[en] The increasing share of renewables forces combustion-driven power generation machines to operate with high adaptability. Small-scale heat and power units, like micro gas turbines (mGT), could show potential for Hybrid Renewable Energy Systems (HRES) due to their operational and fuel flexibility. However, their economic viability in a variable energy environment remains uncertain. The levelized cost of exergy (LCOX) in HRES with combined heat and power (CHP) units, should be calculated under uncertainties to support decision-making. This paper applies design optimization to a photovoltaic/battery/heat pump system with two prime movers to investigate the required economic relevance of small-scale CHP units in HRES. The considered prime movers are internal combustion engines (ICE) and mGTs, including advanced mGT configurations such as humidified cycles (mGT-wet, mHAT). Test cases include a hospital, office and hotel in Brussels with distinct demand profiles. Uncertainty quantification on optimized system capacities is performed using Polynomial Chaos Expansions (PCE), ensuring computational efficiency. The hospital shows that adding an mGT improves LCOX (227 €/MWh compared to 244 €/MWh of non-PM HRES), while in the hotel case, non-PM systems are more cost-effective due to low electricity demand. Dry mGTs and ICEs enhance flexibility in HRES for suitable applications, but their economic viability depends strongly on energy prices and demand. Humidified mGTs improve self-sufficiency but with higher fuel cost, making their cost-effectiveness questionable if excess electricity is not sold to the grid.
Disciplines :
Energy
Author, co-author :
GAITANIS, Angelos Evripidis ; Université de Mons - UMONS > Faculté Polytechnique > Service de Thermique et Combustion
Coppitters, Diederik ; UCL - Université Catholique de Louvain > Institute of Mechanics, Materials and Civil Engineering (iMMC)
DE PAEPE, Ward ; Université de Mons - UMONS > Faculté Polytechnique > Service de Thermique et Combustion
Contino, Francesco ; UCL - Université Catholique de Louvain > Institute of Mechanics, Materials and Civil Engineering (iMMC)
Language :
English
Title :
Techno-economic and uncertainty-aware optimization of hybrid renewable systems with small-scale prime movers for commercial buildings
HE - 101083536 - Fit4Micro - Clean and efficient microCHCP by micro turbine based hybrid systems
Funders :
European Climate, Infrastructure and Environment Executive Agency Horizon Europe Horizon Europe Research Executive Agency Horizon 2020 Framework Programme European Commission F.R.S.-FNRS - Fonds de la Recherche Scientifique European Union
Funding number :
861079; 101083536; CR 40016260
Funding text :
The authors would like to acknowledge the financial support received from the European Union’s Horizon 2020 research and innovation programme under grant agreement No. 861079 (NextMGT — Next Generation of Micro Gas Turbines for High Efficiency, Low Emissions, and Fuel Flexibility). This paper reflects only the authors’ view and the Research Executive Agency, and the European Commission are not responsible for any use that may be made of the information it contains. Co-funded by the European Union under PN: 101083536 (“Fit4Micro-Clean and efficient micro CHCP by micro turbine based hybrid systems”). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or CINEA. Neither the European Union nor the granting authority can be held responsible for them. D.C. acknowledges the support of the Fonds de la Recherche Scientifique — FNRS [CR 40016260].
International Energy Agency (IEA), Solar PV. 2025 Web page, URL: https://www.iea.org/energy-system/renewables/solar-pv. Accessed 3 December 2025.
International Energy Agency Photovoltaic Power Systems Programme (IEA-PVPS), Trends in PV applications 2024. 2024 Web report, URL: https://iea-pvps.org/trends_reports/trends-in-pv-applications-2024/. Accessed 3 December 2025.
International Energy Agency (IEA), Grid-scale storage. 2023 URL: https://www.iea.org/energy-system/electricity/grid-scale-storage.
Uddin, M., Mo, H., Dong, D., Elsawah, S., Zhu, J., Guerrero, J.M., Microgrids: A review, outstanding issues and future trends. Energy Strat Rev 2211-467X, 49, 2023, 101127, 10.1016/j.esr.2023.101127.
Boruah, D., Chandel, S.S., Techno-economic feasibility analysis of a commercial grid-connected photovoltaic plant with battery energy storage-achieving a net zero energy system. J Energy Storage 2352-152X, 77, 2024, 109984, 10.1016/j.est.2023.109984.
Isa, N.M., Das, H.S., Tan, C.W., Yatim, A.H.M., Lau, K.Y., A techno-economic assessment of a combined heat and power photovoltaic/fuel cell/battery energy system in Malaysia hospital. Energy 0360-5442, 112, 2016, 75–90, 10.1016/j.energy.2016.06.056 URL: https://www.sciencedirect.com/science/article/pii/S0360544216308301.
Lund, H., Østergaard, P.A., Connolly, D., Mathiesen, B.V., Smart energy and smart energy systems. Energy 0360-5442, 137, 2017, 556–565, 10.1016/j.energy.2017.05.123 URL: https://www.sciencedirect.com/science/article/pii/S0360544217308812.
Taghavifar, H., Zomorodian, Z.S., Techno-economic viability of on grid micro-hybrid PV/wind/Gen system for an educational building in Iran. Renew Sustain Energy Rev, 143(C), 2021, 10.1016/j.rser.2021.110877 URL: https://ideas.repec.org/a/eee/rensus/v143y2021ics1364032121001714.html.
Ji, C., Design, techno-economic feasibility analysis, and sensitivity study of an off-grid hybrid microgrid for developing communities. Renew Energy 0960-1481, 239, 2025, 121956, 10.1016/j.renene.2024.121956 URL: https://www.sciencedirect.com/science/article/pii/S096014812402024X.
Masrur, H., Howlader, H.O.R., Elsayed Lotfy, M., Khan, K.R., Guerrero, J.M., Senjyu, T., Analysis of techno-economic-environmental suitability of an isolated microgrid system located in a remote island of Bangladesh. Sustainability 2071-1050, 12(7), 2020, 10.3390/su12072880 URL: https://www.mdpi.com/2071-1050/12/7/2880.
Güven, A.F., Rizk-Allah, R.M., Optimal configuration framework of hybrid renewable energy technologies-based hydrogen energy storage system assessment using enhanced artificial rabbit algorithm. Energy, 326, 2025, 135408, 10.1016/j.energy.2025.135408.
Güven, A.F., Özdal Mengi, O., Bajaj, M., Azar, A.T., El-Shafai, W., Integrated techno-economic optimization and metaheuristic benchmarking of grid-connected hybrid renewable energy systems using real-world load and climate data. E-Prime - Adv Electr Eng Electron Energy, 13, 2025, 101099, 10.1016/j.prime.2025.101099.
Güven, A.F., Abdelaziz, A.Y., Samy, M.M., Barakat, S., Optimizing energy dynamics: A comprehensive analysis of hybrid energy storage systems integrating battery banks and supercapacitors. Energy Convers Manage, 2024, 10.1016/j.enconman.2024.118560.
Kushwaha, P.K., Bhattacharjee, C., Integrated techno-economic-environmental design of off-grid microgrid model for rural power supply in India. J Inf Optim Sci 43:1 (2022), 37–54, 10.1080/02522667.2022.2032557.
Güven, A.F., Hassan, M.H., Kamel, S., Optimization of a hybrid microgrid for a small hotel using renewable energy and EV charging with a quadratic interpolation beluga whale algorithm. Neural Comput Appl 37 (2025), 3973–4008, 10.1007/s00521-024-10865-0.
International Energy Agency (IEA), World Energy Outlook 2022. 2022 URL: https://www.iea.org/reports/world-energy-outlook-2022, Place: Paris.
Salman, C.A., Naqvi, M., Thorin, E., Yan, J., Gasification process integration with existing combined heat and power plants for polygeneration of dimethyl ether or methanol: A detailed profitability analysis. Appl Energy 0306-2619, 226, 2018, 116–128, 10.1016/j.apenergy.2018.05.069 URL: https://www.sciencedirect.com/science/article/pii/S0306261918307864.
Sheykhi, M., Chahartaghi, M., Pirooz, A.A.S., Flay, R.G.J., Investigation of the effects of operating parameters of an internal combustion engine on the performance and fuel consumption of a CCHP system. Energy 0360-5442, 211, 2020, 119041, 10.1016/j.energy.2020.119041 URL: https://www.sciencedirect.com/science/article/pii/S0360544220321484.
Alexis, G.K., Liakos, P., A case study of a cogeneration system for a hospital in Greece. Economic and environmental impacts. Appl Therm Eng 1359-4311, 54(2), 2013, 488–496, 10.1016/j.applthermaleng.2013.02.019 URL: https://www.sciencedirect.com/science/article/pii/S1359431113001245.
De Paepe, W., Montero Carrero, M., Bram, S., Parente, A., Contino, F., Toward Higher Micro Gas Turbine Efficiency and Flexibility—Humidified Micro Gas Turbines: A Review. ASME J Eng Gas Turbines Power, 140(8), 2018, 081702, 10.1115/1.4038365 Publisher: American Society of Mechanical Engineers (ASME).
Kumar, N., Karmakar, S., Techno-economics of a trigeneration HRES; a step towards sustainable development. Renew Energy 0960-1481, 198, 2022, 833–840, 10.1016/j.renene.2022.08.107 URL: https://www.sciencedirect.com/science/article/pii/S0960148122012812.
Ismail, M.S., Moghavvemi, M., Mahlia, T.M.I., Genetic algorithm based optimization on modeling and design of hybrid renewable energy systems. Energy Convers Manage 0196-8904, 85, 2014, 120–130, 10.1016/j.enconman.2014.05.064 URL: https://www.sciencedirect.com/science/article/pii/S0196890414004750.
Comodi, G., Renzi, M., Cioccolanti, L., Caresana, F., Pelagalli, L., Hybrid system with micro gas turbine and PV (photovoltaic) plant: Guidelines for sizing and management strategies. Energy 0360-5442, 89, 2015, 226–235, 10.1016/j.energy.2015.07.072 URL: https://www.sciencedirect.com/science/article/pii/S0360544215009676.
Weerakoon, A.H.S., Assadi, M., Micro gas turbines in the global energy landscape: Bridging the techno-economic gap with comparative and adaptive insights from internal combustion engines and renewable energy sources. Energies 1996-1073, 17(21), 2024, 10.3390/en17215457 URL: https://www.mdpi.com/1996-1073/17/21/5457.
Ferrari, M.L., Gini, L., Maccarini, S., Laboratory tests in cyber-physical mode for an energy management system including renewable sources and industrial symbiosis. ASME turbo expo 2024: Turbomachinery technical conference and exposition, 2024, 10.1115/GT2024-128015.
Montero Carrero, M., De Paepe, W., Bram, S., Musin, F., Parente, A., Contino, F., Humidified micro gas turbines for domestic users: An economic and primary energy savings analysis. Energy 0360-5442, 117, 2016, 429–438, 10.1016/j.energy.2016.04.024 URL: https://www.sciencedirect.com/science/article/pii/S0360544216304303, The 28th International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems - ECOS 2015.
Montero Carrero, M., Sánchez, I., De Paepe, W., Parente, A., Contino, F., Is there a future for small-scale cogeneration in Europe? Economic and policy analysis of the internal humid air turbine cycles. Energies 12:3 (2019), 1–27 Publisher: MDPI.
Coppitters, D., Contino, F., El-Baz, A., Breuhaus, P., De Paepe, W., Techno-economic feasibility study of a solar-powered distributed cogeneration system producing power and distillate water: Sensitivity and exergy analysis. Renew Energy 0960-1481, 150, 2020, 1089–1097, 10.1016/j.renene.2019.10.105 URL: https://www.sciencedirect.com/science/article/pii/S0960148119316027.
Coppitters, D., Contino, F., Optimizing upside variability and antifragility in renewable energy system design. Sci Rep, 13(1), 2023, 9138 Publisher: Nature Publishing Group UK London.
Contino, F., Moret, S., Limpens, G., Jeanmart, H., Whole-energy system models: The advisors for the energy transition. Prog Energy Combust Sci, 81, 2020, 100872 Publisher: Elsevier.
Mavromatidis, G., Orehounig, K., Carmeliet, J., A review of uncertainty characterisation approaches for the optimal design of distributed energy systems. Renew Sustain Energy Rev 1364-0321, 88, 2018, 258–277, 10.1016/j.rser.2018.02.021 URL: https://www.sciencedirect.com/science/article/pii/S1364032118300510.
Wilcox, S., Marion, W., Users manual for TMY3 data sets. 2008 Publisher: National Renewable Energy Laboratory Golden, CO.
National Renewable Energy Laboratory, Commercial and Residential Hourly Load Profiles for all TMY3 Locations in the United States. 2014, 10.25984/1788456.
European Commission, Potential for heating and cooling efficiency in the Brussels-Capital Region. 2020 URL: https://energy.ec.europa.eu/system/files/2021-10/be-bru_ca_2020_en.pdf.
Chiang, C.-Y., Yang, R., Yang, K.-H., Lee, S.-K., Performance Analysis of an Integrated Heat Pump with Air-Conditioning System for the Existing Hospital Building Application. Sustainability 2071-1050, 9(4), 2017, 530, 10.3390/su9040530 URL: https://www.mdpi.com/2071-1050/9/4/530.
Virtanen, P., Gommers, R., Oliphant, T.E., Haberland, M., Reddy, T., Cournapeau, D., et al. SciPy 1.0: Fundamental Algorithms for Scientific Computing in Python. Nature Methods 17 (2020), 261–272, 10.1038/s41592-019-0686-2.
Coppitters, D., De Paepe, W., Contino, F., Robust design optimization of a photovoltaic-battery-heat pump system with thermal storage under aleatory and epistemic uncertainty. Energy 0360-5442, 229, 2021, 120692, 10.1016/j.energy.2021.120692 URL: https://www.sciencedirect.com/science/article/pii/S0360544221009403.
Holmgren, W.F., Hansen, C.W., Mikofski, M.A., Pvlib python: A python package for modeling solar energy systems. J Open Source Softw, 3, 2018, 884.
De Soto, W., Klein, S.A., Beckman, W.A., Improvement and validation of a model for photovoltaic array performance. Sol Energy 80:1 (2006), 78–88, 10.1016/j.solener.2005.06.010.
Expected Lifespan Of a Solar Inverter | RenewGenius. 2023 URL: https://renewgenius.com/components/expected-lifespan-of-a-solar-inverter/, Section: Components.
How long do residential solar inverters last?. Pv Mag Int, 2024 URL: https://www.pv-magazine.com/2024/07/24/how-long-do-residential-solar-inverters-last-4/.
Blaifi, S., Moulahoum, S., Colak, I., Merrouche, W., An enhanced dynamic model of battery using genetic algorithm suitable for photovoltaic applications. Appl Energy 169 (2016), 888–898 Publisher: Elsevier.
Phurailatpam, C., Rajpurohit, B.S., Wang, L., Planning and optimization of autonomous DC microgrids for rural and urban applications in India. Renew Sustain Energy Rev 1364-0321, 82, 2018, 194–204, 10.1016/j.rser.2017.09.022 URL: https://www.sciencedirect.com/science/article/pii/S1364032117312509.
Staffell, I., et al. A review of domestic heat pumps. Energy & Environ Sci 5:11 (2012), 9291–9306 Publisher: Royal Society of Chemistry.
Gaitanis, A., Tiwari, R.N., De Paepe, W., Ferrari, M.L., Contino, F., Breuhaus, P., Operational Strategies of Two-Spool Micro Gas Turbine With Alternative Fuels: A Performance Assessment. J Eng Gas Turbines Power 0742-4795, 146(091011), 2024, 10.1115/1.4064798.
Lund, H., Thorsen, J.E., Jensen, S.S., Madsen, F.P., Fourth-Generation District Heating and Motivation Tariffs. ASME Open J Eng 2770-3495, 1(011002), 2022, 10.1115/1.4053420.
Gaitanis, A., Contino, F., De Paepe, W., Optimal waste heat recovery through humidification in 2-spool micro gas turbines: A comparative study of advanced humidified cycles. Energy 0360-5442, 332, 2025, 136976, 10.1016/j.energy.2025.136976 URL: https://www.sciencedirect.com/science/article/pii/S0360544225026180.
Desideri, U., Maria, F.D., Water recovery from hat cycle exhaust gas: A possible solution for reducing stack temperature problems. Int J Energy Res 21 (1997), 809–822.
Tilocca, G., Sánchez, D., Torres-García, M., Application of the theory of constraints to unveil the root causes of the limited market penetration of micro gas turbine systems. Energy 03605442, 278, 2023, 127717, 10.1016/j.energy.2023.127717 URL: https://linkinghub.elsevier.com/retrieve/pii/S0360544223011118.
2G Energy - Cogeneration and CHP cogeneration. 2023 URL: https://2-g.com/en.
Montero Carrero, M., De Paepe, W., Parente, A., Contino, F., T100 mGT converted into mHAT for domestic applications: Economic analysis based on hourly demand. Appl Energy 164 (2016), 1019–1027 Publisher: Elsevier.
Dion, M., Parker, W., Steam Sterilization Principles. 2013.
The Use of Steam Generators in the Medical Industry. 2024 URL: https://www.thomasnet.com/knowledge/the-use-of-steam-generators-in-the-medical-industry/.
Hampel, C.A., Braun, R.J., Off-design modeling of a microturbine combined heat & power system. Appl Therm Eng 1359-4311, 202, 2022, 117670, 10.1016/j.applthermaleng.2021.117670 URL: https://www.sciencedirect.com/science/article/pii/S1359431121010954.
Li, Y., Zhang, G., Bai, Z., Song, X., Wang, L., Yang, Y., Backpressure adjustable gas turbine combined cycle: A method to improve part-load efficiency. Energy Convers Manage 01968904, 174, 2018, 739–754, 10.1016/j.enconman.2018.07.077 URL: https://linkinghub.elsevier.com/retrieve/pii/S0196890418308124.
Coppitters, D., Tsirikoglou, P., De Paepe, W., Kyprianidis, K., Kalfas, A., Contino, F., RHEIA: Robust design optimization of renewable Hydrogen and dErIved energy cArrier systems. J Open Source Softw, 7(75), 2022, 4370.
Zakeri, B., Syri, S., Electrical energy storage systems: A comparative life cycle cost analysis. Renew Sustain Energy Rev 13640321, 42, 2015, 569–596, 10.1016/j.rser.2014.10.011 URL: https://linkinghub.elsevier.com/retrieve/pii/S1364032114008284.
Di Somma, M., Yan, B., Bianco, N., Graditi, G., Luh, P., Mongibello, L., et al. Multi-objective design optimization of distributed energy systems through cost and exergy assessments. Appl Energy 03062619, 204, 2017, 1299–1316, 10.1016/j.apenergy.2017.03.105 URL: https://linkinghub.elsevier.com/retrieve/pii/S0306261917303483.
Electricity Prices in Belgium. 2023 URL: https://www.globalpetrolprices.com/Belgium/electricity_prices/.
Ghaleb, B., Asif, M., Application of solar PV in commercial buildings: Utilizability of rooftops. Energy Build 0378-7788, 257, 2022, 111774, 10.1016/j.enbuild.2021.111774 URL: https://www.sciencedirect.com/science/article/pii/S0378778821010586.
Dias, V., Pochet, M., Contino, F., Jeanmart, H., Energy and Economic Costs of Chemical Storage. Front Mech Eng 2297-3079, 6, 2020 URL: https://www.frontiersin.org/articles/10.3389/fmech.2020.00021.
Grahn, M., Malmgren, E., Korberg, A.D., Taljegard, M., Anderson, J.E., Brynolf, S., et al. Review of electrofuel feasibility—cost and environmental impact. Prog Energy 2516-1083, 4(3), 2022, 032010, 10.1088/2516-1083/ac7937 Publisher: IOP Publishing.
Coppitters, D., De Paepe, W., Contino, F., Robust design optimization and stochastic performance analysis of a grid-connected photovoltaic system with battery storage and hydrogen storage. Energy 0360-5442, 213, 2020, 118798, 10.1016/j.energy.2020.118798 URL: https://www.sciencedirect.com/science/article/pii/S0360544220319058.
Tilocca, G., Sánchez, D., Torres-García, M., Escamilla-Perejón, A., Minett, S., A Methodology to Quantify Product Competitiveness and Innovation Requirements for Micro Gas Turbine Systems in Hydrogen Backup Applications. Proceedings of the ASME turbo expo 2023: Turbomachinery technical conference and exposition Cycle innovations, Vol. 5, 2023, ASME, Boston, Massachusetts, USA, 10.1115/GT2023-102606 Issue: V005T06A017.
Kebede, A.A., Coosemans, T., Messagie, M., Jemal, T., Behabtu, H.A., Mierlo, J.V., et al. Techno-economic analysis of lithium-ion and lead-acid batteries in stationary energy storage application. J Energy Storage 2352-152X, 40, 2021, 102748, 10.1016/j.est.2021.102748 URL: https://www.sciencedirect.com/science/article/pii/S2352152X21004783.
Hofmeister, M., Guddat, M., Techno-economic projections until 2050 for smaller heating and cooling technologies in the residential and tertiary sector in the EU. 2017, Publications Office of the European Union, Luxembourg 978-92-79-76014-3, 10.2760/110433.
Taghvaee, M.H., Radzi, M.A.M., Moosavain, S.M., Hizam, H., Marhaban, M.H., A current and future study on non-isolated DC–DC converters for photovoltaic applications. Renew Sustain Energy Rev 1364-0321, 17, 2013, 216–227, 10.1016/j.rser.2012.09.023 URL: https://www.sciencedirect.com/science/article/pii/S1364032112005242.
Rampinelli, G.A., Krenzinger, A., Romero, F.C., Mathematical models for efficiency of inverters used in grid connected photovoltaic systems. Renew Sustain Energy Rev 1364-0321, 34, 2014, 578–587, 10.1016/j.rser.2014.03.047 URL: https://www.sciencedirect.com/science/article/pii/S1364032114002081.
Electric and Automatic Steam Generators | Ghidini. 2024 URL: https://www.ghidinisteam.com/products/1/products/electric-automatic-steam-generator.
Malkamäki M, Jaatinen-Värri A, Honkatukia A, Backman J, Larjola J. A High Efficiency Microturbine Concept. In: 11th European conference on turbomachinery fluid dynamics & thermodynamics ETC11, Madrid, Spain. 2015.