Reforming Quantum Microgrid Formation

IF 7.2 1区 工程技术 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Power Systems Pub Date : 2025-01-09 DOI:10.1109/TPWRS.2025.3527817
Chaofan Lin;Peng Zhang;Mikhail A. Bragin;Yacov A. Shamash
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Abstract

This letter introduces a novel compact and lossless quantum microgrid formation (qMGF) approach to achieve efficient operational optimization of the power system and improvement of resilience. This is achieved through lossless reformulation to ensure that the results are equivalent to those produced by the classical MGF by exploiting graph-theory-empowered quadratic unconstrained binary optimization (QUBO) that avoids the need for redundant encoding of continuous variables. Additionally, the qMGF approach utilizes a compact formulation that requires significantly fewer qubits compared to other quantum methods thereby enabling a high-accuracy and low-complexity deployment of qMGF on near-term quantum computers. Case studies on real quantum processing units (QPUs) empirically demonstrated that qMGF can achieve the same high accuracy as classic results with a significantly reduced number of qubits.
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重整量子微电网的形成
本文介绍了一种新型的紧凑无损量子微电网形成(qMGF)方法,以实现电力系统的高效运行优化和弹性的提高。这是通过无损的重新表述来实现的,通过利用图论授权的二次无约束二进制优化(QUBO)来避免对连续变量的冗余编码,以确保结果与经典MGF产生的结果等效。此外,qMGF方法利用紧凑的公式,与其他量子方法相比,需要更少的量子比特,从而使qMGF在近期量子计算机上的高精度和低复杂性部署成为可能。在实际量子处理单元(qpu)上的实例研究经验表明,qMGF可以在显著减少量子比特数量的情况下获得与经典结果相同的高精度。
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来源期刊
IEEE Transactions on Power Systems
IEEE Transactions on Power Systems 工程技术-工程:电子与电气
CiteScore
15.80
自引率
7.60%
发文量
696
审稿时长
3 months
期刊介绍: The scope of IEEE Transactions on Power Systems covers the education, analysis, operation, planning, and economics of electric generation, transmission, and distribution systems for general industrial, commercial, public, and domestic consumption, including the interaction with multi-energy carriers. The focus of this transactions is the power system from a systems viewpoint instead of components of the system. It has five (5) key areas within its scope with several technical topics within each area. These areas are: (1) Power Engineering Education, (2) Power System Analysis, Computing, and Economics, (3) Power System Dynamic Performance, (4) Power System Operations, and (5) Power System Planning and Implementation.
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