Abstract
In microgrids, the volatility and uncertainty of renewable energy make it challenging to achieve optimal performance using hierarchical control strategies with time-scale separation for economic dispatch and real-time control. To address this issue and enhance transient optimization, a distributed economic model predictive control (EMPC) strategy based on the alternating direction method of multipliers (ADMM) is proposed in this paper. To reduce computational complexity and communication overhead in distributed control, the ADMM method is employed to solve the distributed EMPC problem in parallel. Using Lyapunov-based analysis, the study establishes the system's asymptotic stability. Moreover, it demonstrates that the EMPC strategy achieves an average performance equivalent to-or even exceeding-that of the optimal steady-state. Simulations validate the proposed algorithm's effectiveness in economic dispatch and frequency restoration, while demonstrating its advantages in minimizing computational load and communication requirements. © 2025 IEEE.
| Original language | English |
|---|---|
| Journal | IEEE Transactions on Industry Applications |
| DOIs | |
| Publication status | Online published - 7 Oct 2025 |
Funding
This work was supported in part by the National Natural Science Foundation of China under Grant 62103101, 62495083, 62236002, the Natural Science Foundation of Jiangsu Province, China under Grant BK20210217, the Global STEM Professorship(GSP313), the JC STEM lab of Future Energy Systems(2025-0039), and a Startup Grant of City Univeristy of Hong Kong (Data Driven Real Time Smart Energy Management System Supporting Energy Transition), the Australian Research Council under Grant DE210100274, Grant DP230101107.
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Research Keywords
- alternating direction method of multipliers
- Distributed algorithm
- economic dispatch
- economic model predictive control
- frequency restoration
- microgrids
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