Matches in SemOpenAlex for { <https://semopenalex.org/work/W4385328188> ?p ?o ?g. }
Showing items 1 to 55 of
55
with 100 items per page.
- W4385328188 abstract "The optimal dispatch of energy storage systems (ESSs) presents formidable challenges due to the uncertainty introduced by fluctuations in dynamic prices, demand consumption, and renewable-based energy generation. By exploiting the generalization capabilities of deep neural networks (DNNs), deep reinforcement learning (DRL) algorithms can learn good-quality control models that adaptively respond to distribution networks' stochastic nature. However, current DRL algorithms lack the capabilities to enforce operational constraints strictly, often even providing unfeasible control actions. To address this issue, we propose a DRL framework that effectively handles continuous action spaces while strictly enforcing the environments and action space operational constraints during online operation. Firstly, the proposed framework trains an action-value function modeled using DNNs. Subsequently, this action-value function is formulated as a mixed-integer programming (MIP) formulation enabling the consideration of the environment's operational constraints. Comprehensive numerical simulations show the superior performance of the proposed MIP-DRL framework, effectively enforcing all constraints while delivering high-quality dispatch decisions when compared with state-of-the-art DRL algorithms and the optimal solution obtained with a perfect forecast of the stochastic variables." @default.
- W4385328188 created "2023-07-28" @default.
- W4385328188 creator A5022327673 @default.
- W4385328188 creator A5048625597 @default.
- W4385328188 creator A5049696780 @default.
- W4385328188 creator A5063679749 @default.
- W4385328188 date "2023-07-26" @default.
- W4385328188 modified "2023-09-26" @default.
- W4385328188 title "A Constraint Enforcement Deep Reinforcement Learning Framework for Optimal Energy Storage Systems Dispatch" @default.
- W4385328188 doi "https://doi.org/10.48550/arxiv.2307.14304" @default.
- W4385328188 hasPublicationYear "2023" @default.
- W4385328188 type Work @default.
- W4385328188 citedByCount "0" @default.
- W4385328188 crossrefType "posted-content" @default.
- W4385328188 hasAuthorship W4385328188A5022327673 @default.
- W4385328188 hasAuthorship W4385328188A5048625597 @default.
- W4385328188 hasAuthorship W4385328188A5049696780 @default.
- W4385328188 hasAuthorship W4385328188A5063679749 @default.
- W4385328188 hasBestOaLocation W43853281881 @default.
- W4385328188 hasConcept C126255220 @default.
- W4385328188 hasConcept C127413603 @default.
- W4385328188 hasConcept C14646407 @default.
- W4385328188 hasConcept C154945302 @default.
- W4385328188 hasConcept C2776036281 @default.
- W4385328188 hasConcept C33923547 @default.
- W4385328188 hasConcept C41008148 @default.
- W4385328188 hasConcept C78519656 @default.
- W4385328188 hasConcept C91575142 @default.
- W4385328188 hasConcept C97541855 @default.
- W4385328188 hasConceptScore W4385328188C126255220 @default.
- W4385328188 hasConceptScore W4385328188C127413603 @default.
- W4385328188 hasConceptScore W4385328188C14646407 @default.
- W4385328188 hasConceptScore W4385328188C154945302 @default.
- W4385328188 hasConceptScore W4385328188C2776036281 @default.
- W4385328188 hasConceptScore W4385328188C33923547 @default.
- W4385328188 hasConceptScore W4385328188C41008148 @default.
- W4385328188 hasConceptScore W4385328188C78519656 @default.
- W4385328188 hasConceptScore W4385328188C91575142 @default.
- W4385328188 hasConceptScore W4385328188C97541855 @default.
- W4385328188 hasLocation W43853281881 @default.
- W4385328188 hasOpenAccess W4385328188 @default.
- W4385328188 hasPrimaryLocation W43853281881 @default.
- W4385328188 hasRelatedWork W1863485266 @default.
- W4385328188 hasRelatedWork W1992540298 @default.
- W4385328188 hasRelatedWork W2141616022 @default.
- W4385328188 hasRelatedWork W2277150216 @default.
- W4385328188 hasRelatedWork W2342906992 @default.
- W4385328188 hasRelatedWork W3005633425 @default.
- W4385328188 hasRelatedWork W4239477580 @default.
- W4385328188 hasRelatedWork W4310834702 @default.
- W4385328188 hasRelatedWork W4312746275 @default.
- W4385328188 hasRelatedWork W4382317772 @default.
- W4385328188 isParatext "false" @default.
- W4385328188 isRetracted "false" @default.
- W4385328188 workType "article" @default.