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Physics-informed neural network for dynamic energy flow calculation in integrated electricity and gas systems

Shangyang He, Suhan Zhang, Yuanzheng Li, Wei Gu, C. Y. Chung

2026Applied Energy5 citationsDOI

Topics & Concepts

Artificial neural networkComputer scienceOperator (biology)Coupling (piping)Constraint (computer-aided design)Flow (mathematics)Energy (signal processing)Mathematical optimizationFunction (biology)Masking (illustration)Energy managementElectricityRenewable energyInterface (matter)Differential operatorPower (physics)InteroperabilityOptimization problemConstraint satisfaction problemPartial derivativeElectric power systemDifferential (mechanical device)Topology (electrical circuits)Constraint satisfactionPartial differential equationEnergy flowIntegrated Energy Systems OptimizationModel Reduction and Neural NetworksOptimal Power Flow Distribution
Physics-informed neural network for dynamic energy flow calculation in integrated electricity and gas systems | Litcius