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CVaR Quantitative Uncertainty-Based Optimal Dispatch for Flexible Traction Power Supply System

Xiaoyu Wang, Ying Han, Luoyi Li, Jinxuan Wang, Weirong Chen, Wenjie Shen

2023IEEE Transactions on Transportation Electrification16 citationsDOI

Abstract

The flexible traction power supply system (FTPSS) integrating a photovoltaic (PV) generation system, an energy storage system (ESS), and a railway power conditioner (RPC) is a promising solution for future railways. However, the volatilities and random uncertainties of PV and traction load negatively impact the ability of FTPSS to operate safely and economically. A dispatch method combining conditional value-at-risk (CVaR) and probabilistic scenarios is proposed for FTPSS to quantify uncertainties in the risk cost. To reconcile economy and robustness, a flexible optimization dispatch model that considers the economic expense and risk cost is built. Finally, this optimization problem is formulated as a mixed integer quadratically constrained programming (MIQCP) model and solved by the GUROBI solver. Based on a genuine instance in China, the method’s validity has been demonstrated. The validity of the method is verified based on a real case in China. The essence of the proposed method is to mitigate the risks related to PV and traction load changes to some extent during the day-ahead dispatch stage by taking into account potential fluctuations in the real-time operating stage. The proposed method can help dispatch decision-makers create effective dispatch strategies and is conducive to FTPSS energy savings and risk avoidance.

Topics & Concepts

CVARElectric power systemEconomic dispatchTraction (geology)Power (physics)Computer scienceMathematical optimizationAutomotive engineeringEngineeringEconomicsExpected shortfallMathematicsRisk managementFinanceMechanical engineeringPhysicsQuantum mechanicsElectric Vehicles and InfrastructureElectric Power System OptimizationPower System Reliability and Maintenance
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