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References from Multi-objective scheduling of integrated energy–water hubs: layered inter-hub cooperation and scenario-adaptive p-robust regret control. Local targets link to admitted publications; unresolved targets remain external evidence.
Green hydrogen in integrated multi-energy systems: technological pathways, policy and market perspectives, and the role of artificial intelligence
10.3390/fuels7020037 · 2026 · External reference
Multi-layer surrogate gradient clipping framework for hierarchical scheduling of multi-carrier residential hubs
10.1016/j.epsr.2026.113280 · 2026 · External reference
Wind energy potential assessment for electricity and hydrogen production in Morocco’s southern regions
10.1016/j.nexus.2025.100474 · 2025 · External reference
Digital twin Stackelberg Bayesian coordination of mobile storage for uncertainty-resilient renewable integration in offshore and coastal green hydrogen energy hubs
10.1016/j.ref.2026.100900 · 2026 · External reference
Equitable economic energy scheduling with fair cost distribution using shapley value in cooperative multi-hub systems coupled with CHP
10.1016/j.segan.2026.102374 · 2026 · External reference
A cooperation based transactive energy management for networked energy hubs considering improved payoff allocation mechanism
2024 · External reference
Cooperative stochastic energy management of networked energy hubs considering environmental perspectives
10.1016/j.egyr.2024.07.015 · 2024 · External reference
A risk-averse cooperative framework for neighboring energy hubs under joint carbon, heat and electricity trading market with P2G and renewables
10.1016/j.renene.2025.123241 · 2025 · External reference
Robust optimization scheduling of multi-microgrid systems considering hydrogen storage characteristics and energy-sharing station
10.3390/su18105161 · 2026 · External reference
Distributed robust optimization strategy for multi-energy virtual power plant clusters
10.1038/s41598-025-28736-6 · 2025 · External reference
A P-robust peer-to-peer framework for multi-energy microgrids in fully renewable integrated power and gas networks
2026 · External reference
Energy hubs integrating renewable energy sources and demand response programs for cost-effective operations
2025 · External reference
Risk-averse coordinated operation of hydrogen-integrated energy hubs with seasonal energy storage
2024 · External reference
Medium-term optimal operation of energy hub considering risk assessment and uncertainties of energy price and renewable energy resources
2025 · External reference
Robust operation of electricity–gas–heat energy hubs with behind-the-meter PV–battery and integrated demand response under uncertainty
2025 · External reference
Multi-objective stochastic–adaptive robust optimization for energy management of grid-connected energy hubs including hydrogen and thermal storages, DGs and EVs, considering energy and reserve regulation market model
2025 · External reference
Using spatial-temporal flexibility of data center building in energy management of distribution grid coupled with multi-energy hubs and energy storage
10.1016/j.egyr.2025.11.057 · 2025 · External reference
An interval-based model for stochastic optimal scheduling of multi carrier energy hubs in the presence of multiple sources of uncertainty
2025 · External reference
A multi-objective approach for integrated energy hub with waste incineration plants integrating carbon capture technology, and electric vehicle parking lots under uncertainties
2026 · External reference
Multi-objective framework for integrated energy hubs using IGDT: incorporating liquefied natural gas-fueled oxy-fuel combined cycle and P2G technologies
2026 · External reference
Multi-objective credibility robust optimization for risk hedging in integrated energy markets under multiple uncertainties
2026 · External reference
Optimal operation of multi-carrier energy systems integrated with renewable energy sources and hydrogen storage systems
10.1038/s41598-026-35497-3 · 2026 · External reference
Fuzzy-satisfied p-robust optimization of multi vector energy system under linear approximation of fuel cell nonlinear performance with solar photovoltaics
2026 · External reference
Bi-level optimization of small pumped hydro systems for enhanced integration of renewable energy in hydro-electric coupling networks
2025 · External reference
Multi-objective optimization of a socio-economic energy hub with demand response program and considering customer satisfaction
2024 · External reference
Improved goal attainment method for multi-objective energy hub optimization with advanced conversion technologies
10.1016/j.ijhydene.2025.152865 · 2026 · External reference
Exergy efficiency based multi-objective configuration optimization of energy hubs in the multi-energy distribution system
2025 · External reference
Bi-level operation model for energy hub based on energy-carbon coordination optimization framework
2025 · External reference
Optimal operation of electricity-gas-heating-cooling integrated energy systems with SCPR-based carbon trading using a novel SMABC algorithm
2024 · External reference
Coordinated integration of hydrogen-enabled multi-energy systems to achieve zero-carbon buildings
2025 · External reference
Integrated optimization of multi-carrier energy systems: water-energy nexus case
10.1016/j.energy.2022.124764 · 2022 · External reference
Enhancing resilience of agricultural microgrid through electricity–heat–water based multi-energy hub considering irradiation intensity uncertainty
10.1016/j.renene.2023.119739 · 2024 · External reference
10.1016/j.heliyon.2024.e31523
10.1016/j.heliyon.2024.e31523 · External reference
The price of robustness
10.1287/opre.1030.0065 · 2004 · External reference
A robust optimization approach to multi-interval location-inventory and recharging planning for electric vehicles
10.1016/j.omega.2018.06.013 · 2019 · External reference
Optimal energy management for grid-connected microgrids via expected-scenario-oriented robust optimization
10.1016/j.energy.2020.119224 · 2021 · External reference
Distributed optimization of a power, heat, and hydrogen-based virtual energy hub plant integrated with fuel cell and plug-in electric vehicles under a hybrid stochastic-robust approach
10.1016/j.ijhydene.2026.154104 · 2026 · External reference
Operation of smart distribution networks by considering the spatial–temporal flexibility of data centers and battery energy storage systems
10.1016/j.scs.2024.105746 · 2024 · External reference
10.1051/matecconf/20164505005
10.1051/matecconf/20164505005 · External reference
Performance evaluation of wind turbines for energy production in Morocco’s coastal regions
10.1016/j.rineng.2021.100215 · 2021 · External reference
Cooperative stochastic energy management of networked energy hubs considering environmental perspectives
10.1016/j.egyr.2024.07.015 · ExternalCitation · doi-reference
Using spatial-temporal flexibility of data center building in energy management of distribution grid coupled with multi-energy hubs and energy storage
10.1016/j.egyr.2025.11.057 · ExternalCitation · doi-reference
Optimal energy management for grid-connected microgrids via expected-scenario-oriented robust optimization
10.1016/j.energy.2020.119224 · ExternalCitation · doi-reference
Integrated optimization of multi-carrier energy systems: water-energy nexus case
10.1016/j.energy.2022.124764 · ExternalCitation · doi-reference
Multi-layer surrogate gradient clipping framework for hierarchical scheduling of multi-carrier residential hubs
10.1016/j.epsr.2026.113280 · ExternalCitation · doi-reference
10.1016/j.heliyon.2024.e31523
10.1016/j.heliyon.2024.e31523 · ExternalCitation · doi-reference
Improved goal attainment method for multi-objective energy hub optimization with advanced conversion technologies
10.1016/j.ijhydene.2025.152865 · ExternalCitation · doi-reference
Distributed optimization of a power, heat, and hydrogen-based virtual energy hub plant integrated with fuel cell and plug-in electric vehicles under a hybrid stochastic-robust approach
10.1016/j.ijhydene.2026.154104 · ExternalCitation · doi-reference
Wind energy potential assessment for electricity and hydrogen production in Morocco’s southern regions
10.1016/j.nexus.2025.100474 · ExternalCitation · doi-reference
A robust optimization approach to multi-interval location-inventory and recharging planning for electric vehicles
10.1016/j.omega.2018.06.013 · ExternalCitation · doi-reference
Digital twin Stackelberg Bayesian coordination of mobile storage for uncertainty-resilient renewable integration in offshore and coastal green hydrogen energy hubs
10.1016/j.ref.2026.100900 · ExternalCitation · doi-reference
Enhancing resilience of agricultural microgrid through electricity–heat–water based multi-energy hub considering irradiation intensity uncertainty
10.1016/j.renene.2023.119739 · ExternalCitation · doi-reference
A risk-averse cooperative framework for neighboring energy hubs under joint carbon, heat and electricity trading market with P2G and renewables
10.1016/j.renene.2025.123241 · ExternalCitation · doi-reference
Performance evaluation of wind turbines for energy production in Morocco’s coastal regions
10.1016/j.rineng.2021.100215 · ExternalCitation · doi-reference
Operation of smart distribution networks by considering the spatial–temporal flexibility of data centers and battery energy storage systems
10.1016/j.scs.2024.105746 · ExternalCitation · doi-reference
Equitable economic energy scheduling with fair cost distribution using shapley value in cooperative multi-hub systems coupled with CHP
10.1016/j.segan.2026.102374 · ExternalCitation · doi-reference
Distributed robust optimization strategy for multi-energy virtual power plant clusters
10.1038/s41598-025-28736-6 · ExternalCitation · doi-reference
Optimal operation of multi-carrier energy systems integrated with renewable energy sources and hydrogen storage systems
10.1038/s41598-026-35497-3 · ExternalCitation · doi-reference
10.1051/matecconf/20164505005
10.1051/matecconf/20164505005 · ExternalCitation · doi-reference
The price of robustness
10.1287/opre.1030.0065 · ExternalCitation · doi-reference
Green hydrogen in integrated multi-energy systems: technological pathways, policy and market perspectives, and the role of artificial intelligence
10.3390/fuels7020037 · ExternalCitation · doi-reference
Robust optimization scheduling of multi-microgrid systems considering hydrogen storage characteristics and energy-sharing station
10.3390/su18105161 · ExternalCitation · doi-reference