Litcius/Paper detail

Characterizing Temporal-Coupled Feasible Region of Active Distribution Networks

Tiance Zhang, Jianxiao Wang, Gengyin Li, Xuanyuan Wang, Ming Zhou

2022IEEE Transactions on Industry Applications28 citationsDOI

Abstract

With an increasing penetration of distributed energy resources (DERs), it has become a public interest regarding how to efficiently manage large-scale DERs into wholesale markets. The existing literature has focused on various coordination methods including iteration-based (e.g., Lagrangian relaxation) and projection-based (e.g., vertex enumeration) ones, which may not work for the cases with complicated constraints due to curse of dimensionality. In this article, we propose an efficient projection-based method that adapts to characterizing the feasible region of active distribution networks with temporal-coupled constraints. The problem of finding the temporal-coupled feasible region is formulated as a max–min optimization program, aiming to determine the largest set allowing zero-valued slack variables. Based on Duality Principle, the max–min model is transformed into a solvable mixed-integer linear programming that can be efficiently optimized by off-the-shelf solvers. In contrast to the existing methods searching for a vertex from interior points, we develop an outer progressive approximation algorithm that generates feasibility cuts for each iteration. Case studies based on a modified IEEE 33-bus feeder and Caracas 141-bus system demonstrate the effectiveness and efficiency of our proposed method in characterizing the feasible region with large-scale temporal-coupled constraints.

Topics & Concepts

Mathematical optimizationCurse of dimensionalityLinear programmingFeasible regionComputer scienceVertex (graph theory)Relaxation (psychology)Integer programmingIterative methodMathematicsGraphTheoretical computer scienceMachine learningPsychologySocial psychologyOptimal Power Flow DistributionSmart Grid Energy ManagementElectric Power System Optimization
Characterizing Temporal-Coupled Feasible Region of Active Distribution Networks | Litcius