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量子微电网形成的重构方法
Reforming Quantum Microgrid Formation
| 作者 | Chaofan Lin · Peng Zhang · Mikhail A. Bragin · Yacov A. Shamash |
| 期刊 | IEEE Transactions on Power Systems |
| 出版日期 | 2025年1月 |
| 技术分类 | 储能系统技术 |
| 技术标签 | 储能系统 SiC器件 微电网 |
| 相关度评分 | ★★★★★ 5.0 / 5.0 |
| 关键词 | 量子微电网形成 电力系统优化 图论 二次无约束二进制优化 量子计算机 |
语言:
中文摘要
本文提出了一种新颖的紧凑且无损的量子微电网形成(qMGF)方法,旨在实现电力系统高效运行优化并提升韧性。该方法通过无损重构确保结果与经典MGF等效,并基于图论驱动的二次无约束二元优化(QUBO)避免了连续变量冗余编码的问题。qMGF采用紧凑型建模,显著减少所需量子比特数,适用于近期量子计算机的高精度、低复杂度部署。在真实量子处理单元上的实验证明,qMGF以更少量子比特达到了与经典方法相当的高精度。
English 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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SunView 深度解读
该量子微电网形成技术对阳光电源PowerTitan储能系统和智能微电网解决方案具有重要应用价值。qMGF方法可优化多储能单元协同控制策略,在电网故障时快速重构微电网拓扑,提升系统韧性。其紧凑型QUBO建模思路可启发ST系列储能变流器的并网/离网切换算法优化,减少计算资源消耗。基于图论的无损重构方法适用于iSolarCloud平台的分布式能源管理,实现光储充一体化场景下的实时优化调度。该技术为阳光电源构网型GFM控制与微电网能量管理系统提供了新的算法框架,有助于提升大型储能电站在复杂工况下的自主运行能力和故障恢复速度。