG reduction income, and <inline-formula id="inf19">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>o</mml:mi>
<mml:mo>&#x26;</mml:mo>
<mml:mi>m</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the annual operation and maintenance cost of the plant. <inline-formula id="inf20">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mi>C</mml:mi>
<mml:mrow>
<mml:mi>f</mml:mi>
<mml:mi>u</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>l</mml:mi>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> is the annual fuel cost , which is zero for renewable projects (<xref ref-type="bibr" rid="B45">Yakub et al., 2022</xref>; <xref ref-type="bibr" rid="B30">Owolabi et al., 2019</xref>).</p>
</sec>
</sec>
<sec id="s2-3">
<title>2.3 Simulation software package</title>
<p>RETScreen Expert is a clean energy management software that enables professionals and decision-makers to identify the potential of energy efficiency and renewable energy projects. Natural Resources Canada developed the program on 30 April 1998 (<xref ref-type="bibr" rid="B44">Umar et al., 2018</xref>). The software integrates with many databases, such as a global climatic conditions database, the NASA satellite database, a benchmark database, a cost database, and a hydrology database. The software can perform energy, cost, emission, financial, sensitivity, and risk analyses (<xref ref-type="bibr" rid="B20">Khandelwal and Shrivastava, 2017</xref>). The simulation procedure is shown in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>RETScreen simulation procedure.</p>
</caption>
<graphic xlink:href="fenrg-11-1205646-g003.tif"/>
</fig>
</sec>
<sec id="s2-4">
<title>2.4 Solar radiation potential</title>
<p>Studies of potential solar radiation at the site where the PV power plant will be installed are important. Conditions like solar radiation, air temperature, and relative humidity vary from location to location. According to <xref ref-type="bibr" rid="B14">Giwa et al. (2017</xref>), solar radiation in Nigeria ranges from 12.6&#xa0;MJ/m<sup>2</sup>/day to 25.2&#xa0;MJ/m<sup>2</sup>/day in the coastal and northern areas, respectively. This study takes the selected location&#x2019;s solar radiation potentials and air temperatures from the RETScreen Expert databases. The daily solar radiation horizontal (DSRH) and air temperature (AT) of the chosen area are shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. From the simulated results, the maximum solar radiation of 6.55&#xa0;kWh/m<sup>2</sup>/day was obtained in March, followed by 6.36&#xa0;kWh/m<sup>2</sup>/day in February. The lowest solar radiation of 4.75&#xa0;kW/m<sup>2</sup>/day was obtained in August. Similarly, the maximum air temperature of 30&#xb0;C was obtained in March, 29.5&#xb0;C in April and 24.40&#xb0;C in August.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Monthly solar radiation and air temperature.</p>
</caption>
<graphic xlink:href="fenrg-11-1205646-g004.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="results|discussion" id="s3">
<title>3 Results and discussions</title>
<sec id="s3-1">
<title>3.1 Monthly variation in energy generation</title>
<p>Monthly energy generation variations are clearly observed from simulated studies in RETScreen Expert software, as shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. The simulation revealed that the annual PV energy production was 1,505.98&#xa0;MWh for an annual average solar irradiation of 5.74&#xa0;kW/m<sup>2</sup>/day. March generated the maximum energy, 146.89&#xa0;MWh, while the minimum was generated in August, 106.73&#xa0;MWh.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Monthly energy variation of the 1-MW solar PV power plant.</p>
</caption>
<graphic xlink:href="fenrg-11-1205646-g005.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>3.2 Emission analysis</title>
<p>The proposed 1 MW PV power plant is not fully considered a zero-carbon power generation system. Thus, there is a need to estimate the CO<sub>2</sub> t/kWh released by the plant. The proposed case against the coal-based power plant&#x2019;s CO<sub>2</sub> emissions is known as the base case, as shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. RETScreen Expert has generated GHG emissions from the PV plant. Similarly, RETScreen was used to calculate the revenue that can be generated from the sale of GHG reduction emissions. Transmission and distribution (T&#x26;D) losses of 16% were used as stated in <xref ref-type="bibr" rid="B45">Yakub et al. (2022</xref>), and a GHG emission factor of 0.433 tCO<sub>2</sub>/MWh was used in Nigeria&#x2019;s base case electricity system. The software can calculate the selected location&#x2019;s gross annual GHG emission reduction, which is the difference between the proposed case and the base case. The GHG emission for the base case is 721.4 tCO<sub>2</sub>/MWh, and the proposed case is 50.5 tCO<sub>2</sub>/MWh. Therefore, the site&#x2019;s gross annual GHG emission reduction is 670.9 tCO<sub>2</sub>/MWh, which is equivalent to 61.7&#xa0;ha of forest-absorbing carbon that will not be cut down for the project&#x2019;s lifespan. The software also calculates the GHG reduction revenue, as shown in <xref ref-type="fig" rid="F6">Figure 6</xref>. This is done to show how to generate revenue through carbon trading.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>GHG emissions for the base and proposed cases.</p>
</caption>
<graphic xlink:href="fenrg-11-1205646-g006.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Financial analysis of the proposed 1MW solar PV power plant</title>
<p>Financial analysis is essential for the development and technical feasibility of any project. The financial analysis cannot be perfect due to various uncertainties associated with the calculation. Some of the parameters used in the study as input variables are standards obtained directly from the software&#x2019;s built-in financial parameters, including the inflation rate, discount rate, reinvestment rate, debt ratio, and debt interest rate (<xref ref-type="bibr" rid="B30">Owolabi et al., 2019</xref>). However, the initial cost and the operation and maintenance cost were manually inputted, as shown in <xref ref-type="table" rid="T3">Table 3</xref>.</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Financial input parameters used in RETScreen Expert.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Financial parameter</th>
<th align="center">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Escalation rate fuel</td>
<td align="center">2.0%</td>
</tr>
<tr>
<td align="left">Inflation rate</td>
<td align="center">2.0%</td>
</tr>
<tr>
<td align="left">Discount rate</td>
<td align="center">6.0%</td>
</tr>
<tr>
<td align="left">Reinvestment rate</td>
<td align="center">9.0%</td>
</tr>
<tr>
<td align="left">Project lifetime</td>
<td align="center">25.0&#xa0;years</td>
</tr>
<tr>
<td align="left">Debt ratio</td>
<td align="center">60%</td>
</tr>
<tr>
<td align="left">Debt interest rate</td>
<td align="center">5.0%</td>
</tr>
<tr>
<td align="left">Debt term</td>
<td align="center">15.0%</td>
</tr>
<tr>
<td align="left">Debt payment</td>
<td align="center">$98,269/year</td>
</tr>
<tr>
<td align="left">Electricity export rate</td>
<td align="center">$0.10/kWh</td>
</tr>
<tr>
<td align="left">Electricity export escalation rate</td>
<td align="center">2.0%</td>
</tr>
<tr>
<td align="left">Initial cost</td>
<td align="center">$1,700,000</td>
</tr>
<tr>
<td align="left">Operation and maintenance</td>
<td align="center">$13,000</td>
</tr>
<tr>
<td align="left">Total annual cost</td>
<td align="center">$111,269</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The software generated the outputs, such as the internal rate of return, net present value (NPV), annual life cycle savings, benefit-cost (B-C) ratio, debt service cost, energy production cost ($/kWh), payback period, and equity payback period, as shown in <xref ref-type="table" rid="T4">Table 4</xref> from the input variables.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Financial output parameters in RETScreen Expert.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Financial viability</th>
<th align="center">Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Internal rate of return</td>
<td align="center">11.9%</td>
</tr>
<tr>
<td align="left">Net present value (NPV)</td>
<td align="center">$677,405</td>
</tr>
<tr>
<td align="left">Annual life cycle savings</td>
<td align="center">$53,000/year</td>
</tr>
<tr>
<td align="left">Benefit-cost (B-C) ratio</td>
<td align="center">2</td>
</tr>
<tr>
<td align="left">Debt service coverage</td>
<td align="center">1.5</td>
</tr>
<tr>
<td align="left">Energy production cost</td>
<td align="center">$0.093/kWh</td>
</tr>
<tr>
<td align="left">Simple payback period</td>
<td align="center">11.4&#xa0;years</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>According to <xref ref-type="bibr" rid="B45">Yakub et al. (2022</xref>), the project&#x2019;s feasibility and acceptability depend on the NPV, internal rate of return (IRR), and payback period. The NPV is the difference between the present value of cash inflows and the current value of cash outflows over time for a project. The result in <xref ref-type="table" rid="T4">Table 4</xref> shows that if the NPV of the project is positive, then the project is economically viable and sustainable for investors (<xref ref-type="bibr" rid="B45">Yakub et al., 2022</xref>; <xref ref-type="bibr" rid="B46">Yaniktepe et al., 2017</xref>). The result also showed that the IRR, which reveals the project&#x2019;s profitability, is higher than the required rate of return (<xref ref-type="bibr" rid="B45">Yakub et al., 2022</xref>). This also makes the project acceptable if the rate of return is equal to the discount rate. The solar power plant project has a payback period of 12 years, the time required to recoup the cost of the initial investment in the project. With this payback period, the solar PV plant makes financial sense at this location. The equity payback, or the number of years required to recoup the equity investment in the project from pre-tax cash flows reflecting inflation and debt payments, shown in <xref ref-type="fig" rid="F7">Figure 7</xref>, is 10 years. The simulation results imply that the proposed project will yield interest in the chosen location for 13 of its anticipated 25&#xa0;years of service.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Cumulative cash flow of the project after 25&#xa0;years.</p>
</caption>
<graphic xlink:href="fenrg-11-1205646-g007.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>3.4 Solar PV plant risk analysis</title>
<p>Risk analysis allows varying all parameters within a specific range before concluding the simulation (<xref ref-type="bibr" rid="B31">Owolabi et al., 2020</xref>). In this study, energy production cost was selected as the financial indicator, and its range is &#xb1;25% for all parameters involved. The software&#x2019;s built-in Monte Carlo simulation was used to run 4,500 iterations. The result is displayed as the impact and distribution graphs shown in <xref ref-type="fig" rid="F8">Figures 8</xref>, <xref ref-type="fig" rid="F9">9</xref>. The variation in the energy production cost yield results from the different parameters, as shown in <xref ref-type="fig" rid="F8">Figure 8</xref>. The result revealed that the initial cost and the electricity exported to the grid connection significantly impact the proposed project in opposite directions. Thus, the higher the initial cost, the higher the energy production cost, while the more electricity exported to the grid, the lower the energy production cost. To exceed the 90% confidence level (Pr 90 value) of the energy production cost, the risk level was set to 20% by excluding 10% for the lower level and 10% for the upper level, as shown in <xref ref-type="fig" rid="F9">Figure 9</xref>. According to the result obtained, the Pr 90 energy production cost was $107/MWh, which is slightly above the energy production cost of $93/MWh at the proposed site; this value revealed that the project is bankable and realistic (<xref ref-type="bibr" rid="B4">Akinyele et al., 2015b</xref>).</p>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Impact graph of the risk analysis result for the PV power plant project in FPM.</p>
</caption>
<graphic xlink:href="fenrg-11-1205646-g008.tif"/>
</fig>
<fig id="F9" position="float">
<label>FIGURE 9</label>
<caption>
<p>Distribution graph of the risk analysis result for the PV power plant project in FPM.</p>
</caption>
<graphic xlink:href="fenrg-11-1205646-g009.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>3.5 Performance comparison using RETScreen Expert Software</title>
<p>The performance of the proposed 1 MW solar PV power system for Federal Polytechnic Mubi, Main Campus, was compared using RETScreen Expert software. The results of this simulation study were compared with the few existing studies of plants of similar capacity. The result obtained from the present study is the same as the study of <xref ref-type="bibr" rid="B10">Bano and Rao (2016</xref>) in Jaipur, India, but slightly higher than the study of <xref ref-type="bibr" rid="B22">Manoj Kumar et al. (2017</xref>) and <xref ref-type="bibr" rid="B46">Yaniktepe et al. (2017</xref>), while the work of <xref ref-type="bibr" rid="B21">Kumi and Brew-Hammond (2013</xref>) and <xref ref-type="bibr" rid="B19">Kazem et al. (2017</xref>) was slightly higher than the present study. The study of <xref ref-type="bibr" rid="B34">Poullikkas (2009</xref>) had the highest annual energy generation, as shown in <xref ref-type="table" rid="T5">Table 5</xref>.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Comparison of performance simulation results with the existing studies.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Location</th>
<th align="center">PV technology</th>
<th align="center">Plant capacity (MW)</th>
<th align="center">Annual energy (kWh)</th>
<th align="center">Yield factor (kWh/year/kWh)</th>
<th align="center">Capacity factor (%)</th>
<th align="center">Reference</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Andhra Pradesh, India</td>
<td align="center">Monocrystalline silicon</td>
<td align="center">1</td>
<td align="center">1,656,000</td>
<td align="center">1,656.00</td>
<td align="center">18.90</td>
<td align="center">
<xref ref-type="bibr" rid="B15">Goura (2014)</xref>
</td>
</tr>
<tr>
<td align="center">Cyprus</td>
<td align="center">Monocrystalline silicon</td>
<td align="center">1</td>
<td align="center">1,820,850</td>
<td align="center">1,820.00</td>
<td align="center">20.79</td>
<td align="center">
<xref ref-type="bibr" rid="B34">Poullikkas (2009)</xref>
</td>
</tr>
<tr>
<td align="center">FPM, Mubi</td>
<td align="center">Monocrystalline silicon</td>
<td align="center">1</td>
<td align="center">1,551,000</td>
<td align="center">1,551.00</td>
<td align="center">17.70</td>
<td align="center">Present study</td>
</tr>
<tr>
<td align="center">Ghana</td>
<td align="center">Polycrystalline silicon</td>
<td align="center">1</td>
<td align="center">1,159,000</td>
<td align="center">1,159.00</td>
<td align="center">13.20</td>
<td align="center">
<xref ref-type="bibr" rid="B21">Kumi and Brew-Hammond (2013)</xref>
</td>
</tr>
<tr>
<td align="center">Jaipur, India</td>
<td align="center">Polycrystalline silicon</td>
<td align="center">1</td>
<td align="center">1,551,000</td>
<td align="center">1,551.00</td>
<td align="center">17.70</td>
<td align="center">
<xref ref-type="bibr" rid="B10">Bano and Rao (2016)</xref>
</td>
</tr>
<tr>
<td align="center">Oman</td>
<td align="center">-</td>
<td align="center">1</td>
<td align="center">1,771,000</td>
<td align="center">1,771.00</td>
<td align="center">21.70</td>
<td align="center">
<xref ref-type="bibr" rid="B19">Kazem et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="center">Turkey</td>
<td align="center">Polycrystalline silicon</td>
<td align="center">1</td>
<td align="center">1,544,000</td>
<td align="center">1,544.00</td>
<td align="center">17.62</td>
<td align="center">
<xref ref-type="bibr" rid="B12">Eke and Demircan (2013)</xref>
</td>
</tr>
<tr>
<td align="center">UMP, Pekan, Malaysia</td>
<td align="center">Crystalline silicon</td>
<td align="center">1</td>
<td align="center">1,390,000</td>
<td align="center">1,390.00</td>
<td align="center">15.86</td>
<td align="center">
<xref ref-type="bibr" rid="B22">Manoj Kumar et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="center">UMP, Gambang, Malaysia</td>
<td align="center">Crystalline silicon</td>
<td align="center">1</td>
<td align="center">1,380,000</td>
<td align="center">1,380.00</td>
<td align="center">15.75</td>
<td align="center">
<xref ref-type="bibr" rid="B22">Manoj Kumar et al. (2017</xref>) and <xref ref-type="bibr" rid="B16">Humada et al. (2016</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="conclusion" id="s4">
<title>4 Conclusion</title>
<p>RETScreen Expert software was used to analyze the feasibility of installing a 1 MW grid-connected PV power plant at the Federal Polytechnic Main Campus in Adamawa State, Nigeria. This was performed by considering the project&#x2019;s technical, financial, risk, and environmental impacts on the community. In this study, some parameters used as input to the software are the inflation rate, discount rate, location weather data, reinvestment rate, and debt interest rate. The simulation was performed to calculate the energy required to be exported to the grid, the amount of GHG emission reduction, the total initial cost, the GHG emission revenue over the lifetime of the project, the sales of energy exported to the grid, and the number of forest-equivalent hectares that would be needed to absorb the carbon from fossil-fuel-based methods of generating electricity. It was shown from the results that a maximum annual energy production of 1,550.98&#xa0;MWh could be exported to the grid. In addition, the simulation result shows that the calculated payback period of the PV solar plant is 11.4 years, and its equity payback period is 10&#xa0;years. The project showed a positive value of $677,471 for the NPV with an IRR of 11.9%, making the project viable and economically sustainable. In addition, the project reduced GHG emissions by 670.9 tCO2, equivalent to 61.7&#xa0;ha of forest-absorbing carbon emissions. The findings also indicated a correlation between increased electricity export to the grid and decreased energy production costs at the Pr 90% level.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary material; further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>RL: Conceptualization, Formal analysis, Writing&#x2014;original draft. AKI: Writing&#x2014;original draft Resources, Visualization. ABO: Data curation, Methodology, Software. AOY: Investigation, Methodology, Review. NNS: Review, Methodology, Formal analysis; AY: Methodology, Data curation; Visualization. NY: Data curation; Review. MK: Investigation, Software, Resources. DS: Funding acquisition, Supervision, Validation. J-SH: Supervision, Resources.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This work was supported by the National Research Foundation of Korea (NRF), a grant from the Ministry of Science and ICT (MSIT) of the Government of the Republic of Korea (NRF-2021R1A5A8033165), the Korea Institute of Energy Technology Evaluation and Planning (KETEP), and the Ministry of Trade, Industry, and Energy (MOTIE) of the Republic of Korea (20224000000150).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<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&#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>
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