Cantor: A Novel Dynamic Source‐Grid‐Load‐Storage Dispatching Model for Multiple Objectives in a Regional‐Level Power System

The alignment of the real‐time power supply–demand side becomes a crucial issue in the regional‐level power system due to the growing complexity of source‐grid‐load‐storage scenarios. However, traditional dispatching schemes with inflexible time points are hardly adaptive to the unpredictability of renewable energy generation and multiple‐type load demands. To address this issue, we propose Cantor, a novel dynamic source‐gird‐load‐storage dispatching model for multiple objectives in a regional‐level power system. Cantor incorporates two techniques: (1) An identification algorithm of dispatching time points (IDTP) is designed to satisfy the requirement of power supply–demand alignment dynamically. (2) The latest Twin Delayed Deep Deterministic Policy Gradient decision algorithm is improved to calculate optimal dispatching results in different IDTPs. Furthermore, our case studies highlight Cantor's effective adaptation to complex scenarios in a regional‐level power system dispatching, outperforming state‐of‐the‐art models in power supply reliability, environmental protection, and economic costs, as well as model‐solving efficiency. © 2024 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

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Publication Details

Journal
IEEJ Transactions on Electrical and Electronic Engineering
Published
2024-11-29
DOI
https://doi.org/10.1002/tee.24246
Citations
1
Primary Topic
Smart Grid Energy Management
Type
article
Field-Weighted Citation Impact
0.21
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article

Cantor: A Novel Dynamic Source‐Grid‐Load‐Storage Dispatching Model for Multiple Objectives in a Regional‐Level Power System

Haizhou Du, Xiaohan Guo
1 citations
IEEJ Transactions on Electrical and Electronic Engineering
Smart Grid Energy Management
0.21
article

Cantor: A Novel Dynamic Source‐Grid‐Load‐Storage Dispatching Model for Multiple Objectives in a Regional‐Level Power System

Haizhou Du, Xiaohan Guo
article en
1 citations

Abstract

The alignment of the real‐time power supply–demand side becomes a crucial issue in the regional‐level power system due to the growing complexity of source‐grid‐load‐storage scenarios. However, traditional dispatching schemes with inflexible time points are hardly adaptive to the unpredictability of renewable energy generation and multiple‐type load demands. To address this issue, we propose Cantor, a novel dynamic source‐gird‐load‐storage dispatching model for multiple objectives in a regional‐level power system. Cantor incorporates two techniques: (1) An identification algorithm of dispatching time points (IDTP) is designed to satisfy the requirement of power supply–demand alignment dynamically. (2) The latest Twin Delayed Deep Deterministic Policy Gradient decision algorithm is improved to calculate optimal dispatching results in different IDTPs. Furthermore, our case studies highlight Cantor's effective adaptation to complex scenarios in a regional‐level power system dispatching, outperforming state‐of‐the‐art models in power supply reliability, environmental protection, and economic costs, as well as model‐solving efficiency. © 2024 Institute of Electrical Engineers of Japan and Wiley Periodicals LLC.

IEEJ Transactions on Electrical and Electronic EngineeringVol. 20(6)
Shanghai University of Electric Power (CN), China Power Engineering Consulting Group (China) (CN)
Affordable and clean energy
Openalex Percentile: Top 46%
Smart Grid Energy Management
0.21
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Cantor: A Novel Dynamic Source‐Grid‐Load‐Storage Dispatching Model for Multiple Objectives in a Regional‐Level Power System — Haizhou Du, Xiaohan Guo · IEEJ Transactions on Electrical and Electronic Engineering (2024) | TGRS Research Map | TGRS