智能感知在新型电力系统中的应用与发展综述

Applications and Developments of Intelligent Perception in New Power Systems: A Review

  • 摘要: 面向高比例可再生能源并网、电力电子化和广域互联的新型电力系统,传统“单参量、离散点”监测难以满足毫秒级暂态响应、高精度量测与复杂电力装备智能诊断需求。电网状态获取正加速向多物理、多尺度、多模态、协同化的智能感知范式演进。围绕这一趋势,系统梳理了发电侧新能源装备、输变电主设备与配用电终端的典型应用,总结了新型磁敏材料、光纤传感、微机电系统(MEMS)传感与自取能等关键技术,以及多参量集成与智能信号处理的最新进展。进一步从严苛环境适应性、成本功耗、海量数据传输处理、网络安全与标准化等方面归纳工程瓶颈,指出高可靠敏感材料与新机理传感器、微型化与超低功耗设计、多模态融合与边缘智能、产业生态构建是重点发展方向。新型电力系统亟需规模化部署高可靠、微型化、自取能的智能传感终端,并与边缘计算等关键支撑技术协同,构建安全、高效的电力状态全景在线感知测量体系。

     

    Abstract: The new power systems with high‑penetration renewables, extensive power electronics, and wide‑area interconnection place stringent demands on millisecond‑level transient response, high‑precision measurement, and intelligent diagnosis of complex equipment that cannot be met by conventional single-parameter, point-wise monitoring. State acquisition across the grid is rapidly evolving toward an intelligent perception paradigm that is multi‑physics, multi‑scale, multi-modal, and cooperative. This paper presents a structured review of intelligent perception applications in renewable generation units, transmission and substation primary equipment, and distribution/user‑side terminals. It also summarizes recent progress in key technologies, including novel magnetosensitive materials, fiber‑optic sensing, MEMS sensors, self‑powered sensing, as well as integrated multi‑parameter sensing and intelligent signal processing. On this basis, this paper analyzes the main challenges to large-scale deployment in new power systems, including limited robustness in harsh environments, constraints on sensor cost and power consumption, the pressure of massive data transmission and processing, and lagging cyber security and standardization. Future research directions are outlined in terms of high-reliability sensitive materials and novel sensing mechanisms, highly miniaturized and ultra-low-power sensors, multimodal fusion and edge intelligence, and the construction of industrial ecosystems. In conclusion, new power system development urgently requires the widespread deployment of highly reliable, miniaturized, self-powered sensing terminals, tightly coupled with edge computing, so as to build a safe, efficient and intelligent panoramic online sensing and measurement infrastructure for the power grid.

     

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