Incorporating Non-Convex Operating Characteristics Into Bi-Level Optimization Electricity Market Models

电力市场 凸优化 正多边形 数学优化 计算机科学 工程类 数学 电气工程 几何学
作者
Yujian Ye,Dimitrios Papadaskalopoulos,Jalal Kazempour,Goran Štrbac
出处
期刊:IEEE Transactions on Power Systems [Institute of Electrical and Electronics Engineers]
卷期号:35 (1): 163-176 被引量:50
标识
DOI:10.1109/tpwrs.2019.2925317
摘要

Bi-level optimization constitutes the most popular mathematical methodology for modeling the deregulated electricity market. However, state-of-the-art models neglect the physical non-convex operating characteristics of market participants, due to their inherent inability to capture binary decision variables in their representation of the market clearing process, rendering them problematic in modeling markets with complex bidding and unit commitment (UC) clearing mechanisms. This paper addresses this fundamental limitation by proposing a novel modeling approach enabling incorporation of these non-convexities into bi-level optimization market models, which is based on the relaxation and primal-dual reformulation of the original, non-convex lower level problem and the penalization of the associated duality gap. Case studies demonstrate the ability of the proposed approach to closely approximate the market clearing solution of the actual UC clearing algorithm and devise more profitable bidding decisions for strategic producers than the state-of-the-art bi-level optimization approach, and reveal the potential of strategic behavior in terms of misreporting non-convex operating characteristics.
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