首页|期刊导航|电力系统保护与控制|计及乡村用能特性的综合能源系统弱通信环境下分布式优化运行方法

计及乡村用能特性的综合能源系统弱通信环境下分布式优化运行方法OA

Distributed optimal operation of integrated energy systems in weak communication environments considering rural energy consumption characteristics

中文摘要英文摘要

针对乡村综合能源系统负荷机理复杂、通信基础设施薄弱及隐私保护需求迫切的挑战,提出一种计及乡村用能特性的弱通信环境下分布式优化运行方法.首先,剖析乡村典型场景物理机理,构建物理驱动的精细化负荷模型与互联微能网协同调度架构.其次,提出融合事件触发机制与混合动量补偿的鲁棒差分隐私交替方向乘子法(alternating direction method of multipliers,ADMM),通过事件触发减少数据传输,利用动量外推进行丢包补偿,并引入动态衰减噪声机制平衡隐私安全与求解精度.算例分析表明,所提方法能够有效挖掘区域间的互济潜力,在保障算法收敛精度与隐私安全的同时降低通信开销,实现了弱通信环境下系统的经济高效运行.

To address the challenges of complex load characteristics,weak communication infrastructure,and urgent privacy protection requirements in rural integrated energy systems,this paper proposes a distributed optimal operation method under weak communication environments that accounts for rural energy consumption characteristics.First,the physical mechanisms of typical rural scenarios are analyzed to construct physics-driven refined load models and a cooperative dispatch architecture for interconnected micro-energy networks.Second,a robust differential privacy alternating direction method of multipliers(ADMM)integrating an event-triggered mechanism and hybrid momentum compensation is proposed.This method reduces data transmission through event-triggering,utilizes momentum extrapolation for packet loss compensation,and introduces a dynamic decaying noise mechanism to balance privacy security with solution precision.Case studies demonstrate that the proposed method effectively exploits the mutual assistance potential between regions,reduces communication overhead while ensuring convergence accuracy and privacy security,and achieves economic and efficient system operation under weak communication environments.

徐明健;李彬贤;李佳勇;周柯;张聪;朱利鹏

湖南大学电气与信息工程学院,湖南 长沙 410082湖南大学电气与信息工程学院,湖南 长沙 410082湖南大学电气与信息工程学院,湖南 长沙 410082湖南大学电气与信息工程学院,湖南 长沙 410082湖南大学电气与信息工程学院,湖南 长沙 410082湖南大学电气与信息工程学院,湖南 长沙 410082

乡村互联微能网物理驱动负荷建模弱通信环境分布式优化事件触发差分隐私

rural interconnected micro-energy networksphysics-driven load modelingweak-communication environmentdistributed optimizationevent-triggered mechanismdifferential privacy

《电力系统保护与控制》 2026 (17)

1-12,12

This work is supported by the National Natural Science Foundation of China(No.52377184 and No.52377095). 国家自然科学基金项目资助(52377184,52377095)湖南省科技创新计划项目资助(2023RC3114,2024RC3110,2025RC1023)

10.19783/j.cnki.pspc.260018

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