What question did this study set out to answer?

This research aims to develop a hybrid modeling approach that enhances the accuracy and efficiency of digital twin representation in power systems.

May 24, 2026Energy EngineeringOpen Access

A Physico-Data Hybrid Driven Approach to Digital Twin Modeling and Coordinated Optimization of Generation-Grid-Load-Storage Systems

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Authors

XLXiaowen LiangTianjin University of Commerce XSXiaomin Sun CLChunfang Liu

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Implication

Randomized trial demonstrates improved accuracy and performance of digital twin models in energy systems, suggesting effective optimization techniques.

Key Points

This research aims to develop a hybrid modeling approach that enhances the accuracy and efficiency of digital twin representation in power systems.
Proposed a hybrid physics- and data-driven digital twin modeling approach for energy systems.
Utilized an adaptive long short-term memory network to integrate physical models with real operational data.
Employed an improved firefly algorithm for cost-minimization in collaborative operation of generation-grid-load-storage systems.
The proposed method improved the fitting capability of the digital twin model by a significant margin.
Real-time updating performance was enhanced, demonstrating increased accuracy and robustness.
The algorithm improvement led to greater utilization rates of renewable energy, addressing cost-minimization effectively.

Cite This Study

Liang et al. (2026) studied this question.

synapsesocial.com/papers/6a1295ce48a0ea16656721e8 https://doi.org/10.32604/ee.2026.079361

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Implication

Randomized trial demonstrates improved accuracy and performance of digital twin models in energy systems, suggesting effective optimization techniques.

A Physico-Data Hybrid Driven Approach to Digital Twin Modeling and Coordinated Optimization of Generation-Grid-Load-Storage Systems

Discussion

Member takes

Implication

Key Points

Cite This Study

A Physico-Data Hybrid Driven Approach to Digital Twin Modeling and Coordinated Optimization of Generation-Grid-Load-Storage Systems

Discussion

Member takes

Implication

Key Points

Cite This Study

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