Stochastic dual dynamic programming for multi-stage stochastic programming of sustainable utility systems
Fossil fuels remain a predominant energy source in traditional industrial utility systems, resulting in significant carbon emissions. This study proposes a sustainable utility system that integrates renewable energy and energy storage. A Multi-stage Stochastic Programming (MSSP) model is developed t...
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| Vydáno v: | Energy (Oxford) Ročník 338; s. 138943 |
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| Jazyk: | angličtina |
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30.11.2025
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| ISSN: | 0360-5442 |
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| Abstract | Fossil fuels remain a predominant energy source in traditional industrial utility systems, resulting in significant carbon emissions. This study proposes a sustainable utility system that integrates renewable energy and energy storage. A Multi-stage Stochastic Programming (MSSP) model is developed to accommodate system flexibility in dynamic environments characterized by multiple uncertainties, including wind speed, solar irradiance, and multi-level steam demand. To address the computational challenges of large-scale stochastic optimization, a Stochastic Dual Dynamic Programming (SDDP) algorithm is employed, enhanced with scenario sampling, reduction techniques, and Benders decomposition. Case studies from real industrial utility systems demonstrate that the proposed method reduces total operational costs and carbon-related costs by 2.3 % and 5.7 %, respectively, while achieving up to 90 % reductions in problem size under the same scenario tree. As a result, the proposed approach for optimizing sustainable utility systems is both effective and scalable.
•Multi-stage stochastic programming method is used to handle multi-scale uncertainties.•Stochastic dual dynamic programming is used to for solving the MSSP model.•Emission reduction of sustainable utility systems is quantified. |
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| AbstractList | Fossil fuels remain a predominant energy source in traditional industrial utility systems, resulting in significant carbon emissions. This study proposes a sustainable utility system that integrates renewable energy and energy storage. A Multi-stage Stochastic Programming (MSSP) model is developed to accommodate system flexibility in dynamic environments characterized by multiple uncertainties, including wind speed, solar irradiance, and multi-level steam demand. To address the computational challenges of large-scale stochastic optimization, a Stochastic Dual Dynamic Programming (SDDP) algorithm is employed, enhanced with scenario sampling, reduction techniques, and Benders decomposition. Case studies from real industrial utility systems demonstrate that the proposed method reduces total operational costs and carbon-related costs by 2.3 % and 5.7 %, respectively, while achieving up to 90 % reductions in problem size under the same scenario tree. As a result, the proposed approach for optimizing sustainable utility systems is both effective and scalable.
•Multi-stage stochastic programming method is used to handle multi-scale uncertainties.•Stochastic dual dynamic programming is used to for solving the MSSP model.•Emission reduction of sustainable utility systems is quantified. |
| ArticleNumber | 138943 |
| Author | Liu, Nianxin Yang, Kangyuan Ye, Zhencheng Zhao, Liang |
| Author_xml | – sequence: 1 givenname: Nianxin surname: Liu fullname: Liu, Nianxin organization: Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, 200237, China – sequence: 2 givenname: Kangyuan surname: Yang fullname: Yang, Kangyuan organization: Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, 200237, China – sequence: 3 givenname: Liang orcidid: 0000-0002-3361-0783 surname: Zhao fullname: Zhao, Liang email: lzhao@ecust.edu.cn organization: State Key Laboratory of Industrial Control Technology, East China University of Science and Technology, Shanghai, 200237, China – sequence: 4 givenname: Zhencheng surname: Ye fullname: Ye, Zhencheng email: yzc@ecust.edu.cn organization: Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai, 200237, China |
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| Cites_doi | 10.1016/j.energy.2020.119051 10.1016/j.enconman.2025.119662 10.1016/j.ejor.2022.10.011 10.1016/j.energy.2023.126892 10.1016/j.apenergy.2018.06.150 10.1016/j.est.2024.111125 10.1016/j.est.2024.110615 10.1016/j.enpol.2021.112460 10.1016/j.jclepro.2024.142143 10.3389/fevo.2022.1100089 10.3390/en13236233 10.1016/j.ejor.2024.05.011 10.1021/ie402438t 10.1109/ACCESS.2023.3327640 10.1109/TSTE.2021.3105525 10.1016/j.renene.2021.08.076 10.1016/j.compchemeng.2010.11.013 10.1016/j.rser.2016.12.014 10.1016/j.energy.2024.132302 10.1016/j.rser.2023.113802 10.1016/j.csite.2025.106332 10.1016/j.jclepro.2023.140393 10.1109/TSTE.2019.2912706 10.1016/j.jfueco.2025.100147 10.1016/j.rser.2018.03.077 10.1137/120864854 10.1002/aic.16500 10.1287/ijoc.2022.1184 10.1021/acs.iecr.5c00338 10.1016/j.ces.2023.119112 10.1021/acs.iecr.0c00436 10.1016/j.applthermaleng.2014.11.076 10.3390/en18010152 10.55670/fpll.fusus.3.1.5 10.1016/j.jfueco.2025.100144 10.3389/fceng.2020.622241 |
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| Keywords | Multi-stage stochastic programming Stochastic dual dynamic programming Renewable energy Sustainable utility system Optimization under uncertainty |
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| References | Sen, Zhou (bib22) 2014; 24 Zhong, Fan, Wu (bib26) 2024; 318 Hu, Dong, Zhou (bib33) 2021; 156 Arslan, Dowson, Morton (bib35) 2024 Miraftabzadeh (bib40) 2023; 11 Bian, Kawasaki (bib15) 2025 Xu, Li, Long, Zhao, Du (bib2) 2023; 282 Razeghi, Shykhaee, Abdoos, Gholizadeh (bib7) 2025; 3 Lee, Bae, Kim, Lee (bib19) 2023; 308 Chen, Wang, Stelson (bib29) 2018; 228 Walmsley, Philipp, Picón-Núñez, Meschede, Taylor, Schlosser, Atkins (bib5) 2023; 188 Huang, Li, He, Dai (bib4) 2018; 90 Chen, Su, Wu (bib34) 2023; 10 Gao, Shao, Chen, Lak (bib13) 2024; 308 Zhao, Ning, You (bib27) 2019; 65 Alahmad, Verayiah, Ramasamy, Marsadek, Shareef (bib14) 2024; 82 Yang, Mei, Zhao (bib42) 2025; 64 Zhang, Wu, Chen, Lu, Zhang, Zhang (bib24) 2023; 270 Gholizadeh (bib10) 2025 Hussain, Hossain, Talukder, Mia, Shamsuzzaman (bib12) 2024; 4 Lou (bib17) 2025; 18 Kim, Kim, Kim (bib11) 2021; 214 Li, Du, Zhao, Qian (bib28) 2014; 53 Shykhaee (bib8) 2025 Wais (bib38) 2017; 70 Elçi, Hooker (bib23) 2022; 34 Wahbah (bib39) 2019; 11 Sun, Cao, Li, Zhai, Guan (bib25) 2024; 85 Song, Mu, Li, Wang, Kong (bib16) 2024; 435 Gupta, Grossmann (bib21) 2011; 35 Yin, Ying, Liu, Yang, Zhao, Li (bib3) 2025; 330 . Li, Grossmann (bib20) 2021; 2 Assereto, Byrne (bib31) 2020; 13 Yang, Wang, Zhao (bib41) 2024; 451 Sun, Liu (bib30) 2015; 79 Abdoos (bib9) 2025 REN21. Renewables 2023 Global Status Report Collection: Global Overview. Paris: REN21 Secretariat, 2023. ISBN 978-3-948393-11-3. Available at Wu, Zhao, Li, Liu, Zhang, Wang (bib18) 2021; 180 Stackhouse, Macpherson, Broddle, McNeil, Barnett, Mikovitz, Zhang (bib37) 2021 Ding, Zhang, Lu, Qu, Shahidehpour, He, Chen (bib36) 2021; 13 Siddik, Islam, Zaman, Hasan (bib1) 2021; 28 Demirhan, Tso, Powell (bib32) 2020; 59 Chen (10.1016/j.energy.2025.138943_bib34) 2023; 10 Hussain (10.1016/j.energy.2025.138943_bib12) 2024; 4 Elçi (10.1016/j.energy.2025.138943_bib23) 2022; 34 Stackhouse (10.1016/j.energy.2025.138943_bib37) 2021 Sun (10.1016/j.energy.2025.138943_bib25) 2024; 85 Kim (10.1016/j.energy.2025.138943_bib11) 2021; 214 Ding (10.1016/j.energy.2025.138943_bib36) 2021; 13 Walmsley (10.1016/j.energy.2025.138943_bib5) 2023; 188 Siddik (10.1016/j.energy.2025.138943_bib1) 2021; 28 Arslan (10.1016/j.energy.2025.138943_bib35) 2024 Sen (10.1016/j.energy.2025.138943_bib22) 2014; 24 Razeghi (10.1016/j.energy.2025.138943_bib7) 2025; 3 Zhao (10.1016/j.energy.2025.138943_bib27) 2019; 65 Lee (10.1016/j.energy.2025.138943_bib19) 2023; 308 Li (10.1016/j.energy.2025.138943_bib28) 2014; 53 Sun (10.1016/j.energy.2025.138943_bib30) 2015; 79 Demirhan (10.1016/j.energy.2025.138943_bib32) 2020; 59 Gao (10.1016/j.energy.2025.138943_bib13) 2024; 308 Xu (10.1016/j.energy.2025.138943_bib2) 2023; 282 Huang (10.1016/j.energy.2025.138943_bib4) 2018; 90 10.1016/j.energy.2025.138943_bib6 Li (10.1016/j.energy.2025.138943_bib20) 2021; 2 Assereto (10.1016/j.energy.2025.138943_bib31) 2020; 13 Alahmad (10.1016/j.energy.2025.138943_bib14) 2024; 82 Gupta (10.1016/j.energy.2025.138943_bib21) 2011; 35 Gholizadeh (10.1016/j.energy.2025.138943_bib10) 2025 Bian (10.1016/j.energy.2025.138943_bib15) 2025 Lou (10.1016/j.energy.2025.138943_bib17) 2025; 18 Wahbah (10.1016/j.energy.2025.138943_bib39) 2019; 11 Wu (10.1016/j.energy.2025.138943_bib18) 2021; 180 Wais (10.1016/j.energy.2025.138943_bib38) 2017; 70 Hu (10.1016/j.energy.2025.138943_bib33) 2021; 156 Zhong (10.1016/j.energy.2025.138943_bib26) 2024; 318 Zhang (10.1016/j.energy.2025.138943_bib24) 2023; 270 Miraftabzadeh (10.1016/j.energy.2025.138943_bib40) 2023; 11 Yang (10.1016/j.energy.2025.138943_bib42) 2025; 64 Yin (10.1016/j.energy.2025.138943_bib3) 2025; 330 Song (10.1016/j.energy.2025.138943_bib16) 2024; 435 Yang (10.1016/j.energy.2025.138943_bib41) 2024; 451 Chen (10.1016/j.energy.2025.138943_bib29) 2018; 228 Abdoos (10.1016/j.energy.2025.138943_bib9) 2025 Shykhaee (10.1016/j.energy.2025.138943_bib8) 2025 |
| References_xml | – volume: 318 start-page: 179 year: 2024 end-page: 199 ident: bib26 article-title: Multistage stochastic optimization for mid-term integrated generation and maintenance scheduling of cascaded hydroelectric system with renewable energy uncertainty publication-title: Eur J Oper Res – volume: 451 year: 2024 ident: bib41 article-title: Two-stage stochastic programming for multi-objective optimization of sustainable utility systems integrating with combined heat and power units publication-title: J Clean Prod – volume: 79 start-page: 184 year: 2015 end-page: 191 ident: bib30 article-title: Reliable and flexible steam and power system design publication-title: Appl Therm Eng – volume: 188 year: 2023 ident: bib5 article-title: Hybrid renewable energy utility systems for industrial sites: a review publication-title: Renew Sustain Energy Rev – volume: 180 start-page: 605 year: 2021 end-page: 615 ident: bib18 article-title: Multi-stage stochastic programming based offering strategy for hydrogen fueling station in joint energy, reserve markets publication-title: Renew Energy – volume: 156 year: 2021 ident: bib33 article-title: A comparative study on the environmental and economic effects of a resource tax and carbon tax in China: analysis based on the computable general equilibrium model publication-title: Energy Policy – volume: 308 year: 2024 ident: bib13 article-title: Robust optimization for integrated energy systems based on multi-energy trading publication-title: Energy – volume: 53 start-page: 11021 year: 2014 end-page: 11032 ident: bib28 article-title: Modeling and optimization of a steam system in a chemical plant containing multiple direct drive steam turbines publication-title: Ind Eng Chem Res – start-page: 3288 year: 2024 end-page: 3299 ident: bib35 article-title: An SDDP algorithm for multistage stochastic programs with decision-dependent uncertainty publication-title: Proceedings of the 2024 Winter Simulation Conference (WSC) – volume: 35 start-page: 2235 year: 2011 end-page: 2247 ident: bib21 article-title: Solution strategies for multistage stochastic programming with endogenous uncertainties publication-title: Comput Chem Eng – volume: 18 start-page: 152 year: 2025 ident: bib17 article-title: Multi-stage planning approach for distribution network considering long-term variations in load and renewable energy publication-title: Energies – volume: 85 year: 2024 ident: bib25 article-title: Seasonal operation planning of hydrogen-enabled multi-energy microgrids through multistage stochastic programming publication-title: J Energy Storage – volume: 70 start-page: 1099 year: 2017 end-page: 1107 ident: bib38 article-title: A review of weibull functions in wind sector publication-title: Renew Sustain Energy Rev – volume: 82 year: 2024 ident: bib14 article-title: Optimal planning of energy storage system for hybrid power system considering multi correlated input stochastic variables publication-title: J Energy Storage – year: 2025 ident: bib9 article-title: Evaluating renewable energy strategies for operational efficiency in seaports publication-title: Fuel Commun – start-page: 1 year: 2025 end-page: 15 ident: bib15 article-title: Two-stage stochastic optimization scheduling of power system considering thermal power units and energy storage peak shaving pricing strategies publication-title: J Electr Eng Technol – volume: 28 start-page: 103 year: 2021 end-page: 119 ident: bib1 article-title: Current status and correlation of fossil fuels consumption and greenhouse gas emissions publication-title: Int J Energy Environ Econ – volume: 11 start-page: 119596 year: 2023 end-page: 119633 ident: bib40 article-title: K-means and alternative clustering methods in modern power systems publication-title: IEEE Access – volume: 308 start-page: 321 year: 2023 end-page: 335 ident: bib19 article-title: Value function gradient learning for large-scale multistage stochastic programming problems publication-title: Eur J Oper Res – volume: 13 start-page: 146 year: 2021 end-page: 158 ident: bib36 article-title: Multi-stage distributionally robust stochastic dual dynamic programming to multi-period economic dispatch with virtual energy storage publication-title: IEEE Trans Sustain Energy – volume: 34 start-page: 2428 year: 2022 end-page: 2442 ident: bib23 article-title: Stochastic planning and scheduling with logic-based Benders decomposition publication-title: Inf J Comput – volume: 4 start-page: 2313 year: 2024 end-page: 2324 ident: bib12 article-title: Solar energy integration into smart grids: challenges and opportunities publication-title: Lett High Energy Phys – volume: 90 start-page: 475 year: 2018 end-page: 489 ident: bib4 article-title: Status and prospect of solar heat for industrial processes in China publication-title: Renew Sustain Energy Rev – reference: REN21. Renewables 2023 Global Status Report Collection: Global Overview. Paris: REN21 Secretariat, 2023. ISBN 978-3-948393-11-3. Available at: – volume: 3 start-page: 49 year: 2025 end-page: 58 ident: bib7 article-title: Evaluating the economic impact of solar energy on local industries in Semnan, Iran publication-title: Future Sustain – year: 2025 ident: bib10 article-title: Optimization of the economic-technical model for hydrogen production with an approach to utilizing solar power plants and waste-to-energy conversion publication-title: Fuel Commun – volume: 435 year: 2024 ident: bib16 article-title: Optimal scheduling of zero-carbon integrated energy system considering long-and short-term energy storages, demand response, and uncertainty publication-title: J Clean Prod – year: 2025 ident: bib8 article-title: Modeling and performance analysis of a solar thermal desalination system using simulation in TRNSYS software publication-title: Case Stud Therm Eng – volume: 59 start-page: 7706 year: 2020 end-page: 7721 ident: bib32 article-title: A multiscale energy systems engineering approach for renewable power generation and storage optimization publication-title: Ind Eng Chem Res – volume: 64 start-page: 9326 year: 2025 end-page: 9337 ident: bib42 article-title: Two-stage hybrid interval stochastic programming for sustainable utility systems with energy storage publication-title: Ind Eng Chem Res – volume: 228 start-page: 1413 year: 2018 end-page: 1422 ident: bib29 article-title: A mathematical approach to minimizing the cost of energy for large utility wind turbines publication-title: Appl Energy – reference: . – volume: 270 year: 2023 ident: bib24 article-title: Multiple stage stochastic planning of integrated electricity and gas system based on distributed approximate dynamic programming publication-title: Energy – volume: 13 start-page: 6233 year: 2020 ident: bib31 article-title: The implications of policy uncertainty on solar photovoltaic investment publication-title: Energies – volume: 2 year: 2021 ident: bib20 article-title: A review of stochastic programming methods for optimization of process systems under uncertainty publication-title: Front Chem Eng – volume: 214 year: 2021 ident: bib11 article-title: Changes in wind turbine power characteristics and annual energy production due to atmospheric stability, turbulence intensity, and wind shear publication-title: Energy – volume: 330 year: 2025 ident: bib3 article-title: Energy, exergy, economic, and environmental analysis of waste heat source heat pump industrial steam generation system publication-title: Energy Convers Manag – volume: 11 start-page: 1110 year: 2019 end-page: 1113 ident: bib39 article-title: Hybrid beta-KDE model for solar irradiance probability density estimation publication-title: IEEE Trans Sustain Energy – volume: 24 start-page: 127 year: 2014 end-page: 153 ident: bib22 article-title: Multistage stochastic decomposition: a bridge between stochastic programming and approximate dynamic programming publication-title: SIAM J Optim – volume: 65 year: 2019 ident: bib27 article-title: Operational optimization of industrial steam systems under uncertainty using data-driven adaptive robust optimization publication-title: AIChE J – volume: 10 year: 2023 ident: bib34 article-title: Two stage robust planning of park integrated energy system considering low carbon publication-title: Front Ecol Evol – volume: 282 year: 2023 ident: bib2 article-title: Data-driven multi-period modeling and optimization for the industrial steam system of large-scale refineries publication-title: Chem Eng Sci – year: 2021 ident: bib37 article-title: Introduction to the prediction of worldwide energy resources (POWER) project: NASA applied sciences week 2021 publication-title: Proceedings of NASA applied sciences week – volume: 214 year: 2021 ident: 10.1016/j.energy.2025.138943_bib11 article-title: Changes in wind turbine power characteristics and annual energy production due to atmospheric stability, turbulence intensity, and wind shear publication-title: Energy doi: 10.1016/j.energy.2020.119051 – volume: 330 year: 2025 ident: 10.1016/j.energy.2025.138943_bib3 article-title: Energy, exergy, economic, and environmental analysis of waste heat source heat pump industrial steam generation system publication-title: Energy Convers Manag doi: 10.1016/j.enconman.2025.119662 – volume: 308 start-page: 321 issue: 1 year: 2023 ident: 10.1016/j.energy.2025.138943_bib19 article-title: Value function gradient learning for large-scale multistage stochastic programming problems publication-title: Eur J Oper Res doi: 10.1016/j.ejor.2022.10.011 – volume: 270 year: 2023 ident: 10.1016/j.energy.2025.138943_bib24 article-title: Multiple stage stochastic planning of integrated electricity and gas system based on distributed approximate dynamic programming publication-title: Energy doi: 10.1016/j.energy.2023.126892 – volume: 228 start-page: 1413 year: 2018 ident: 10.1016/j.energy.2025.138943_bib29 article-title: A mathematical approach to minimizing the cost of energy for large utility wind turbines publication-title: Appl Energy doi: 10.1016/j.apenergy.2018.06.150 – volume: 85 year: 2024 ident: 10.1016/j.energy.2025.138943_bib25 article-title: Seasonal operation planning of hydrogen-enabled multi-energy microgrids through multistage stochastic programming publication-title: J Energy Storage doi: 10.1016/j.est.2024.111125 – volume: 82 year: 2024 ident: 10.1016/j.energy.2025.138943_bib14 article-title: Optimal planning of energy storage system for hybrid power system considering multi correlated input stochastic variables publication-title: J Energy Storage doi: 10.1016/j.est.2024.110615 – volume: 156 year: 2021 ident: 10.1016/j.energy.2025.138943_bib33 article-title: A comparative study on the environmental and economic effects of a resource tax and carbon tax in China: analysis based on the computable general equilibrium model publication-title: Energy Policy doi: 10.1016/j.enpol.2021.112460 – volume: 451 year: 2024 ident: 10.1016/j.energy.2025.138943_bib41 article-title: Two-stage stochastic programming for multi-objective optimization of sustainable utility systems integrating with combined heat and power units publication-title: J Clean Prod doi: 10.1016/j.jclepro.2024.142143 – volume: 10 year: 2023 ident: 10.1016/j.energy.2025.138943_bib34 article-title: Two stage robust planning of park integrated energy system considering low carbon publication-title: Front Ecol Evol doi: 10.3389/fevo.2022.1100089 – volume: 13 start-page: 6233 issue: 23 year: 2020 ident: 10.1016/j.energy.2025.138943_bib31 article-title: The implications of policy uncertainty on solar photovoltaic investment publication-title: Energies doi: 10.3390/en13236233 – year: 2021 ident: 10.1016/j.energy.2025.138943_bib37 article-title: Introduction to the prediction of worldwide energy resources (POWER) project: NASA applied sciences week 2021 – volume: 318 start-page: 179 issue: 1 year: 2024 ident: 10.1016/j.energy.2025.138943_bib26 article-title: Multistage stochastic optimization for mid-term integrated generation and maintenance scheduling of cascaded hydroelectric system with renewable energy uncertainty publication-title: Eur J Oper Res doi: 10.1016/j.ejor.2024.05.011 – volume: 53 start-page: 11021 issue: 27 year: 2014 ident: 10.1016/j.energy.2025.138943_bib28 article-title: Modeling and optimization of a steam system in a chemical plant containing multiple direct drive steam turbines publication-title: Ind Eng Chem Res doi: 10.1021/ie402438t – volume: 11 start-page: 119596 year: 2023 ident: 10.1016/j.energy.2025.138943_bib40 article-title: K-means and alternative clustering methods in modern power systems publication-title: IEEE Access doi: 10.1109/ACCESS.2023.3327640 – volume: 4 start-page: 2313 year: 2024 ident: 10.1016/j.energy.2025.138943_bib12 article-title: Solar energy integration into smart grids: challenges and opportunities publication-title: Lett High Energy Phys – start-page: 3288 year: 2024 ident: 10.1016/j.energy.2025.138943_bib35 article-title: An SDDP algorithm for multistage stochastic programs with decision-dependent uncertainty – volume: 13 start-page: 146 issue: 1 year: 2021 ident: 10.1016/j.energy.2025.138943_bib36 article-title: Multi-stage distributionally robust stochastic dual dynamic programming to multi-period economic dispatch with virtual energy storage publication-title: IEEE Trans Sustain Energy doi: 10.1109/TSTE.2021.3105525 – volume: 180 start-page: 605 year: 2021 ident: 10.1016/j.energy.2025.138943_bib18 article-title: Multi-stage stochastic programming based offering strategy for hydrogen fueling station in joint energy, reserve markets publication-title: Renew Energy doi: 10.1016/j.renene.2021.08.076 – volume: 35 start-page: 2235 issue: 11 year: 2011 ident: 10.1016/j.energy.2025.138943_bib21 article-title: Solution strategies for multistage stochastic programming with endogenous uncertainties publication-title: Comput Chem Eng doi: 10.1016/j.compchemeng.2010.11.013 – ident: 10.1016/j.energy.2025.138943_bib6 – volume: 70 start-page: 1099 year: 2017 ident: 10.1016/j.energy.2025.138943_bib38 article-title: A review of weibull functions in wind sector publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2016.12.014 – volume: 308 year: 2024 ident: 10.1016/j.energy.2025.138943_bib13 article-title: Robust optimization for integrated energy systems based on multi-energy trading publication-title: Energy doi: 10.1016/j.energy.2024.132302 – volume: 28 start-page: 103 year: 2021 ident: 10.1016/j.energy.2025.138943_bib1 article-title: Current status and correlation of fossil fuels consumption and greenhouse gas emissions publication-title: Int J Energy Environ Econ – volume: 188 year: 2023 ident: 10.1016/j.energy.2025.138943_bib5 article-title: Hybrid renewable energy utility systems for industrial sites: a review publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2023.113802 – year: 2025 ident: 10.1016/j.energy.2025.138943_bib8 article-title: Modeling and performance analysis of a solar thermal desalination system using simulation in TRNSYS software publication-title: Case Stud Therm Eng doi: 10.1016/j.csite.2025.106332 – volume: 435 year: 2024 ident: 10.1016/j.energy.2025.138943_bib16 article-title: Optimal scheduling of zero-carbon integrated energy system considering long-and short-term energy storages, demand response, and uncertainty publication-title: J Clean Prod doi: 10.1016/j.jclepro.2023.140393 – volume: 11 start-page: 1110 issue: 2 year: 2019 ident: 10.1016/j.energy.2025.138943_bib39 article-title: Hybrid beta-KDE model for solar irradiance probability density estimation publication-title: IEEE Trans Sustain Energy doi: 10.1109/TSTE.2019.2912706 – year: 2025 ident: 10.1016/j.energy.2025.138943_bib9 article-title: Evaluating renewable energy strategies for operational efficiency in seaports publication-title: Fuel Commun doi: 10.1016/j.jfueco.2025.100147 – volume: 90 start-page: 475 year: 2018 ident: 10.1016/j.energy.2025.138943_bib4 article-title: Status and prospect of solar heat for industrial processes in China publication-title: Renew Sustain Energy Rev doi: 10.1016/j.rser.2018.03.077 – volume: 24 start-page: 127 issue: 1 year: 2014 ident: 10.1016/j.energy.2025.138943_bib22 article-title: Multistage stochastic decomposition: a bridge between stochastic programming and approximate dynamic programming publication-title: SIAM J Optim doi: 10.1137/120864854 – volume: 65 issue: 7 year: 2019 ident: 10.1016/j.energy.2025.138943_bib27 article-title: Operational optimization of industrial steam systems under uncertainty using data-driven adaptive robust optimization publication-title: AIChE J doi: 10.1002/aic.16500 – volume: 34 start-page: 2428 issue: 5 year: 2022 ident: 10.1016/j.energy.2025.138943_bib23 article-title: Stochastic planning and scheduling with logic-based Benders decomposition publication-title: Inf J Comput doi: 10.1287/ijoc.2022.1184 – volume: 64 start-page: 9326 issue: 18 year: 2025 ident: 10.1016/j.energy.2025.138943_bib42 article-title: Two-stage hybrid interval stochastic programming for sustainable utility systems with energy storage publication-title: Ind Eng Chem Res doi: 10.1021/acs.iecr.5c00338 – volume: 282 year: 2023 ident: 10.1016/j.energy.2025.138943_bib2 article-title: Data-driven multi-period modeling and optimization for the industrial steam system of large-scale refineries publication-title: Chem Eng Sci doi: 10.1016/j.ces.2023.119112 – volume: 59 start-page: 7706 issue: 16 year: 2020 ident: 10.1016/j.energy.2025.138943_bib32 article-title: A multiscale energy systems engineering approach for renewable power generation and storage optimization publication-title: Ind Eng Chem Res doi: 10.1021/acs.iecr.0c00436 – start-page: 1 year: 2025 ident: 10.1016/j.energy.2025.138943_bib15 article-title: Two-stage stochastic optimization scheduling of power system considering thermal power units and energy storage peak shaving pricing strategies publication-title: J Electr Eng Technol – volume: 79 start-page: 184 year: 2015 ident: 10.1016/j.energy.2025.138943_bib30 article-title: Reliable and flexible steam and power system design publication-title: Appl Therm Eng doi: 10.1016/j.applthermaleng.2014.11.076 – volume: 18 start-page: 152 issue: 1 year: 2025 ident: 10.1016/j.energy.2025.138943_bib17 article-title: Multi-stage planning approach for distribution network considering long-term variations in load and renewable energy publication-title: Energies doi: 10.3390/en18010152 – volume: 3 start-page: 49 issue: 1 year: 2025 ident: 10.1016/j.energy.2025.138943_bib7 article-title: Evaluating the economic impact of solar energy on local industries in Semnan, Iran publication-title: Future Sustain doi: 10.55670/fpll.fusus.3.1.5 – year: 2025 ident: 10.1016/j.energy.2025.138943_bib10 article-title: Optimization of the economic-technical model for hydrogen production with an approach to utilizing solar power plants and waste-to-energy conversion publication-title: Fuel Commun doi: 10.1016/j.jfueco.2025.100144 – volume: 2 year: 2021 ident: 10.1016/j.energy.2025.138943_bib20 article-title: A review of stochastic programming methods for optimization of process systems under uncertainty publication-title: Front Chem Eng doi: 10.3389/fceng.2020.622241 |
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| Title | Stochastic dual dynamic programming for multi-stage stochastic programming of sustainable utility systems |
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