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Coordinated frequency -constrained stochastic economic dispatch for integrated transmission and distribution system via distributed optimization

Z. Li

2024enfrequencydispatchrenewableoptimizationenergy

Abstract

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The increasing penetration of renewable energy challenges frequency stability due to high variability and declining inertia. Traditional frequency-security-constrained dispatch methods fail to capture regional frequency heterogeneity and spatially correlated stochastic disturbances, resulting in inaccurate frequency security enforcement. To address this, a regional frequency-constrained dispatch method is proposed, considering the spatial-joint stochastic disturbances and contingencies. Firstly, a multi-regional frequency response model is constructed, incorporating the Vine-Copula-based characterization of regional stochastic disturbances and regional frequency support. Then, a progressive latent-bottleneck physics-informed neural network is applied to characterize differential frequency nadir terms and regional frequency support integral terms via an encoder-decoder architecture, which enables optimization compatible expressions of system frequency dynamics. Finally, a day-ahead dispatch model is developed in which regional stochastic frequency constraints are embedded using a CVaR-based formulation. A case study on the IEEE 118-bus system shows that the proposed method outperforms the unified center-of-inertia–embedded approach in mitigating regional frequency violations, with the regional frequency nadir and RoCoF improved by 32.76% and 2.06%, respectively.

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Cite This Work

@article{3c43a480-fdb8-4b45-822e-8ef82f33f5fa,
  title={Coordinated frequency -constrained stochastic economic dispatch for integrated transmission and distribution system via distributed optimization},
  author={Z. Li},
  year={2024},
  language={en}
}
TY  - JOUR
TI  - Coordinated frequency -constrained stochastic economic dispatch for integrated transmission and distribution system via distributed optimization
AU  - Z. Li
PY  - 2024
LA  - en
ER  -

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