Design and Simulation of a Standalone PV System for a Mosque in NEOM City - IEOM
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Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 Design and Simulation of a Standalone PV System for a Mosque in NEOM City Amani Alzahrani, Mashael Rajeh, Shaima Banjar Master of Energy Engineering Students, College of Engineering Effat University Jeddah, 22332, KSA amaalzahrani@effat.edu.sa, marajeh@effat.edu.sa, sabanjar@effat.edu.sa Tayeb Brahimi Energy and Technology Lab College of Engineering Effat University Jeddah 22332, KSA tbrahimi@effatuniversity.edu.sa Abstract The current state and the future potentials of renewable energy have increased widely globally to reduce the usage of other resources such as fossil fuel, which affect the environment. NEOM city in the Kingdom of Saudi Arabia (KSA) is a case where renewable energy will count for 100% of its energy consumption. Solar energy will play a prominent role in NEOM city. This project aims to present a design and simulation of a standalone photovoltaic (PV) system for a mosque located in NEOM city to meet the people's need for electricity. The system harvests solar energy and converts it into electrical energy to cover the electrical power needed for a typical mosque in NEOM. The design and simulation have been implemented using PVsyst software, powerful software for designing, simulating and generating PV systems reports. The designed standalone PV system could produce yearly electrical energy of 300 MWh. This study's significance relies on initiating research and development of building PV systems to harvest solar energy in NEOM city. Keywords Renewable Energy, Solar Energy, Solar PV Plant, NEOM City, and PVsyst. 1. Introduction Humankind has relied on energy for the past centuries. Our ancestors used energy in its primary forms; animal muscles, burning wood as a biomass form (Fossil Fuels | EESI, n.d.). By the early 18th century, fossil fuels energized the first industrial revolution (The Industrial Revolution (Article), n.d.). Fossil fuels are oil, gas, and coal, formed from fossilized, remained organic materials (Fossil Fuels | Union of Concerned Scientists, n.d.). Fossil fuels have fueled the global economy for the past century (Fossil Fuels | EESI, n.d.). Currently, fossil fuels are the primary source of generating electricity (Saudi Arabia Used Less Crude Oil for Power Generation in 2018 - Today in Energy - U.S. Energy Information Administration (EIA), n.d.). Unfortunately, there is a considerable side effect of utilizing fossil fuels as carbon dioxide and nitrogen oxides are emitted to the atmosphere in fossil fuels' burning process. These two compounds and other chemicals negatively affect the air, water, and lands we live in (US EPA, 2013). Fossil fuels cause a global concern regarding climate change as they are responsible for around 74% of CO2 emissions (Moriarty & Honnery, 2012). These concerns are considered one reason for utilizing different energy forms, Namely, renewable energy (Bookstore - Plan B 4.0: Mobilizing to Save Civilization | Chapter 5. Stabilizing Climate: Shifting to Renewable Energy: Introduction | EPI, n.d.). Renewable energy sources play a vital role in providing the needed energy without compromising the environment. Besides the environmental aspects, other factors necessitate shifting to renewable energy. These factors include the increased demand for electricity, economic development, population growth, and an expected fossil fuel shortage as they are non-renewable sources © IEOM Society International 634
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 ((17) (PDF) The Energy Shift: Towards a Renewable Future, n.d.). Even though renewable energy still represents a minor of worldwide energy consumption, this field experiences rapid growth (Ritchie & Roser, 2017). Saudi Arabia, which is one of the largest producers of fossil fuels, has ambitiously started implementing renewable energy projects supported by the National Renewable Energy Program (NREP) (OPEC : Saudi Arabia, n.d.), (Renewable Energy | King Abdullah City for Atomic and Renewable Energy, n.d.). Through encouraging private investments and public-private partnerships, the NERP encourages developing the renewable energy sector. The NERP is one of the programs that support the Kingdom's Vision 2030 (NATIONAL RENEWABLE ENERGY PROGRAM | KSA Climate, n.d.). Vision 2030 main goal is transforming Saudi Arabia from an oil-dependent country by investing in other resources (Rayes, 2018). One of the initial targets of Vision 2030 is generating 9.5 GW of renewable energy. The vision is beyond utilizing renewable energy; one goal is to localize the renewable energy industry in all its stages, such as research and development and manufacturing (A Renewable Energy Market | Saudi Vision 2030, n.d.). One of the cities which will be the target for renewable energy projects is NEOM (See Why NEOM Will Be at the Forefront of Renewable Energy, n.d.). NEOM is located in northwest Saudi Arabia (“Neom”, the future of Saudi Arabia and the vision of a young prince, n.d.). According to published plans, NEOM will have a 100% renewable energy system. By doing so, the city will establish a world-class customer experience (See Why NEOM Will Be at the Forefront of Renewable Energy, n.d.). NEOM is a good location for renewable solar and wind energy (NEOM - Energy, n.d.). To harness solar energy, Photovoltaic (PV) technology is used to capture sunlight and converting it into electrical energy (Solar Photovoltaic Technology Basics | Department of Energy, n.d.). A single unit of PV device is called a cell. A group of cells forms a PV module. When several PV modules are connected with other electrical components such as charge controllers and batteries, a PV system is developed (Solar Photovoltaic Technology Basics | Department of Energy, n.d.). Such PV systems could provide the needed electrical power to the building it was designed for. According to the International Energy Agency (IEA), solar PV generation increased in 2019 by 22%. Solar PV is the global second fastest growing renewable energy source with a slight difference from the first fastest-growing field, wind energy (Solar PV – Analysis - IEA, n.d.). However, to the authors´ best knowledge, designing solar PV systems in NEOM has been scarcely investigated. Hence, in this paper, the authors present a proposed design of a standalone PV system for a mosque located in NEOM city. 1.1 Objectives • Design an off-grid PV system for a mosque located in NEOM city in KSA. • Simulate the design using a simulation software. 2. Literature Review The energy sources that could be quickly replenished are named renewable energy. The main factor of differentiation between renewable and non-renewable sources is the recreation time. As the names imply, renewable sources require less time than non-renewable to recreate. Some examples of renewable sources are solar energy, wind energy, hydropower energy, tidal energy, and geothermal energy. It should be mentioned that renewable sources are not necessarily sustainable sources. If a renewable source is used up faster than its regeneration, then this source is unsustainable. On the other hand, non-renewable sources like fossil fuels could be sustainable if moderately used (Renewable and Sustainable Energy - Energy Education, n.d.). 2.1 Shifting to Renewable Energy The global energy market is facing a shift to more utilizing renewable energy (Renewable Energy vs. Fossil Fuels for Electricity: Facts and Forecasts - Beachapedia, n.d.). One of the main drivers of this shift is the increasing demand for clean energy (Renewable Energy vs. Fossil Fuels for Electricity: Facts and Forecasts - Beachapedia, n.d.). Research published in Nature Energy indicates that renewables' carbon footprint is much lower than fossil fuels, even counting the carbon emitted in the manufacturing and construction phases (Solar, Wind and Nuclear Have ‘Amazingly Low’ Carbon Footprints, Study Finds, 2017). Figure 1 compares the estimated greenhouse gas emissions between renewable electricity generation and conventional electricity generation methods (Amponsah et al., 2014). It indicates, the life cycle emissions (CO2 emission factors) of the traditional methods is higher than renewables except for bioenergy (waste treatment and dedicated biomass) (Amponsah et al., 2014). © IEOM Society International 635
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 Figure 1. Maximum GHG emission levels of electricity generation methods (Amponsah et al., 2014) Besides the lower negative impact on the environment, renewables cost decreases over the years, making renewable sources more cost-effective for generating power. Figure 2 shows that the cost of wind and solar energy is dramatically reducing (Chart of the Day, n.d.). These two sources are considered as the highest share of renewable sources (Renewables – Global Energy Review 2020 – Analysis, n.d.). Figure 2. Falling in cost of power generated from solar and wind energy (Chart of the Day, n.d.) For the mentioned reasons, countries are taking serious steps in utilizing renewables. Figure 3 illustrates the annual change of renewable energy generation from 1966 to 2019 for some countries, including Saudi Arabia. The renewable sources include hydropower, solar, wind, geothermal, wave and tidal, and bioenergy. As can be seen, the general trend is increasing in the usage of renewables. Saudi Arabia has only recently utilized renewable energy © IEOM Society International 636
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 compared to China, which started using renewable sources a long time ago (Annual Change in Renewable Energy Generation, n.d.). Figure 3. Annual change in renewable energy generation (Annual Change in Renewable Energy Generation, n.d.) It should be mentioned, however, that the world will not completely shift to renewable energy. Usage of fossil fuels will continue to at least 2050 (New Energy Outlook 2020 | BloombergNEF, n.d.). According to Bloomberg New Energy Outlook 2020, utilizing renewables is expected to increase until 2050 without ultimately shifting to renewables (New Energy Outlook 2020 | BloombergNEF, n.d.). Figure 4 represents the past and future global power generation mix in percentage (New Energy Outlook 2020 | BloombergNEF, n.d.). Figure 4. Global electricity generation mix (New Energy Outlook 2020 | BloombergNEF, n.d.) 2.2 Renewables Projects in Saudi Arabia © IEOM Society International 637
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 In 2016, the foundation of Vision 2030 was announced (Roadmap | Saudi Vision 2030, n.d.). Vision 2030 has three themes: creating a more diverse and sustainable economy (The Vision Themes | Saudi Vision 2030, n.d.). Many programs have been initiated to achieve the stated themes. One of which is The National Renewable Energy Program (NREP) (NATIONAL RENEWABLE ENERGY PROGRAM | KSA Climate, n.d.). On February 1, 2017, Saudi Arabia announced renewable energy tenders’ dates (National Renewable Energy Program EProcurement Portal, n.d.). On April 10, 2017, the Renewable Energy Project Development Office (REPDO, has stated the companies qualified, in the first round, to build e 300 MW solar PV project in Sakaka and a 400 MW wind farm project in Dumat Al-Jandal (National Renewable Energy Program EProcurement Portal, n.d.). On August 08, 2019, it was announced that Dumat Al Jandal 400 MW wind farm project has successfully broken the world record of the lowest Levelized Cost of Energy (LCOE) (National Renewable Energy Program EProcurement Portal, n.d.). This project is expected to operate in 2022 [30] commercially. At the end of 2019, it was announced that Sakaka solar photovoltaic (PV) project was successfully connected to the national electricity grid (ACWA Power Connects the First Renewable Energy Project, n.d.). The Sakaka project is the first renewable plant in Saudi Arabia. The plant covers an area of 6 km (ACWA Power Connects the First Renewable Energy Project, n.d.). Figure 5 shows part of the Sakaka solar PV plant (ACWA Power Connects the First Renewable Energy Project, n.d.). Figure 5. 300MW solar PV plant in Sakaka (ACWA Power Connects the First Renewable Energy Project, n.d.) There are other renewable energy projects, including King Abdullah Petroleum Studies and Research Center (KAPSRC) Solar Park, Princess Noura Bint Abul Rahman University’s (PNBARU) solar thermal plant, Saudi Aramco Solar Car Park, and King Abdullah University of Science and Technology (KAUST) Solar Park which has a capacity of 2 MW ([PDF] Study of NEOM City Renewable Energy Mix and Balance Problem | Semantic Scholar, n.d.). NEOM is a Saudi city that will build up a 100% renewable energy system (NEOM - Energy, n.d.). This city is a crucial element in Vision 2030 (‘Saudi Arabia to Export Renewable Energy Using Green Ammonia’, n.d.). It is located in the northeast region. It is a good location for solar and wind energy plants (‘Saudi Arabia to Export Renewable Energy Using Green Ammonia’, n.d.). On January 29, 2020, NEOM and UK-based Solar Water Limited signed an agreement to build a solar plant (NEOM Announces Construction of First Desalination Plant with Solar Dome Technology The Official Saudi Press Agency, n.d.). This project is considered the first solar project in NEOM (NEOM Announces Construction of First Desalination Plant with Solar Dome Technology The Official Saudi Press Agency, n.d.). 2.3 Photovoltaic (PV) System A group of PV panels, combined with other electrical components, form a PV system (Photovoltaic System - Energy Education, n.d.). This system is used to capture solar energy and convert it into electricity (Photovoltaic System - © IEOM Society International 638
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 Energy Education, n.d.). PV systems could be grouped into two categories; standalone systems (off-grid) and connected systems (on-grid) (On-Grid VS Off-Grid, n.d.). Standalone systems are not connected to the formal grid (usually the national electricity grid). These systems include batteries to store the panel's energy for later usage as needed (On-Grid VS Off-Grid, n.d.). On the other hand, on-grid systems are connected to the grid, as the name implies (On-Grid VS Off-Grid, n.d.). When the power generated by the PV panels is low, the load can use the electricity drawn from the grid (On- Grid VS Off-Grid, n.d.). When the power generated by the PV panels exceeds the needed load’s power, this access amount could be sent back to the grid so the owner of this on-grid system credit it for future usage (On-Grid VS Off- Grid, n.d.). Figure 6 shows a graphical representation of the main components used in off-grid and on-grid systems (‘Difference Between Off-Grid and On-Grid Solar Power Systems’, 2020). Figure 6. Off-grid and on-grid main components (‘Difference Between Off-Grid and On-Grid Solar Power Systems’, 2020) One of the main components of PV systems is the solar panel (Solar Panel - Energy Education, n.d.). This panel is a collection of solar cells made of semiconductors such as silicon (Solar Panels, n.d.). These semiconductors have weakly bounded electrons to their atoms. When the photons of the sunlight hit the surface of a material made up of these semiconductors, the electrons break free, and thus, an electric current is generated (Solar Panels, n.d.). 3. Methods The authors aim to design and simulate a standalone PV system for a mosque located in NOEM city, Saudi Arabia. The authors used a simulation method using PVsyst software. 4. Data Collection 4.1 Site Information The mosque is located in NEOM city, situated in Tabuk province in northwestern Saudi Arabia (NEOM, n.d.). Figure 7 illustrates the general information of NEOM city. Figure 7. NEOM information © IEOM Society International 639
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 4.2 Load Information To design a standalone (off-grid) PV system, it is essential to know the load needed to be powered in advance. Notably, the appliances used in the mosque and how much electrical power it consumes. To obtain such data, Effat University’s mosque was used as a reference. Figure 8 shows the rooftop of Effat’s mosque, which is used as a prototype reference. Figure 9 shows the appliances and the energy consumed per day. Figure 8. Rooftop of Effat University mosque. Figure 9. Appliances and the consumed power 4.3 Software Simulation The mentioned data in Figure 9 were used as an input to PVsyst software. The seventh version of the software was used. PVsyst enables the user to study, estimate the size, and analyze PV systems (Overview > General Description of the PVsyst Software, n.d.). PVsyst allows the user to design his PV system, and the result will be simulated in a report with graphs, tables, and numerical data (PVsyst – Logiciel Photovoltaïque, n.d.). 4.4 Components Selections Figure 10 shows a graphical procedure for designing a standalone PV system that is to be placed on the rooftop of a building. Figure 10. The general design of a standalone PV system © IEOM Society International 640
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 4.4.1 PV Modules Solar cells are the building block of PV systems. Limited voltage and current values are provided by these cells. These cells are fragile and non-isolated. Solar cells are assembled to form a PV module. This module is a manageable structure compared to the solar cells it is composed of ([PDF] Study of NEOM City Renewable Energy Mix and Balance Problem | Semantic Scholar, n.d.). Figure 11 shows a picture of the selected module in this design, Poly 80 Wp (ENF Ltd., n.d.). Figure 11. Poly 80 Wp PV module (ENF Ltd., n.d.) The technical specifications of the PV module are represented in Table 1 (ENF Ltd., n.d.). Table 1. Technical specifications of the PV module [43] Parameter Value Maximum power (Pmax) 80 Wp The voltage at Pmax (Vmp) 17.4 V Current at Pmax (Imp) 4.6 A Open-circuit voltage (Voc) 21.5 V Short-circuit current (Isc) 4.9 A Figure 12 shows more information about the PV module usage in the design. This information includes the number of modules and the connection type. Figure 12. PV module information 4.4.2 Battery Batteries (Table 2) are used as energy storage. They store electrical energy to be used in the absence of sunlight. The stored energy is as Direct Current (DC) then, the current will be fed to the inverter (Rahman & Abdelmoniem, 2017). © IEOM Society International 641
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 Table 2. Technical specifications of the batteries Parameter Value Type Lithium-ion Nominal 4858 Ah Capacity No. of Units 96 in parallel Voltage 384 V Stored Energy 1678.8 kWh 4.4.3 Inverter The inverter is an electrical device that converts the Direct Current (DC) into Alternating Current (AC). The current generated by the modules is in the DC form. This current is fed to the inverter to convert it. This conversion is crucial as most of the electric appliances operate in the AC mode (Photovoltaic System - Energy Education, n.d.). Figure 13 shows the inverter (in yellow) near the solar panels to convert its DC (Photovoltaic System - Energy Education, n.d.). In this design, the inverters used are from Maxi and EURO manufacturers with 97% and 95% efficiencies. Figure 13. The inverter device (in yellow) (Photovoltaic System - Energy Education, n.d.) 4.4.4 Charge Controller The charge controller, or the photovoltaic controller, the primary function is to ensure not to over-charge or over- discharge the batteries. This is important as over-charging a battery can lead to its destruction, and over-discharging a battery reduces its lifetime. The controller's other function is to prevent the reverse current from flowing from the battery to the system. There are two types of the charge controller. The first type is the Pulse width modulation (PWM) controller, and the other type is the Maximum Power Point Tracking (MPPT) controller. In this design, the second type is used. MPPT has better efficiency than PWM. It helps to get a charging power at any given point in time ((PDF) Design of an Off-Grid Solar PV System for a Rural Shelter, n.d.). 5. Results and Discussion 5.1 Numerical Results This section analyzes the simulation results obtained by PVsyst. The proposed design produces 288 MWh per year. Figure 14 shows missing, supplied, needed, unused, and available energy in kWh for each month of the year. © IEOM Society International 642
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 Figure 14. Balance and main results The Performance Ratio (PR) of the design is 73.9%. This ratio describes the relationship between the system's produced power to the rated power capacity (Rubí, 2018). This percentage is an essential metric in the PV industry (Project Design > Results > Performance Ratio PR, n.d.). PR cannot reach 100% because of the losses in the system. Typically, the PR is around 80%, and the closer PR to 80%, the more efficient the PV system (Ahmed, 2020). Hence, the authors claim that a PR of around 74% is good PR. 5.2 Graphical Results The losses that cause the reduction of PR include optical losses, PV array (PV modules) losses, system losses (inverter, battery...) (Project Design > Results > Performance Ratio PR, n.d.). Figure 15 shows the losses in the system. © IEOM Society International 643
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 Figure 15. Loss diagram of the system 5.3 Proposed Improvements The design could be further improved by taking into consideration the cost analysis of the system. Also, the designer could perform a comparison analysis before selecting the electrical components. 6. Conclusion Increased energy utilization and global pollution awareness have made green/renewable energy more and more valuable recently. In this paper, renewable energy has been briefly explored and solar energy has been highlighted. From previous chapters, it is concluded that among several renewable energy resources, the photovoltaic (PV) effect is the most fundamental and feasible way because of the abundance and easy access to solar radiant energy. Saudi Arabia has great opportunities to diversify its power system due to an abundance of potential solar and wind energy resources, solar in specific. Thus, NEOM city was chosen for the simulation of a PV system as it is planned to be 100% operating from renewable energy, and it is a major project in 2030 Saudi Arabia vision. An off-grid standalone rooftop solar PV system has been designed and simulated using PVsyst software. The following conclusions are drawn from the study: • The design of a stand-alone system has been simulated successfully by using PVsyst. • The Performance Ratio (PR) of the design was found to be 73.9%, which is considered to be relatively good. • The proposed design produces 288 MWh per year which is fairly adequate. © IEOM Society International 644
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 • The rooftop assessment of this study was limited to Effat University mosque while there is a chance to extend the study to other buildings in NEOM city for further exploration. References (17) (PDF) The energy shift: Towards a renewable future. (n.d.). Retrieved 26 November 2020, from https://www.researchgate.net/publication/258359422_The_energy_shift_Towards_a_renewable_future A renewable energy market | Saudi Vision 2030. (n.d.). Retrieved 28 November 2020, from https://vision2030.gov.sa/en/node/87 ACWA Power connects the first renewable energy project. (n.d.). ACWA Power Connects the First Renewable Energy Project. Retrieved 28 November 2020, from https://www.acwapower.com/news/acwa-power- connects-the-first-renewable-energy-project-in-the-kingdom-sakaka-pv-ipp-to-the-national-electricity-grid- commencing-initial-production/ Ahmed, A. (2020). (Design of 100MW Solar PV On-Grid Connected Power Plant Using (PVsyst) in Umm Al-Qura University (UQU. http://dorar.uqu.edu.sa//uquui/handle/20.500.12248/116075 Amponsah, N. Y., Troldborg, M., Kington, B., Aalders, I., & Hough, R. L. (2014). Greenhouse gas emissions from renewable energy sources: A review of lifecycle considerations. Renewable and Sustainable Energy Reviews, 39, 461–475. https://doi.org/10.1016/j.rser.2014.07.087 Annual change in renewable energy generation. (n.d.). Our World in Data. Retrieved 28 November 2020, from https://ourworldindata.org/grapher/annual-change-renewables Bookstore—Plan B 4.0: Mobilizing to Save Civilization | Chapter 5. Stabilizing Climate: Shifting to Renewable Energy: Introduction | EPI. (n.d.). Retrieved 26 November 2020, from http://www.earth- policy.org/books/pb4/PB4ch5_intro Chart of the day: Renewables are increasingly cheaper than coal. (n.d.). World Economic Forum. Retrieved 28 November 2020, from https://www.weforum.org/agenda/2020/06/renewable-energy-cheaper-coal/ Difference Between Off-Grid and On-Grid Solar Power Systems. (2020, October 2). EnergieAdvisor. https://energieadvisor.org/on-grid-vs-off-grid-solar-power-systems/ ENF Ltd. (n.d.). Retrieved 1 December 2020, from /pv/panel-datasheet/crystalline/6049 Fossil Fuels | EESI. (n.d.). Retrieved 26 November 2020, from https://www.eesi.org/topics/fossil-fuels/description Fossil Fuels | Union of Concerned Scientists. (n.d.). Retrieved 26 November 2020, from https://www.ucsusa.org/energy/fossil-fuels © IEOM Society International 645
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Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 Photovoltaic system—Energy Education. (n.d.). Retrieved 28 November 2020, from https://energyeducation.ca/encyclopedia/Photovoltaic_system Project design > Results > Performance Ratio PR. (n.d.). Retrieved 1 December 2020, from https://www.pvsyst.com/help/performance_ratio.htm PVsyst – Logiciel Photovoltaïque. (n.d.). Retrieved 28 November 2020, from https://www.pvsyst.com/ Rahman, A., & Abdelmoniem, S. (2017). Grid tied systems: Blackout solution [Thesis, University of Khartoum]. http://khartoumspace.uofk.edu/handle/123456789/25765 Rayes, E. A. (2018). The Significance of the Logo of NEOM in Plasticizing Contemporary Abstract Artworks. International Education Studies, 11(7), 54. https://doi.org/10.5539/ies.v11n7p54 Renewable and sustainable energy—Energy Education. (n.d.). Retrieved 28 November 2020, from https://energyeducation.ca/encyclopedia/Renewable_and_sustainable_energy Renewable Energy | King Abdullah City for Atomic and Renewable Energy. (n.d.). Retrieved 26 November 2020, from https://www.energy.gov.sa/en/FutureEnergy/RenewableEnergy/Pages/default.aspx Renewable Energy vs. Fossil Fuels for Electricity: Facts and Forecasts—Beachapedia. (n.d.). Retrieved 28 November 2020, from http://www.beachapedia.org/Renewable_Energy_vs._Fossil_Fuels_for_Electricity:_Facts_and_Forecasts Renewables – Global Energy Review 2020 – Analysis. (n.d.). IEA. Retrieved 28 November 2020, from https://www.iea.org/reports/global-energy-review-2020/renewables Ritchie, H., & Roser, M. (2017). Renewable Energy. Our World in Data. https://ourworldindata.org/renewable- energy Roadmap | Saudi Vision 2030. (n.d.). Retrieved 28 November 2020, from https://vision2030.gov.sa/en/vision/roadmap Rubí, Á. R. (2018). Design and modelling of a large-scale PV plant. Undefined. /paper/Design-and-modelling-of-a- large-scale-PV-plant.-Rub%C3%AD/11434855703aaeb0404bad68258ddb6be81e3ea6 Saudi Arabia to export renewable energy using green ammonia. (n.d.). Ammonia Energy Association. Retrieved 28 November 2020, from https://www.ammoniaenergy.org/articles/saudi-arabia-to-export-renewable-energy- using-green-ammonia/ © IEOM Society International 647
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 Saudi Arabia used less crude oil for power generation in 2018—Today in Energy—U.S. Energy Information Administration (EIA). (n.d.). Retrieved 26 November 2020, from https://www.eia.gov/todayinenergy/detail.php?id=39693 See why NEOM will be at the forefront of renewable energy. (n.d.). NEOM. Retrieved 28 November 2020, from http://www.neom.com/ Solar panel—Energy Education. (n.d.). Retrieved 28 November 2020, from https://energyeducation.ca/encyclopedia/Solar_panel Solar panels. (n.d.). Solar Panels | Institute of Physics. Retrieved 28 November 2020, from https://www.iop.org/explore-physics/sustainable-building-design/solar-panels Solar Photovoltaic Technology Basics | Department of Energy. (n.d.). Retrieved 28 November 2020, from https://www.energy.gov/eere/solar/solar-photovoltaic-technology-basics Solar PV – Analysis—IEA. (n.d.). Retrieved 28 November 2020, from https://www.iea.org/reports/solar-pv Solar, wind and nuclear have ‘amazingly low’ carbon footprints, study finds. (2017, December 8). Carbon Brief. https://www.carbonbrief.org/solar-wind-nuclear-amazingly-low-carbon-footprints The Industrial Revolution (article). (n.d.). Khan Academy. Retrieved 26 November 2020, from https://www.khanacademy.org/humanities/big-history-project/acceleration/bhp-acceleration/a/the- industrial-revolution The vision themes | Saudi Vision 2030. (n.d.). Retrieved 28 November 2020, from https://vision2030.gov.sa/en/vision/themes US EPA, O. (2013, March 12). The Sources and Solutions: Fossil Fuels [Overviews and Factsheets]. US EPA. https://www.epa.gov/nutrientpollution/sources-and-solutions-fossil-fuels Biographies Dr. Tayeb Brahimi Dr. Tayeb Brahimi, Assistant Professor at the Department of Electrical and Computer Engineering (ECE), at Effat University, Jeddah, Kingdom of Saudi Arabia, received his Ph.D. (1992) and Master Degree (1987) from Ecole Polytechnique, University of Montreal, Canada. He has worked as Research Scientist under Bombardier Chair/Canadair from 1992 to 1998. In 1998, he joined Jeppesen DataPlan in California, then Peregrine System (acquired by Hewlett-Packard in 2005), as a Technical Support Analyst in Concord (CA). Then, as Quality Assurance Engineer and Consultant for Electronic data interchange (EDI) commercial software in Dallas, Texas. Among other activities, Dr. Tayeb Brahimi is a reviewer for many international journals, invited speaker by the Japan Society of Mechanical Engineering, Japan Turbomachinery Association (Ishikawajima-Harima Heavy Industries, Tokyo), The Gulf Educational Conference as well as the International Conference on Engineering Education & Research (FICEER2015), and participated in Public Debate on Energy organized by the Government of Quebec, Canada (Public Debate on Energy). Current research interest relates to renewable energy, including wind © IEOM Society International 648
Proceedings of the 11th Annual International Conference on Industrial Engineering and Operations Management Singapore, March 7-11, 2021 and solar energy, enhanced oil recovery simulation, thermodynamic of McVittie, and the use of technology to support learning, Engineering education, accreditation, student outcomes, and collaborative and project-based learning in Engineering education. Eng. Amani Alzahrani earned B.S with a first honor degree in Electrical and Computer Engineering in 2020 from King Abdulaziz University (KAU), Jeddah. She trained as a Computer Engineer in the Procter & Gamble (P&G) plant and the Deanship of Information Technology in KAU. She has participated in the 9th Annual Undergraduate Poster Competition with the capstone project. Namely, KAU Aero 01 Flying Wing UAV Flight Controller. Currently, she is a master's student in the Energy Engineering program at Effat University, Jeddah. Eng. Mashael A. Rajeh is a master of Energy Engineering student and Electrical and Computer Engineer. She received her bachelor’s degree from Effat University with a second honor degree in 2019. she worked as a field professional reservoir evaluation engineer at Halliburton in 2019-2020. She finished her internships in two different companies at Saudi Aramco, Dahran, Eastern Province, as an Electrical Engineer, in 2018. At General Electrical, Dammam, Eastern Province as a Maintenance Engineer, in 2017. she did a capstone project about a (Hybrid wind and solar power system) at Effat University in 2019. She participated in Arab Remotely Operation vehicle computation. She is an active IEEE member. She Participated in Saudi Arabia smart grid Conference (SASG2018) with a poster about Hybrid wind and solar power systems. She participated in Saudi Arabia smart grid Conference (SASG2017) with a poster about Solar Roadways. Eng. Shaima Banjar is an architect at Holy Makkah Municipality and a master student in Energy Engineering in renewable energy at Effat University, Jeddah. She earned B.S in architecture and design in 2019 from Effat University, Jeddah, with a first honor degree. She had her internship at Aramco, Dharan, in-office planning department. She has participated in Memariyat international conference with a paper interested in LEED, green buildings, and sustainability. © IEOM Society International 649
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