Abstract
A novel off-grid hybrid power generation system for domestic use that can generate electricity using solar photovoltaic (PV) cells and municipal solid waste to power a diesel-alternator power generation system is examined in this paper in relation to Sustainable Development Goal 13. The analysis has been carried out with its diverse year-round climatic conditions. For the solar PV unit, the amount of annual electricity production is 60 kWh, and the annual levelized cost of electricity in ₹/kWh is 4.17. The values of annual average energy efficiency of the hybrid power poly generation system are 18.61%, exergy efficiency 51.94%, and electrical efficiency 13.02% for the 1st energy system as mentioned. In addition, the annual average energy efficiency of the 2nd energy system is 14.17%. Additionally, the energy management system uses a random forest machine learning technique to forecast how best to use resources for maximum productivity and power consistency. For the first energy system, the WPO20BG20 fuel combination represented the best composite score and the ideal weight of fuel types in terms of energy and exergy efficiency. The 2nd energy system model identified the optimal temperature and isolation as 25.86 °C and 4750.30 Wh/m2 for maximum energy efficiency, respectively.














Similar content being viewed by others
Data availability
The necessary data will be made available on request.
References
Anand P, Bath SK, Rizwan M (2019) Renewable energy-based hybrid model for rural electrification. Int J Energy Technol Policy 15:86–113
Barla RJ, Raghuvanshi S, Gupta S (2024) A comprehensive review of flue gas bio-mitigation: chemolithotrophic interactions with flue gas in bio-reactors as a sustainable possibility for technological advancements. Environ Sci Pollut Res 31:33165–33189. https://doi.org/10.1007/s11356-024-33407-6
Barakat S, Samy M, Eteiba, Wahba WI (2016) Int J Emerg Electr Power Syst 17(5):519–528. https://doi.org/10.1515/ijeeps-2016-0056
Chauhan A, Saini RP (2017) Size optimization and demand response of a stand-alone integrated renewable energy system. Energy 124:59–73. https://doi.org/10.1016/j.energy.2017.02.049
Das AK, Mohapatra T, Panda AK (2023) Multiple response optimization for performance and emission of a CI engine using waste plastic oil and biogas in dual fuel mode operation. Sustain Energy Technol Assess 57:103170. https://doi.org/10.1016/j.seta.2023.103170
Das AK, Sahoo SS, Panda AK (2021) Production of waste plastics oil and its prospective use in a variable compression CI engine. J Hazard Toxic Radioact Waste 25(3):04021008. https://doi.org/10.1061/(ASCE)HZ.2153-5515.00006
Das LM, Gulati R, Gupta PK (2000) A comparative evaluation of the performance characteristics of a spark ignition engine using hydrogen and compressed natural gas as alternative fuels. Int J Hydrogen Energy 25:783–793. https://doi.org/10.1016/S0360-3199(99)00103-2
El-Houari H, Allouhi A, Rehman S, Buker MS, Kousksou T, Jamil A, El Amrani B (2020) Feasibility evaluation of a hybrid renewable power generation system for sustainable electricity supply in a Moroccan remote site. J Clean Prod 277:123534. https://doi.org/10.1016/j.jclepro.2020.123534
Estimated renewable energy share of electricity production in India (MOP, 2023). https://powermin.gov.in/en/content/power-sector-glance-all-india
Hossain MS, Jahid A, Islam KZ, Rahman MF (2020) Solar PV and biomass resources-based sustainable energy supply for off-grid cellular base stations. IEEE Access : Practical Innovations Open Solutions 8:53817–53840. https://doi.org/10.1109/ACCESS.2020.2978121
Hüner B (2025) Techno-economic assessment of hydrogen refueling station with PV-assisted green hydrogen production: a case study for Osmaniye. Renew Energy 255:123813. https://doi.org/10.1016/j.renene.2025.123813
Kasaeian A, Rahdan P, Rad MAV, Yan WM (2019) Optimal design and technical analysis of a grid-connected hybrid photovoltaic/diesel/biogas under different economic conditions: a case study. Energy Convers Manag 198:111810. https://doi.org/10.1016/j.enconman.2019.111810
Lazarov V, Notton G. Zarkov Z, Bochev I (2005) Hybrid power systems with renewable energy sources - types, structures, trends for research and development. Eleventh International Conference on Electrical Machines, Drives and Power Systems ELMA 2005.
Liew C, Li H, Nuszkowski J, Liu S, Gatts T, Atkinson RC (2010) An experimental investigation of the combustion process of a heavy-duty diesel engine enriched with H2. Int J Hydrogen Energy 35:11357–11365. https://doi.org/10.1016/j.ijhydene.2010.06.023
Maqbool F, Kumar L, Soomro MI, Harijan K (2025) Global advancement of solar photovoltaic thermal technologies integrated with membrane distillation systems: a comprehensive review. Environ Sci Pollut Res Int 32:9361–9411. https://doi.org/10.1007/s11356-025-36279-6
Mandelli S, Barbieri J, Mereu R, Colombo E (2016) Off-grid systems for rural electrification in developing countries: definitions, classification and a comprehensive literature review. Renew Sustain Energy Rev 58:1621–1646. https://doi.org/10.1016/j.rser.2015.12.338
Mohamed HS, Menoufi K, Shehata N (2019) Design and optimization of a grid-tied PV- biomass hybrid renewable energy system with battery storage. A case study for a small building in Hurghada (Egypt). Int J Sci Technol Res 8(10):2582–2587
Mouaky A, Rachek A (2020) Energetic, exergetic and exergeoeconomic assessment of a hybrid solar/biomass poylgeneration system: a case study of a rural community in a semi-arid climate. Renew Energy 158:280–296. https://doi.org/10.1016/j.renene.2020.05.135
Muh E, Tabet F (2019) Comparative analysis of hybrid renewable energy systems for off-grid applications in Southern Cameroons. Renew Energy 135:41–54. https://doi.org/10.1016/j.renene.2018.11.105
Namuli R, Jaumard B, Awasthi A, Pillay P (2013) Optimization of biomass waste to energy conversion systems for rural grid-connected applications. Appl Energy 102:1013–1021. https://doi.org/10.1016/j.apenergy.2012.06.011
NASA Surface Meteorology and Solar Energy website (NASA, 2020) https://power.larc.nasa.gov/
Pantaleo AM, Camporeale SM, Sorrentino A, Miliozzi A, Shah N, Markides CN (2020) Hybrid solar-biomass combined Brayton/organic Rankine-cycle plants integrated with thermal storage: techno-economic feasibility in selected Mediterranean areas. Renew Energy 147:2913–2931. https://doi.org/10.1016/j.renene.2018.08.022
Saha S, Kowsar A, Debnath SC, Ahmed K, Alam F (2025) Techno-economic analysis of integrated PV/biogas/wind/hydrogen polygeneration energy systems for green transportation in Bangladesh context,. Rnewable Energy Focus 54:100707. https://doi.org/10.1016/j.ref.2025.100707
Thomas S, Sahoo SS, Ajithkumar G, Thomas S, Rout A, Mahapatra SK (2022) Socio-economic and environmental analysis on solar thermal energy-based polygeneration system for rural livelihoods applications on an Island through interventions in the energy-water-food nexus. Energy Convers Manage 270:116235. https://doi.org/10.1016/j.enconman.2022.116235
Thomas SJ, Thomas S, Sahoo SS, AjithKumar G, Awad MM (2023) Solar parks: a review on impacts, mitigation mechanism through agrivoltaics and techno-economic analysis. Energy Nexus 11:100220. https://doi.org/10.1016/j.nexus.2023.100220
Tostado-Véliz M, Arévalo P, Jurado F (2021a) A comprehensive electrical-gas-hydrogen microgrid model for energy management applications. Energy Convers Manage 228:113726
Tostado-Véliz M, Arévalo P, Jurado F (2021b) An optimization framework for planning wayside and on-board hybrid storage systems for tramway applications. J Energy Storage 43:103207
Acknowledgements
Authors acknowledge the Government of Odisha for the all data required for the calculations in this work.
Funding
The authors declare that no funds, grants, or other support were received during the preparation of this manuscript.
Author information
Authors and Affiliations
Contributions
All authors contributed to the study conception and design. Material preparation, and data collection and analysis were performed by Amar Kumar Das, Hitesh Mohapatra, and Soumya Ranjan Mishra. The first draft of the manuscript was written by Amar Kumar Das Overall supervision and project administration were carried out by Sudhansu S. Sahoo. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Ethical approval
NA.
Consent to participate
As per Journal Guideleines.
Consent to publish
As per the Journal Guidelines.
Competing interests
No Competing Interests.
Additional information
Responsible Editor: Philippe Garrigues
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Das, A.K., Mohapatra, H., Mishra, S.R. et al. Exploring the synergistic potential of a hybrid PV-biogas power generation system for smart city electrification by sustainable thermo-exergetic and environmental analysis using a forest machine learning approach. Environ Sci Pollut Res (2025). https://doi.org/10.1007/s11356-025-37237-y
Received:
Accepted:
Published:
Version of record:
DOI: https://doi.org/10.1007/s11356-025-37237-y

