Molecular fuzzy least squares optimization-based decision making with entropy expert weighting for transparent solar panel installation investments

[1] M. Abdoos, H. Rashidi, P. Esmaeili, H. Yousefi, M. H. Jahangir, Forecasting solar energy generation in the Mediterranean
region up to 2030–2050 using convolutional neural networks (CNN), Cleaner Energy Systems, 10 (2025),
100167. https://doi.org/10.1016/j.cles.2024.100167

[2] J. Abu Qadourah, S. Alnusairat, Integrating aesthetics and sustainability: Evaluating the aesthetic perception of
photovoltaic installation on the apartment building fa¸cade in Jordan, Archnet-IJAR, 2025. https://doi.org/10.
1108/ARCH-02-2024-0038

[3] B. A. Akgul, M. S. Ozyazici, M. F. Hasoglu, Estimation of optimal tilt angles and solar radiation collected by fixed
and tracking solar panels for the Mediterranean region, Turkey Indian Journal of Physics, 98 (2024), 1187-1200.
https://doi.org/10.1007/s12648-023-02894-7

[4] M. Almadhhachi, I. Seres, I. Farkas, Harnessing solar power with aesthetic innovation: An in-depth study on
spherical and hemispherical photovoltaic configurations, Energy Science and Engineering, 12(5) (2024), 1888-1901.
https://doi.org/10.1002/ese3.1717

[5] A. S. Andrade-Arias, G. Kabir, M. Mirmohammadsadeghi, A. Gunasekaran, A. Elizondo-Noriega, Exploring public
perspectives on solar energy adoption in Mexico, Renewable and Sustainable Energy Reviews, 212 (2025), 115410.
https://doi.org/10.1016/j.rser.2025.115410

[6] E. Aramendia, P. E. Brockway, P. G. Taylor, et al., Estimation of useful-stage energy returns on investment for
fossil fuels and implications for renewable energy systems, Natural Energy, 9 (2024), 803-816. https://doi.org/
10.1038/s41560-024-01518-6

[7] B. Ayasi, I. X. V´azquez, M. Saleh, et al., Application of spiking neural networks and traditional artificial neural
networks for solar radiation forecasting in photovoltaic systems in Arab countries, Neural Computing and Applic,
(2025). https://doi.org/10.1007/s00521-025-11066-z

[8] S. Aziz, S. A. Chowdhury, M. Alauddin, Investment risks and policy solutions for renewable electricity in Bangladesh,
Energy for Sustainable Development, 85 (2025), 101605. https://doi.org/10.1016/j.esd.2024.101605

[9] P. Bonomo, F. Frontini, Building integrated photovoltaics (BIPV): Analysis of the technological transfer process
and innovation dynamics in the Swiss building sector, Buildings, 14(6) (2024), 1510. https://doi.org/10.3390/
buildings14061510

[10] P. Bonomo, F. Frontini, R. Loonen, A. H. M. E. Reinders, Comprehensive review and state of play in the use
of photovoltaics in buildings, Energy and Buildings, 323 (2024), 114737. https://doi.org/10.1016/j.enbuild.
2024.114737

[11] A. Borja Block, J. Escarre Palou, M. Courtant, A. Virtuani, G. Cattaneo, M. Roten, H. Y. Li, M. Despeisse, A.
Hessler-Wyser, U. Desai, et al., Colouring solutions for building integrated photovoltaic modules: A review, Energy
and Building, 314 (2024), 114253. https://doi.org/10.1016/j.enbuild.2024.114253

[12] S. Budhiraja, S. Agrawal, N. Sharma, Infrared and visible image fusion based on sparse representation and weighted
least square optimization, IETE Journal of Research, (2025), 1-13. https://doi.org/10.1080/03772063.2025.
2469642

[13] L. Chen, J. Wang, Z. Wu, Y. Yu, M. Zhou, G. Li, 5G and energy internet planning for power and communication
network expansion, Iscience, 27(3) (2024). https://doi.org/10.1016/j.isci.2024.109290

[14] H. Din¸cer, S. Y¨uksel, G. O. Olaru, S. Eti, Integrated information system based on Q-learning algorithm and
multi-objective particle swarm optimization with molecular fuzzy-based decision-making for corporate environmental
investments, Information Sciences, 698 (2025), 121757. https://doi.org/10.1016/j.ins.2024.121757

[15] N. Fahoum, M. Sitbon, Effects of building color, material, and angle on bifacial and transparent solar panels,
Processes, 13(2) (2025), 480. https://doi.org/10.3390/pr13020480

[16] S. Forhad, M. S. Hossen, S. Noman, I. A. Diba, F. Mahmud, M. O. Ullah, M. R. K. Shuvo, Influence of a
dual axis IoT-based off-grid solar tracking system and Wheatstone bridge on efficient energy harvesting and management, Journal of Engineering Research and Reports, 26(3) (2024), 125-136. https://doi.org/10.9734/jerr/
2024/v26i31099

[17] K. Fragkos, G. Charalampous, I. Fountoulakis, K. Papachristopoulou, D. Hadjimitsis, S. Kazadzis, Next-day solar
irradiance forecasting: A preliminary study in Limassol, 2024 3rd International Conference on Energy Transition
in the Mediterranean Area (SyNERGY MED), Limassol, Cyprus, 2024, 1-5, 10.1109/SyNERGYMED62435.2024.
10799286

[18] H. Gholami, A holistic multi-criteria assessment of solar energy utilization on urban surfaces, Energies, 17(21)
(2024), 5328. https://doi.org/10.3390/en17215328

[19] M. Gholami, A. Arefi, A. Hasan, et al., Enhancing energy autonomy of greenhouses with semi-transparent photovoltaic
systems through a comparative study of battery storage systems, Scientific Reports, 15 (2024), 2213.
https://doi.org/10.1038/s41598-025-85418-z

[20] A. Habchi, B. Hartiti, H. Labrim, P. Thevenin, E. Ntsoenzok, Amplification of green hydrogen production using an
innovative new hybrid semi-transparent photovoltaic solar panel integrated with tubular thermoelectric generators,
Applied Energy, 384 (2025), 125464. https://doi.org/10.1016/j.apenergy.2025.125464

[21] A. Hussain, M. Umair, S. Khan, W. B. Alonazi, S. S. Almutairi, A. Malik, Exploring sustainable healthcare:
Innovations in health economics, social policy, and management, Heliyon, 10(13) (2024), e33186. https://doi.
org/10.1016/j.heliyon.2024.e33186

[22] H. A. Kazem, M. T. Chaichan, A. H. Al-Waeli, K. Sopian, Recent advancements in solar photovoltaic tracking
systems: An in-depth review of technologies, performance metrics, and future trends, Solar Energy, 282 (2024),
112946. https://doi.org/10.1016/j.solener.2024.112946

[23] K. Kumba, P. Upender, P. Buduma, M. Sarkar, S. P. Simon, V. Gundu, Solar tracking systems: Advancements,
challenges, and future directions: A review, Energy Reports, 12 (2024), 3566-3583. https://doi.org/10.1016/j.
egyr.2024.09.038

[24] Z. Li, J. Ma, Q. Wang, M. Wang, F. Jiang, Enhancing urban solar irradiation prediction with shadow-attention
graph neural networks: Implications for net-zero energy buildings in New York City, Sustainable Cities and Society,
120 (2025), 106133. https://doi.org/10.1016/j.scs.2025.106133

[25] T. Liu, M. M. Almutairi, J. Ma, A. Stewart, Z. Xing, M. Liu, Y. Cho, Solution-processed thin film transparent
photovoltaics: Present challenges and future development, Nano-Micro Letters, 17(1) (2025), 49. https://doi.org/
10.1007/s40820-024-01547-6

[26] H. Luo, M. Vasiliev, T. He, P. Wang, J. Lyford, V. Rosenberg, C. Li, Transparent solar photovoltaic windows
provide a strong potential for self-sustainable food production in forward-looking greenhouse farming architectures,
Cleaner Engineering and Technology, (2025), 100895. https://doi.org/10.1016/j.clet.2025.100895

[27] X. Luo, Y. Zhang, J. Lu, J. Ge, Multi-objective optimization of the office park building envelope with the goal of
nearly zero energy consumption, Journal of Building Engineering, 84 (2024), 108552. https://doi.org/10.1016/
j.jobe.2024.108552

[28] S. Minazhova, M. Kurrat, B. Ongar, A. Georgiev, Deploying a rooftop PV panels in the southern regions of
Kazakhstan, Energy, (2025), 135205. https://doi.org/10.1016/j.energy.2025.135205

[29] R. Miranda-Jim´enez, O. Vigil-Gal´an, J. R. Gonz´alez-Castillo, A. R. Ter´an-Cuevas, M. E. Guti´errez-Castillo, L.
R. Tovar-G´alvez, Solar PV technologies selection for the design of photovoltaic installations in Mexico based on the
analysis of meteorological satellite data from the region, Atm´osfera, 38 (2024). https://doi.org/10.20937/atm.
53282

[30] Z. Ozturk, M. Terkes, A. Demirci, Optimal planning of hybrid power systems under economic variables and different
climatic regions: A case study of T¨urkiye, Renewable Energy, 232 (2024), 121029. https://doi.org/10.1016/j.
renene.2024.121029

[31] J. A. Pinto, G. L. Tiago Filho, A. L. C. de Jesus, M. D. G. Barbedo, I. F. S. dos Santos, R. M. Barros, F. D.
G. B. da Silva, A comparative analysis of thermosolar and photovoltaic systems for meeting residential hot water
demands, Renewable Energy, (2025), 122652. https://doi.org/10.1016/j.renene.2025.122652

[32] A. Qamili, S. Kapia, Evaluation and integration of photovoltaic (PV) systems in Albanian energy landscape, Solar
Compass, 10 (2024), 100070. https://doi.org/10.1016/j.solcom.2024.100070

[33] S. A. Sadat, K. Mittal, J. M. Pearce, Using investments in solar photovoltaics as inflation hedges, Energies, 18(4)
(2025), 890. https://doi.org/10.3390/en18040890

[34] S. A. Sadat, J. M. Pearce, Techno-economic evaluation of electricity pricing structures on photovoltaic and
photovoltaic-battery hybrid systems in Canada, Renewable Energy, 242 (2025), 22456. https://doi.org/10.1016/
j.renene.2025.122456

[35] J. Shand, E. Glakpe, C. Ivey, Policy implications of implementing residential PV solar energy systems in developing
regions, Energy Policy, 196 (2025), 114414. https://doi.org/10.1016/j.enpol.2024.114414

[36] Y. Shen, W. Liu, H. Din¸cer, S. Y¨uksel, Hybrid molecular fuzzy recommender systems for impact of climate change
on renewable energy performance, Renewable Energy, 245 (2025), 122799. https://doi.org/10.1016/j.renene.
2025.122799

[37] F. Sierro, Y. Blumer, Collective action without community? Perspectives from project developers and participants
in citizen-financed photovoltaic projects, Energy Research and Social Science, 119 (2025), 103856. https://doi.
org/10.1016/j.erss.2024.103856

[38] P. N. Tham, T. D. Thuy, P. K. Nam, E. Papyrakis, Policy uncertainty, public perception, and the preferences for
rooftop solar power systems: A choice experiment study in Vietnam, Renewable and Sustainable Energy Reviews,
208 (2025), 115067. https://doi.org/10.1016/j.rser.2024.115067

[39] A. Tro-Cabrera, R. Lago-Aurrekoetxea, I. Mart´ınez-de-Alegr´ıa, E. Villamor, A. Campos-Celador, A methodology
for assessing rooftop solar photovoltaic potential using GIS open-source software and the EROI constraint, Energy
and Buildings, (2025), 115401. https://doi.org/10.1016/j.enbuild.2025.115401

[40] M. Umair, W. Ahmad, B. Hussain, C. Fortea, M. L. Zlati, V. M. Antohi, Empowering Pakistan’s economy: The
role of health and education in shaping labor force participation and economic growth, Economies, 12(5) (2024), 113.
https://doi.org/10.3390/economies12050113

[41] Y. Wang, S. Lee, C. Li, et al., Techno-economic evaluation of solar photovoltaic power production in China
for sustainable development and the environment, Environ Dev Sustain, (2024). https://doi.org/10.1007/
s10668-024-05837-2

[42] H. Wang, X. Wang, Y. Yin, X. Deng, M. Umair, Evaluation of urban transportation carbon footprint—Artificial
intelligence based solution, Transportation Research Part d: Transport and Environment, 136 (2024), 104406.
https://doi.org/10.1016/j.trd.2024.104406

[43] Z. Wu, Z. Chen, C. Wang, M. Zhou, J. Wang, L. Chen, Unlocking the potential of rooftop solar panels: An incentive
rate structure design, Energy Policy, 190 (2024), 114159. https://doi.org/10.1016/j.enpol.2024.114159

[44] Q. Xuan, N. Yang, M. Kai, C. Wang, B. Jiang, X. Liu, B. Zhao, Combined daytime radiative cooling and solar
photovoltaic/thermal hybrid system for year-round energy saving in buildings, Energy, 304 (2024), 132178. https:
//doi.org/10.1016/j.energy.2024.132178

[45] Y. Zhang, Enhancing solar irradiance prediction for sustainable energy solutions employing a hybrid machine
learning model; improving hydrogen production through Photoelectrochemical device, Applied Energy, 382 (2025),
125280. https://doi.org/10.1016/j.apenergy.2025.125280

[46] H. Zhang, X. Chen, W. Li, R. Peng, J. Ji, X. Su, C. Luo, Energy, economic, emissions analysis of semi-flexible
crystalline silicon photovoltaic system integrated with factory building roofs based on actual electricity load and cost
conditions, Energy and Buildings, 330 (2025), 115358. https://doi.org/10.1016/j.enbuild.2025.115358

[47] T. Zhang, J. Zhai, Z. Shi, Q. Li, J. Cai, Comparison of PV and PV/T systems in different regions of China:
Energy gain, energy cost, energy payback and energy return, Energy and Built Environment, (2024). https://doi.
org/10.1016/j.enbenv.2024.12.001

[48] N. Zhao, J. Zhang, C. Ding, Integrated 3E impacts of photovoltaic systems: A comparative study of panels and
windows, Case Studies in Thermal Engineering, 66 (2025), 105736. https://doi.org/10.1016/j.csite.2024.
105736