Multi-criteria decision-making model for optimal planning of on/off grid hybrid solar, wind, hydro, biomass clean electricity supply

Abstract Worldwide, the emerging trend of hybrid renewable energy sources integration in modern power systems is increasing due to privileged prices and clean electricity supply. However, the optimal planning of rural hybrid systems is a challenging and complex task, especially when different alternatives and sustainability aspects are considered. This paper develops an integrated decision-making approach for the optimal planning of a 100% renewable energy supply system comprising solar, wind, hydro, and biomass sources in a rural area located in Pakistan. An hourly-based design optimization analysis of twelve on/off-grid electrification alternatives is performed. The optimization model simultaneously addresses five sustainability criteria related to economy, reliability, ecology, society, and topography aspects. Furthermore, a novel hybrid decision-making model has developed to identify the unique best configuration with on-grid and off-grid options. The proposed model combines fuzzy analytic hierarchy process, multi-objective optimization based on ratio analysis technique for order of preference by similarity to an ideal solution, and evaluation based on distance from average solution methods. The results reveal that the solar-hydro-biomass battery with a life cycle cost of 10.9 M$ is the top-ranking off-grid system. When the hybrid system is connected to the grid, the solar-hydro-battery has found the most appropriate design with a life cycle cost of 12.96 M$. Both scenarios have a negligible capacity shortage of 0.09%. Ecologically, the optimal off-grid system produces only 408.37 kg/yr of CO2 due to the significant energy share of solar and hydro sources (99.3%). The optimal on-grid system produced the minimum CO2 with 29,177.89 kg/yr compared to other alternatives. Also, employing the optimal on/off-grid designs require land area and jobs of 96.6 m2, 14 jobs, and 118 m2, 15 jobs, respectively. Overall, the developed approach with the presented case study offers a valuable benchmark and guidelines for investors and stakeholders to create realistic investment plans for the energy industry looking to push efficient inducements to encourage the high dissemination of renewables.

[1]  Sara Lumbreras,et al.  Electricity for all: The contribution of large-scale planning tools to the energy-access problem , 2020 .

[2]  A. Ihlal,et al.  A geographical information system-based multi-criteria method for the evaluation of solar farms locations: A case study in Souss-Massa area, southern Morocco , 2019, Energy.

[3]  Jian Xiong,et al.  Multi-objective optimal design of hybrid renewable energy system under multiple scenarios , 2020 .

[4]  Ahmed M. Azmy,et al.  A systematic decision-making approach for planning and assessment of hybrid renewable energy-based microgrid with techno-economic optimization: A case study on an urban community in Egypt , 2020, Sustainable Cities and Society.

[5]  M. Basu,et al.  Modeling of an autonomous hybrid renewable energy system for electrification of a township: A case study for Sikkim, India , 2021 .

[6]  Andrés Honrubia-Escribano,et al.  An AHP-based multi-criteria model for sustainable supply chain development in the renewable energy sector , 2020, Expert Syst. Appl..

[7]  Dragan Pamucar,et al.  A comparative assessment of solid waste management performance in the Nordic countries based on BWM-EDAS , 2020 .

[8]  Enrique Herrera-Viedma,et al.  A new multi-criteria decision model based on incomplete dual probabilistic linguistic preference relations , 2020, Appl. Soft Comput..

[9]  Amar Bennadji,et al.  Multi-criteria evaluation of renewable energy alternatives for electricity generation in a residential building , 2019, Renewable and Sustainable Energy Reviews.

[10]  Seyed Ali Mousavi,et al.  Decision-making between renewable energy configurations and grid extension to simultaneously supply electrical power and fresh water in remote villages for five different climate zones , 2021 .

[11]  D. John Morrow,et al.  A state-of-the-art techno-economic review of distributed and embedded energy storage for energy systems , 2019, Energy.

[12]  Akhtar Kalam,et al.  Optimal sizing and energy management of stand-alone hybrid photovoltaic/wind system based on hydrogen storage considering LOEE and LOLE reliability indices using flower pollination algorithm , 2019, Renewable Energy.

[13]  Yufeng Yao,et al.  Integrated supply–demand energy management for optimal design of off-grid hybrid renewable energy systems for residential electrification in arid climates , 2020 .

[14]  W. Zimmerman,et al.  Investigating biodiesel production strategies as a sustainable energy resource for Pakistan , 2020, Journal of Cleaner Production.

[15]  Agustín M. Delgado-Torres,et al.  Preliminary assessment of innovative seawater reverse osmosis (SWRO) desalination powered by a hybrid solar photovoltaic (PV) - Tidal range energy system , 2020 .

[16]  Shankar Chakraborty,et al.  A Fuzzy-MOORA approach for ERP system selection , 2012 .

[17]  Edmundas Kazimieras Zavadskas,et al.  Multi-Criteria Decision-Making (MCDM) for the Assessment of Renewable Energy Technologies in a Household: A Review , 2020 .

[18]  Daniel Burmester,et al.  A comparison of metaheuristics for the optimal capacity planning of an isolated, battery-less, hydrogen-based micro-grid , 2020 .

[19]  U.G.K. Mulleriyawage,et al.  Impact of demand side management on optimal sizing of residential battery energy storage system , 2021, Renewable Energy.

[20]  Claudia Eckert,et al.  A review of fuzzy AHP methods for decision-making with subjective judgements , 2020, Expert Syst. Appl..

[21]  Marc A. Rosen,et al.  Sizing a stand-alone solar-wind-hydrogen energy system using weather forecasting and a hybrid search optimization algorithm , 2019, Energy Conversion and Management.

[22]  Chao Ma,et al.  A review on recent sizing methodologies of hybrid renewable energy systems , 2019, Energy Conversion and Management.

[23]  Siming You,et al.  Optimal design of negative emission hybrid renewable energy systems with biochar production , 2019, Applied Energy.

[24]  E. Worrell,et al.  Review of indicators for sustainable energy development , 2020 .

[25]  A. A. Eras-Almeida,et al.  Decarbonizing the Galapagos Islands: Techno-Economic Perspectives for the Hybrid Renewable Mini-Grid Baltra–Santa Cruz , 2020, Sustainability.

[26]  Mosè Rossi,et al.  A MILP algorithm for the optimal sizing of an off-grid hybrid renewable energy system in South Tyrol , 2020 .

[27]  Hossein Karimi,et al.  A new hybrid decision-making framework to rank power supply systems for government organizations: A real case study , 2020 .

[28]  A. M. Almeshal,et al.  Biogas potential for electric power generation in Pakistan: A survey , 2016 .

[29]  Farhad Taghizadeh‐Hesary,et al.  Energy security in Pakistan: Perspectives and policy implications from a quantitative analysis , 2020 .

[30]  R. Rüther,et al.  The complementary nature between wind and photovoltaic generation in Brazil and the role of energy storage in utility-scale hybrid power plants , 2020 .

[31]  A. Hatata,et al.  A feasibility study of small hydro power for selected locations in Egypt , 2019, Energy Strategy Reviews.

[32]  Alireza Askarzadeh,et al.  Design optimization of a hybrid system subject to reliability level and renewable energy penetration , 2020 .

[33]  Priyadarshi Tapas Ranjan Swain,et al.  Composite material selection for structural applications based on AHP-MOORA approach , 2020 .

[34]  Imran Mahmood,et al.  Electricity supply pathways based on renewable resources: A sustainable energy future for Pakistan , 2020 .

[35]  T. Ma,et al.  Hybrid pumped hydro and battery storage for renewable energy based power supply system , 2020 .

[36]  R. P. Saini,et al.  Dispatch strategies based performance analysis of a hybrid renewable energy system for a remote rural area in India , 2020 .

[37]  Robert Sroufe,et al.  Towards a sustainable environment: The nexus between ISO 14001, renewable energy consumption, access to electricity, agriculture and CO2 emissions in SAARC countries , 2020, Sustainable Production and Consumption.

[38]  Martin Anda,et al.  Stand-Alone Microgrid with 100% Renewable Energy: A Case Study with Hybrid Solar PV-Battery-Hydrogen , 2020, Sustainability.

[39]  Yunna Wu,et al.  A decision framework of low-speed wind farm projects in hilly areas based on DEMATEL-entropy-TODIM method from the sustainability perspective: A case in China , 2020 .

[40]  Abdelfatah M. Mohamed,et al.  Optimized energy management strategy for grid connected double storage (pumped storage-battery) system powered by renewable energy resources , 2020 .

[41]  Shengwen Shu,et al.  A data-driven distributionally robust optimization model for multi-energy coupled system considering the temporal-spatial correlation and distribution uncertainty of renewable energy sources , 2021, Energy.

[42]  Tomonobu Senjyu,et al.  Operation of conventional and unconventional energy sources to drive a reverse osmosis desalination plant in Sinai Peninsula, Egypt , 2019 .

[43]  Jinqing Peng,et al.  Techno-economic design optimization of hybrid renewable energy applications for high-rise residential buildings , 2020 .

[44]  C. Breyer,et al.  Low-cost renewable electricity as the key driver of the global energy transition towards sustainability , 2021, Energy.

[45]  Morteza Yazdani,et al.  A state-of the-art survey of TOPSIS applications , 2012, Expert Syst. Appl..

[46]  Chih-Ta Tsai,et al.  Analysis and Sizing of Mini-Grid Hybrid Renewable Energy System for Islands , 2020, IEEE Access.

[47]  Russell McKenna,et al.  Reviewing energy system modelling of decentralized energy autonomy , 2020, 2011.05915.

[48]  Ramchandra Bhandari,et al.  Hybrid off-grid renewable power system for sustainable rural electrification in Benin , 2020 .

[49]  Tausif Ali,et al.  A hybrid multi-criteria decision-making approach to solve renewable energy technology selection problem for Rohingya refugees in Bangladesh , 2020 .

[50]  M. R. Elkadeem,et al.  Feasibility analysis and optimization of an energy-water-heat nexus supplied by an autonomous hybrid renewable power generation system: An empirical study on airport facilities , 2021 .

[51]  Muhammad Mudassar,et al.  Towards empowerment of the renewable energy sector in Pakistan for sustainable energy evolution: SWOT analysis , 2020 .

[52]  Ankit Bhatt,et al.  Feasibility and sensitivity analysis of an off-grid micro hydro–photovoltaic–biomass and biogas–diesel–battery hybrid energy system for a remote area in Uttarakhand state, India , 2016 .

[53]  Q. Tan,et al.  Evaluation of the risk and benefit of the complementary operation of the large wind-photovoltaic-hydropower system considering forecast uncertainty , 2021 .

[54]  A.M. Rosso-Cerón,et al.  Soft computing tool for aiding the integration of hybrid sustainable renewable energy systems, case of Putumayo, Colombia , 2021 .

[55]  Arvind R. Singh,et al.  A review of multi criteria decision making (MCDM) towards sustainable renewable energy development , 2017 .

[56]  C. Breyer,et al.  Energy transition roadmap towards 100% renewable energy and role of storage technologies for Pakistan by 2050 , 2018 .

[57]  Mustafizur Rahman,et al.  Assessment of energy storage technologies: A review , 2020 .

[58]  M. Akhtari,et al.  Techno-economic assessment and optimization of a hybrid renewable co-supply of electricity, heat and hydrogen system to enhance performance by recovering excess electricity for a large energy consumer , 2019, Energy Conversion and Management.

[59]  B. Berbaoui,et al.  An applied methodology for optimal sizing and placement of hybrid power source in remote area of South Algeria , 2020 .

[60]  E. Baltas,et al.  Investigation of hybrid renewable energy system (HRES) for covering energy and water needs on the Island of Karpathos in Aegean Sea , 2021 .

[61]  J. Mulopo,et al.  A review of Africa's transition from fossil fuels to renewable energy using circular economy principles , 2021 .

[62]  C. Yoo,et al.  Sustainable and reliable design of reverse osmosis desalination with hybrid renewable energy systems through supply chain forecasting using recurrent neural networks , 2019, Energy.

[63]  E. MacA. Gray,et al.  Optimization of renewable hybrid energy systems – A multi-objective approach , 2019, Renewable Energy.

[64]  Paolo Maria Congedo,et al.  A literature review and statistical analysis of photovoltaic-wind hybrid renewable system research by considering the most relevant 550 articles: An upgradable matrix literature database , 2021, Journal of Cleaner Production.

[65]  Tefera Mekonnen Azerefegn,et al.  Techno-economic analysis of grid-integrated PV/wind systems for electricity reliability enhancement in Ethiopian industrial park , 2020 .

[66]  Giovanni Lutzemberger,et al.  Economic multi-objective approach to design off-grid microgrids: A support for business decision making , 2020 .

[67]  S. Salisu,et al.  Assessment of technical and economic feasibility for a hybrid PV-wind-diesel-battery energy system in a remote community of north central Nigeria , 2019 .

[68]  Huiling Chen,et al.  Multi-objective optimization and multi-criteria decision-making methods for optimal design of standalone photovoltaic system: A comprehensive review , 2021, Renewable and Sustainable Energy Reviews.

[69]  Umashankar Subramaniam,et al.  SWOT analysis: A framework for comprehensive evaluation of drivers and barriers for renewable energy development in significant countries , 2020, Energy Reports.

[70]  V. Cozzani,et al.  Towards green transition of touristic islands through hybrid renewable energy systems. A case study in Tenerife, Canary Islands , 2021 .

[71]  Agnimitra Biswas,et al.  Techno-economic optimization of an off-grid hybrid renewable energy system using metaheuristic optimization approaches – Case of a radio transmitter station in India , 2019, Energy Conversion and Management.

[72]  R. Schaeffer,et al.  Energy system transitions and low-carbon pathways in Australia, Brazil, Canada, China, EU-28, India, Indonesia, Japan, Republic of Korea, Russia and the United States , 2021 .

[73]  Kaan Deveci,et al.  A modified interval valued intuitionistic fuzzy CODAS method and its application to multi-criteria selection among renewable energy alternatives in Turkey , 2020, Appl. Soft Comput..

[74]  Lei Xu,et al.  Probabilistic load forecasting for buildings considering weather forecasting uncertainty and uncertain peak load , 2019, Applied Energy.

[75]  S. Barakat,et al.  Techno-economic analysis for rustic electrification in Egypt using multi-source renewable energy based on PV/ wind/ FC , 2020 .

[76]  Rehan Jamil,et al.  Hydroelectricity consumption forecast for Pakistan using ARIMA modeling and supply-demand analysis for the year 2030 , 2020 .

[77]  M. Ahmar,et al.  A techno-economic assessment of hybrid energy systems in rural Pakistan , 2021 .

[78]  Mahmoud F. Elmorshedy,et al.  Coordinated power management and optimized techno-enviro-economic design of an autonomous hybrid renewable microgrid: A case study in Egypt , 2020 .

[79]  Y. Hao,et al.  Assessment of the Public Acceptance and Utilization of Renewable Energy in Pakistan , 2021, SSRN Electronic Journal.

[80]  Shaorong Wang,et al.  A two-stage multi-attribute analysis method for city-integrated hybrid mini-grid design , 2020 .

[81]  Zulkurnain Abdul-Malek,et al.  A multi-criteria framework for designing of stand-alone and grid-connected photovoltaic, wind, battery clean energy system considering reliability and economic assessment , 2021 .

[82]  Dejian Yu,et al.  Tracing knowledge diffusion of TOPSIS: A historical perspective from citation network , 2020, Expert Syst. Appl..

[83]  C. Flox,et al.  Redox flow batteries: Status and perspective towards sustainable stationary energy storage , 2021, Journal of Power Sources.

[84]  M. R. Elkadeem,et al.  Feasibility analysis and techno-economic design of grid-isolated hybrid renewable energy system for electrification of agriculture and irrigation area: A case study in Dongola, Sudan , 2019, Energy Conversion and Management.

[85]  Daniel C W Tsang,et al.  A critical review on livestock manure biorefinery technologies: Sustainability, challenges, and future perspectives , 2021 .

[86]  Hamed Zamani-Sabzi,et al.  Improving renewable energy policy planning and decision-making through a hybrid MCDM method , 2020, Energy Policy.

[87]  G. N. Marichal,et al.  Assessment of Hybrid Renewable Energy Systems to supplied energy to Autonomous Desalination Systems in two islands of the Canary Archipelago , 2019, Renewable and Sustainable Energy Reviews.

[88]  E. Worrell,et al.  Barriers to investment in utility-scale variable renewable electricity (VRE) generation projects , 2018, Renewable Energy.

[89]  Yunna Wu,et al.  A geographical information system based multi-criteria decision-making approach for location analysis and evaluation of urban photovoltaic charging station: A case study in Beijing , 2020 .

[90]  C. E. Borges,et al.  A critical analysis on hybrid renewable energy modeling tools: An emerging opportunity to include social indicators to optimise systems in small communities , 2020 .

[91]  M. Parsa Moghaddam,et al.  Optimal planning of hybrid renewable energy systems using HOMER: A review , 2016 .

[92]  Zhao Yang Dong,et al.  Review of optimal methods and algorithms for sizing energy storage systems to achieve decarbonization in microgrid applications , 2020 .

[93]  Maamar Bettayeb,et al.  Modelling and performance analysis of a stand-alone hybrid solar PV/Fuel Cell/Diesel Generator power system for university building , 2019, Energy.

[94]  Dequn Zhou,et al.  Feasibility assessment of a hybrid PV/diesel/battery power system for a housing estate in the severe cold zone—A case study of Harbin, China , 2019, Energy.

[95]  E. Worrell,et al.  Sustainable energy development: History of the concept and emerging themes , 2021 .

[96]  Y. Mulugetta,et al.  Optimal mapping of hybrid renewable energy systems for locations using multi-criteria decision-making algorithm , 2019, Renewable Energy.

[97]  M. R. Elkadeem,et al.  Optimal sizing and techno-enviro-economic feasibility assessment of large-scale reverse osmosis desalination powered with hybrid renewable energy sources , 2020 .

[98]  Muhammad Kamran,et al.  Current status and future success of renewable energy in Pakistan , 2018 .

[99]  Ramesh C. Bansal,et al.  Integrated assessment of a sustainable microgrid for a remote village in hilly region , 2019, Energy Conversion and Management.

[100]  Om Krishan,et al.  Techno-economic analysis of a hybrid renewable energy system for an energy poor rural community , 2019, Journal of Energy Storage.

[101]  Firas Basim Ismail,et al.  Uncertainty models for stochastic optimization in renewable energy applications , 2020, Renewable Energy.

[102]  Meng Shao,et al.  A review of multi-criteria decision making applications for renewable energy site selection , 2020, Renewable Energy.

[103]  Edmundas Kazimieras Zavadskas,et al.  Multi-Criteria Inventory Classification Using a New Method of Evaluation Based on Distance from Average Solution (EDAS) , 2015, Informatica.

[104]  P. Zhou,et al.  Do environmental management systems help improve corporate sustainable development? Evidence from manufacturing companies in Pakistan , 2019, Journal of Cleaner Production.

[105]  Aliye Ayca Supciller,et al.  Selection of wind turbines with multi-criteria decision making techniques involving neutrosophic numbers: A case from Turkey , 2020 .

[106]  Nader Karimi,et al.  Techno-economic assessment and optimization of a hybrid renewable earth - air heat exchanger coupled with electric boiler, hydrogen, wind and PV configurations , 2020, Renewable Energy.

[107]  S. Rehman,et al.  Feasibility evaluation of a hybrid renewable power generation system for sustainable electricity supply in a Moroccan remote site , 2020 .

[108]  A. Tiwary,et al.  A community-scale hybrid energy system integrating biomass for localised solid waste and renewable energy solution: Evaluations in UK and Bulgaria , 2019, Renewable Energy.

[109]  B. Giannetti,et al.  Cleaner production for achieving the sustainable development goals , 2020, Journal of Cleaner Production.

[110]  M. Baseer,et al.  Techno-economic design and evaluation of hybrid energy systems for residential communities: Case study of Jubail industrial city , 2019, Journal of Cleaner Production.

[111]  Shantha Gamini Jayasinghe,et al.  A review on recent size optimization methodologies for standalone solar and wind hybrid renewable energy system , 2017 .

[112]  Zulkurnain Abdul-Malek,et al.  Multi-criteria optimal design of hybrid clean energy system with battery storage considering off- and on-grid application , 2021 .

[113]  Shu-Ping Wan,et al.  Interactive multi-criteria group decision-making with probabilistic linguistic information for emergency assistance of COVID-19 , 2021, Applied Soft Computing.

[114]  Martin János Mayer,et al.  Environmental and economic multi-objective optimization of a household level hybrid renewable energy system by genetic algorithm , 2020, Applied Energy.

[115]  Behzad Najafi,et al.  Economic feasibility analysis and optimization of hybrid renewable energy systems for rural electrification in Peru , 2020, Clean Technologies and Environmental Policy.

[116]  Mohammad Amin Vaziri Rad,et al.  Techno-economic analysis of a hybrid power system based on the cost-effective hydrogen production method for rural electrification, a case study in Iran , 2020 .

[117]  Muhammad Mudassar,et al.  Designing and economic aspects of run-of-canal based micro-hydro system on Balloki-Sulaimanki Link Canal-I for remote villages in Punjab, Pakistan , 2019, Renewable Energy.

[118]  Francisco Jurado,et al.  Energy control and size optimization of a hybrid system (photovoltaic-hidrokinetic) using various storage technologies , 2020 .

[119]  Driss Benhaddou,et al.  Design and energy management optimization for hybrid renewable energy system- case study: Laayoune region , 2019, Renewable Energy.

[120]  M. Kashif Shahzad,et al.  Techno-economic feasibility analysis of a solar-biomass off grid system for the electrification of remote rural areas in Pakistan using HOMER software , 2017 .