Multi-Criteria Site Suitability Assessment for Nearshore Floating Solar Photovoltaic Systems in the Gulf of Thailand: Integrating Hydrodynamic, Economic, and Environmental Factors
Department of Energy Technology, Faculty of Engineering and Industry Technology, Rambhai Barni Rajabhat University, Chanthaburi 22000, Thailand
Department of Energy Technology, Faculty of Engineering and Industry Technology, Rambhai Barni Rajabhat University, Chanthaburi 22000, Thailand
Department of Maritime Engineering, Faculty of International Maritime Studies, Kasetsart University, Sriracha Campus, Chonburi 20230, Thailand
DOI: https://doi.org/10.36956/sms.v8i2.3210
Received: 20 March 2026 | Revised: 6 April 2026 | Accepted: 15 April 2026 | Published: 7 May 2026
Copyright © 2026 Kornpaphop Ruttanawijit, Taweesup Desua, Yodchai Tiaple. Published by Nan Yang Academy of Sciences Pte. Ltd.
This is an open access article under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) License.
Abstract
The paper provides a macro-level screening procedure for nearshore floating photovoltaic (N-FPV) suitability using province-level analysis based on Analytic Hierarchy Process (AHP)-Technique for Order Preference by Similarity to Ideal Solution (TOPSIS) multi-criteria decision making supported by entropy objective weighting validation. The study assesses nine coastal provinces based on the following factors: irradiance, wave height, wind velocity, tidal range, coastal erosion, current velocity, proximity to existing grids, and industrial demand utilizing ERA5 reanalysis data (2019–2023) validated by 31 in-situ stations in the region. The inter-factor independence is confirmed with Pearson correlation analysis (|r| < 0.70 for all pairings), and asymmetric wind factor penalties are introduced to improve the physical realism of the ranking. Rayong (Ci = 0.741) and Chonburi (Ci = 0.682) are selected as tier 1 regions because of their high irradiance levels (5.15–5.29 kWh/m2/day), moderate waves (Hs = 0.48–0.52 m), and high-quality industrial infrastructure along the Eastern Economic Corridor. The results are further validated with ViseKriterijumska Optimizacija I Kompromisno Resenje (VIKOR) cross-checking, entropy weighting, demand proxy analysis, and criteria structure modification. The proposed approach shows strong stability to weight perturbations of up to ±22%. A techno-economic analysis of a 10 MWp system results in a range of Levelized Cost of Electricity (LCOE) values between $0.096–$0.111/kWh (Monte Carlo 50th percentile (P50): $0.097–$0.112/kWh). The scale analysis reveals a 12–18% reduction in costs per kilowatt of output at 5–50 MWp capacity levels. Project feasibility relies heavily on corporate power purchase agreements at or above $0.12/kWh; currently, the feed-in tariff is at $0.08/kWh, which leads to negative returns. Carbon credits can provide additional income. The results can be interpreted as provincial tiers before the actual screening of site locations; Geographic Information System (GIS) exclusion mapping and extreme-event studies should be considered mandatory.
Keywords: AHP-TOPSIS; Province-Level Pre-Screening; Eastern Economic Corridor; Levelized Cost of Electricity; Corporate Power Purchase Agreement; Marine Renewable Energy
References
[1] International Energy Agency (IEA), 2024. Renewables 2024: Analysis and Forecast to 2030. IEA: Paris, France.
[2] Bai, B., Xiong, S., Ma, X., et al., 2024. Assessment of Floating Solar Photovoltaic Potential in China. Renewable Energy. 220, 119572. DOI: https://doi.org/10.1016/j.renene.2023.119572
[3] Oliveira-Pinto, S., Stokkermans, J., 2020. Marine Floating Solar Plants: An Overview of Potential, Challenges and Feasibility. Maritime Engineering. 173(4), 120–135. DOI: https://doi.org/10.1680/jmaen.2020.10
[4] Gadzanku, S., Joshi, P., Rosenlieb, E., 2023. Enabling Floating Solar Photovoltaic (FPV) Deployment: FPV Technical Potential Assessment for Southeast Asia. National Renewable Energy Laboratory (NREL): Golden, CO, USA. Available from: https://asiacleanenergyforum.adb.org/wp-content/uploads/2023/06/Sika-Gadzanku.pdf
[5] Djalab, A., Djalab, Z., El Hammoumi, A., et al., 2024. A Comprehensive Review of Floating Photovoltaic Systems: Tech Advances, Marine Environmental Influences on Offshore PV Systems, and Economic Feasibility Analysis. Solar Energy. 277, 112711. DOI: https://doi.org/10.1016/j.solener.2024.112711
[6] Energy Policy and Planning Office (EPPO), 2024. Thailand Power Development Plan 2024–2037 (PDP2024). EPPO: Bangkok, Thailand. Available from: https://www.erc.or.th/th/power-development (in Thai)
[7] Yanagi, T., Takao, T., 1998. Seasonal Variation of Three-Dimensional Circulations in the Gulf of Thailand. La Mer. 36, 43–55. Available from: https://www.sfjo-lamer.org/la_mer/36-2/36-2-1.pdf
[8] Aschariyaphotha, N., Wongwises, P., Wongwises, S., et al., 2008. Simulation of Seasonal Circulations and Thermohaline Variabilities in the Gulf of Thailand. Advances in Atmospheric Sciences. 25, 489–506. DOI: https://doi.org/10.1007/s00376-008-0489-3
[9] Saramul, S., Ezer, T., 2014. On the Dynamics of Low Latitude, Wide and Shallow Coastal System: Numerical Simulations of the Upper Gulf of Thailand. Ocean Dynamics. 64, 557–571. DOI: https://doi.org/10.1007/s10236-014-0703-z
[10] Benjamins, S., Williamson, B., Billing, S.L., et al., 2024. Potential Environmental Impacts of Floating Solar Photovoltaic Systems. Renewable and Sustainable Energy Reviews. 199, 114463. DOI: https://doi.org/10.1016/j.rser.2024.114463
[11] Wu, S., Jiang, N., Zhang, S., et al., 2024. Discussion on the Development of Offshore Floating Photovoltaic Plants, Emphasizing Marine Environmental Protection. Frontiers in Marine Science. 11, 1336783. DOI: https://doi.org/10.3389/fmars.2024.1336783
[12] Rodríguez-Gallegos, C.D., Gandhi, O., Sun, H., et al., 2025. Global Assessment of Offshore Floating Photovoltaics: Technical Potential, Cost Competitiveness, and Deployment Pathway. Energy and Environmental Science. 18, 10537–10562.
[13] Martinez, A., Iglesias, G., 2024. Floating Solar Photovoltaics in the Mediterranean Sea: Mapping and Sensitivity Analysis of the Levelised Cost of Energy. Journal of Cleaner Production. 467, 142983. DOI: https://doi.org/10.1016/j.jclepro.2024.143534
[14] Karipoğlu, F., Koca, K., İlbahar, E., 2024. Convenient Site Selection of a Floating PV Power Plant in Türkiye by Using GIS-Fuzzy Analytical Hierarchy Process. Environmental Science and Pollution Research. 31, 23193–23210. DOI: https://doi.org/10.1007/s11356-024-32470-3
[15] Islam, M.R., Aziz, M.T., Alauddin, M., et al., 2024. Site Suitability Assessment for Solar Power Plants in Bangladesh: A GIS-Based AHP and MCDA Approach. Renewable Energy. 220, 119595. DOI: https://doi.org/10.1016/j.renene.2023.119595
[16] Grace, C.A., Soundranayagam, J.P., Promilton, A.J., et al. 2025. Integrating Remote Sensing and Geospatial-Based Comprehensive Multi-Criteria Decision Analysis Approach for Sustainable Coastal Solar Site Selection in Southern India. ISPRS International Journal of Geo-Information. 14(10), 377. DOI: https://doi.org/10.3390/ijgi14100377
[17] Du, J., Zhang, D., Zhang, Y., et al., 2024. Design and Comparative Analysis of Alternative Mooring Systems for Offshore Floating PV Arrays in Ultra-Shallow Water with Significant Tidal Range. Ocean Engineering. 302, 117649. DOI: https://doi.org/10.1016/j.oceaneng.2024.117649
[18] Li, H., Jiang, Q., Zhang, D., et al., 2024. Hydrodynamic Analysis of Marine Floating Photovoltaics under the Influence of Seabed Topography and Coastlines. Ocean Engineering. 314, 119708. DOI: https://doi.org/10.1016/j.oceaneng.2024.119708
[19] Srinivasan, C.V.C., Soori, P.K., Ghaith, F.A., 2024. Techno-Economic Feasibility of the Use of Floating Solar PV Systems in Oil Platforms. Sustainability. 16(3), 1039. DOI: https://doi.org/10.3390/su16031039
[20] Bru, J., Seland, T.S., Dai, J., et al., 2025. Life Cycle Cost Analysis of an Offshore Floating Photovoltaic Concept in the North Sea. Renewable Energy. 249, 122981. DOI: https://doi.org/10.1016/j.renene.2025.122981
[21] López, M., Claus, R., Soto, F., et al., 2024. Advancing Offshore Solar Energy Generation: The HelioSea Concept. Applied Energy. 359, 122710. DOI: https://doi.org/10.1016/j.apenergy.2024.122710
[22] Gao, X., Guo, J., 2024. Analysis and Research on the Hydrodynamic Performance of Offshore Floating Photovoltaic Systems under Large Tidal Variations. Journal of Physics: Conference Series. 2865, 012002. DOI: https://doi.org/10.1088/1742-6596/2865/1/012002
[23] Rocha, S.M.G., Armstrong, A., Thackeray, S.J., et al., 2024. Environmental Impacts of Floating Solar Panels on Freshwater Systems and Their Techno-Ecological Synergies. Environmental Research: Infrastructure and Sustainability. 4(4), 042002. DOI: https://doi.org/10.1088/2634-4505/ad8e81
[24] Zhang, C., Dai, J., Ang, K.K., et al., 2024. Development of Compliant Modular Floating Photovoltaic Farm for Coastal Conditions. Renewable and Sustainable Energy Reviews. 190, 114084. DOI: https://doi.org/10.1016/j.rser.2023.114084
[25] Hwang, C.L., Yoon, K., 1981. Multiple Attribute Decision Making. Springer: Berlin/Heidelberg, Germany.
[26] Saaty, T.L., 1980. The Analytic Hierarchy Process: Planning, Priority Setting, Resource Allocation. McGraw-Hill: New York, NY, USA.
[27] Manolache, M., Manolache, A.I., Andrei, G., 2025. Floating Solar Energy Systems: A Review of Economic Feasibility and Cross-Sector Integration with Marine Renewable Energy, Aquaculture and Hydrogen. Journal of Marine Science and Engineering. 13(8), 1404. DOI: https://doi.org/10.3390/jmse13081404
[28] Abdel-Basset, M., Gamal, A., Chakrabortty, R.K., et al., 2021. A New Hybrid Multi-Criteria Decision-Making Approach for Location Selection of Sustainable Offshore Wind Energy Stations: A Case Study. Journal of Cleaner Production. 280, 124462. DOI: https://doi.org/10.1016/j.jclepro.2020.124462
[29] Shao, M., Han, Z., Sun, J., et al., 2020. A Review of Multi-Criteria Decision Making Applications for Renewable Energy Site Selection. Renewable Energy. 157, 377–403. DOI: https://doi.org/10.1016/j.renene.2020.04.137
[30] Demir, A., Dinçer, A.E., Yılmaz, K., 2024. A Novel Procedure for the AHP Method for Site Selection of Solar PV Farms. International Journal of Energy Research. 2024(1), 5535398. DOI: https://doi.org/10.1155/2024/5535398
[31] Deveci, M., Cali, U., Pamucar, D., 2021. Evaluation of criteria for site selection of solar photovoltaic (PV) projects using fuzzy logarithmic additive estimation of weight coefficients. Energy Reports. 7, 8805–8824. DOI: https://doi.org/10.1016/j.egyr.2021.10.104
[32] Haas, J., Khalighi, J., de la Fuente, A., et al., 2020. Floating Photovoltaic Plants: Ecological Impacts Versus Hydropower Operation Flexibility. Energy Conversion and Management. 206, 112414. DOI: https://doi.org/10.1016/j.enconman.2019.112414
[33] Martinez, A., Iglesias, G., 2024. Mapping of the Levelised Cost of Energy from Floating Solar PV in Coastal Waters of the European Atlantic, North Sea and Baltic Sea. Solar Energy. 279, 112809. DOI: https://doi.org/10.1016/j.solener.2024.112809
[34] Liu, G., Guo, J., Peng, H., et al., 2024. Review of Recent Offshore Floating Photovoltaic Systems. Journal of Marine Science and Engineering. 12(11), 1942. DOI: https://doi.org/10.3390/jmse12111942
[35] Di Grazia, S., Tina, G.M., 2023. Optimal Site Selection for Floating Photovoltaic Systems Based on GIS and MCDA: A Case Study. Energy Sources, Part A. 43(1), 2167999. DOI: https://doi.org/10.1080/14786451.2023.2167999
[36] Sojisuporn, P., Morimoto, A., Yanagi, T., 2010. Seasonal Variation of Sea Surface Current in the Gulf of Thailand. Coastal Marine Science. 34(1), 91–102.
[37] Board of Investment (BOI), 2023. Thailand’s Eastern Economic Corridor: Investment Opportunities in Targeted Industries. Thailand Board of Investment: Bangkok, Thailand.
[38] Jiang, Z., Dai, J., Saettone, S., et al., 2023. Design and Model Test of a Soft-Connected Lattice-Structured Floating Solar Photovoltaic Concept for Harsh Offshore Conditions. Marine Structures. 90, 103426. DOI: https://doi.org/10.1016/j.marstruc.2023.103426
[39] The Copernicus Climate Change Service (C3S), 2025. ERA5 Hourly Data on Single Levels from 1940 to Present. Available from: https://cds.climate.copernicus.eu/datasets/reanalysis-era5-single-levels?tab=overview (cited 1 December 2025).
[40] Hybrid Coordinate Ocean Model (HYCOM), 2023. HYCOM + NCODA Global 1/12° Analysis. Available from: https://www.hycom.org/dataserver/gofs-3pt0/analysis (cited 1 December 2025).
[41] Janjai, S., Pankaew, P., Laksanaboonsong, J., 2009. A Model for Calculating Hourly Global Solar Radiation from Satellite Data in the Tropics. Applied Energy. 86(9), 1450–1457. DOI: https://doi.org/10.1016/j.apenergy.2009.02.005
[42] Provincial Electricity Authority (PEA), 2023. Annual Statistics Report 2023: Electricity Consumption by Sector and Region. Provincial Electricity Authority: Bangkok, Thailand.
[43] Hersbach, H., Bell, B., Berrisford, P., et al., 2020. The ERA5 Global Reanalysis. Quarterly Journal of the Royal Meteorological Society. 146(730), 1999–2049. DOI: https://doi.org/10.1002/qj.3803
[44] Soci, C., Hersbach, H., Simmons, A., et al., 2024. The ERA5 Global Reanalysis from 1940 to 2022. Quarterly Journal of the Royal Meteorological Society. 150(764), 4014–4048. DOI: https://doi.org/10.1002/qj.4803
[45] Sun, P., Xu, B., Wang, J., 2022. Long-Term Trend Analysis and Wave Energy Assessment Based on ERA5 Wave Reanalysis along the Chinese Coastline. Applied Energy. 324, 119709. DOI: https://doi.org/10.1016/j.apenergy.2022.119709
[46] General Bathymetric Chart of the Oceans (GEBCO), 2023. Gridded Bathymetry Data. Available from: https://www.gebco.net/data_and_products/gridded_bathymetry_data/ (cited 1 December 2025).
[47] U.S. Army Corps of Engineers (USACE), 2002. Coastal Engineering Manual (EM 1110-2-1100). U.S. Army Corps of Engineers: Washington, DC, USA.
[48] Zhai, R., Huang, C., Yang, W., et al., 2023. Applicability Evaluation of ERA5 Wind and Wave Reanalysis Data in the South China Sea. Journal of Oceanology and Limnology. 41, 495–517. DOI: https://doi.org/10.1007/s00343-022-2047-8
[49] Shi, H., Cao, X., Li, Q., et al., 2021. Evaluating the Accuracy of ERA5 Wave Reanalysis in the Water around China. Journal of Ocean University of China. 20, 1–9. DOI: https://doi.org/10.1007/s11802-021-4496-7
[50] Marine Department, 2022. Hydrographic Charts and Tide Tables for the Gulf of Thailand. Marine Department: Bangkok, Thailand.
[51] Department of Marine and Coastal Resources (DMCR), 2023. Thailand Coastal Erosion Status Report 2023. Department of Marine and Coastal Resources: Bangkok, Thailand. (in Thai)
[52] Electricity Generating Authority of Thailand (EGAT), 2023. Thailand Power Development Plan 2023–2037: System Load Forecast and Generation Expansion. Electricity Generating Authority of Thailand: Nonthaburi, Thailand.
[53] Benjamins, S., Williamson, B., Billing, S.-L., et al., 2024. Potential environmental impacts of floating solar photovoltaic systems. Renewable and Sustainable Energy Reviews. 199, 114463. DOI: https://doi.org/10.1016/j.rser.2024.114463
[54] Nysted, V.S., Lindholm, D., Selj, J., et al., 2024. Floating Photovoltaics: Modelled and Experimental Operating Temperatures and the Impact of Wind Speed and Direction. EPJ Photovoltaics. 15, 23. DOI: https://doi.org/10.1051/epjpv/2024020
[55] Forman, E., Peniwati, K., 1998. Aggregating Individual Judgments and Priorities with the Analytic Hierarchy Process. European Journal of Operational Research. 108(1), 165–169. DOI: https://doi.org/10.1016/S0377-2217(97)00244-0
[56] Mavraki, N., Bos, O.G., Vlaswinkel, B.M., et al., 2023. Fouling Community Composition on a Pilot Floating Solar-Energy Installation in the Coastal Dutch North Sea. Frontiers in Marine Science. 10, 1223766. DOI: https://doi.org/10.3389/fmars.2023.1223766
[57] Alcañiz, A., Monaco, N., Isabella, O., et al., 2024. Offshore Floating PV–DC and AC Yield Analysis Considering Wave Effects. Energy Conversion and Management. 300, 117897. DOI: https://doi.org/10.1016/j.enconman.2023.117897
[58] International Energy Agency Photovoltaic Power Systems Programme (IEA-PVPS), 2025. Floating Photovoltaic Power Plants: A Review of Energy Yield, Reliability, and Maintenance. IEA-PVPS: Paris, France.
[59] Micheli, L., Sepúlveda-Vélez, F.A., Talavera, D.L., 2024. Impact of variable economic conditions on the cost of energy and the economic viability of floating photovoltaics. Heliyon. 10(12), e32354. DOI: https://doi.org/10.1016/j.heliyon.2024.e32354
[60] Thailand Greenhouse Gas Management Organization (TGO), 2023. Thailand’s Grid Emission Factor 2023. Thailand Greenhouse Gas Management Organization: Bangkok, Thailand.
[61] Opricovic, S., Tzeng, G.-H., 2004. Compromise Solution by MCDM Methods: A Comparative Analysis of VIKOR and TOPSIS. European Journal of Operational Research. 156(2), 445–455. DOI: https://doi.org/10.1016/S0377-2217(03)00020-1
[62] Solangi, Y.A., Shah, S.A.A., Zameer, H., 2019. Assessing the Solar PV Power Project Site Selection in Pakistan: Based on AHP-Fuzzy VIKOR Approach. Environmental Science and Pollution Research. 26(29), 30286–30302. DOI: https://doi.org/10.1007/s11356-019-06172-0
[63] Magkouris, A., Rusu, E., Rusu, L., et al., 2023. Floating Solar Systems with Application to Nearshore Sites in the Greek Sea Region. Journal of Marine Science and Engineering. 11(4), 722. DOI: https://doi.org/10.3390/jmse11040722
[64] Huang, L., Elzaabalawy, H., Sarhaan, M., et al., 2025. Developing Reliable Floating Solar Systems on Seas: A Review. Ocean Engineering. 322, 120525. DOI: https://doi.org/10.1016/j.oceaneng.2025.120525
[65] Jin, R., Geng, B., Zhao, X., et al., 2025. An Overview for Offshore Floating Photovoltaic Structures and Their Fluid Dynamic Issues. Physics of Fluids. 37(6), 061301. DOI: https://doi.org/10.1063/5.0272574
[66] Xu, P., Zhang, Z., Li, S., et al., 2024. Numerical Investigation into the Dynamic Responses of Floating Photovoltaic Platform and Mooring line Structures under Freak Waves. Journal of Marine Science and Engineering. 12(1), 96. DOI: https://doi.org/10.3390/jmse12010096