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PPT |基于人工智能的配网停电分析实践

  • 2026-07-14 13:20:26
PPT |基于人工智能的配网停电分析实践
PPT |基于人工智能的配网停电分析实践

01

工作背景
国家发改委、国家能源局提出“全面提升供电保障能力”，对供电可靠性提出更高要求。精准高效开展配网停电分析是支撑可靠性管理提升的重要手段。当前，配网“一停电一分析”工作主要依赖人工开展，存在两方面问题：
基层班组执行层面
：数据收集繁琐、分析效率低；分析流于表象，真实原因难定位；缺乏深层次剖析，制约管理提升。
省市县管理监督层面
：管理人员难以深入现场，依赖系统数据人工复核；信息不对称、资料不完整，分析易停留在“看报告”层面；无法掌握故障真实原因，难以形成具体改进措施与闭环路径。

02

主要做法
围绕“智能助手”、“智能诊断师”、“智能规划师”三大角色，构建“数据-原因-报告”全流程智能化体系。
深化数据融合，打造停电全过程“智能复盘师”
构建智能体
：基于光明电力大模型，构建3个专业小模型+1个智能体，实现“数据分析-原因研判-报告编写”全链路智能化。
多源数据接入
：汇集8大系统、59项数据，包括拓扑、量测、台账、检修、巡视、停电事件、气象等。
核心能力：
##### 标准化小模型
：将调度日志、FA动作记录、保护定值等非结构化数据进行结构化处理。
##### 一致性研判小模型
：通过信息提取、拓扑匹配等技术，实现停电位置、时间等关键信息的一致性研判。
##### 报告自动生成
：基于逻辑推理与任务优化，自动输出“一停电一分析”报告。
2. 突出问题导向，打造停电管理“智能诊断师”
自动化问题诊断
：以线路自动化动作为例，系统接入湖南14个地市配自终端及站内开关数据，对配自动作正确性及故障类型进行研判，并对终端保护定值合理性开展分析。
问题清单生成
：梳理人工编制的历史优质报告近20份，沉淀专业知识库307项，归总形成配网停电暴露问题及不到位等3大类、47小类问题自动诊断与“清单式”生成，指导基层单位靶向施策、精准治理。
3. 赋能管理增效，打造可靠性管理“智能规划师”
综合诊断
：以单次停电分析为基础，开展“省-市-县-所”多层级可靠性综合诊断，从配网网架、设备基础、运维抢修等七个方面深入剖析各单位配网可靠供电存在的共性问题。
知识库扩充
：总结人工编写的600余份高质量报告，扩充知识库307条，引导大模型结合故障开展分析，提升整改措施的针对性。
案例应用：
##### 网架结构分析
：针对整线短路故障，分析线路长度、供带台区数等，指出不满足标准化接线要求。
##### 整改措施分析
：针对线路防雷治理不到位问题，给出安装避雷器、监测放电痕迹等具体整改建议。

03

应用成效
业务模式转型
：自2025年在全省14地市推广应用以来，已完成1.85万余条整支线“一停电一分析”报告自动生成功能。
专业管理深化
：围绕网架结构、运维管理、设备本体、基础数据四个方面诊断分析各类问题14万余项，有力支撑停电管理水平提升。
推广范围扩大
：在总部设备部指导下完成推广实施方案编写，总结凝练湖南公司在数据接入、知识库适配、大小模型协同、智能体编排等方面的经验，并在国网四川、上海等27家单位分两批开展推广应用。

04

工作展望
推进数据模型标准化
：统一配电自动化、供电服务指挥等系统的数据标准，提升源端系统数据质量。
工单化推进问题整改闭环
：将停电分析过程中发现的问题接入全业务工单系统，以工单化形式推进问题整改闭环。
探索基于故障现场信息的停电原因分析技术
：利用图像识别、语义理解等技术，基于故障现场图像、抢修过程等现场信息开展故障原因深度分析。
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  1. CONNECT:[ UseTime:0.000990s ] mysql:host=127.0.0.1;port=3306;dbname=h_sjds;charset=utf8mb4
  2. SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.001507s ]
  3. SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.003133s ]
  4. SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000708s ]
  5. SHOW FULL COLUMNS FROM `set` [ RunTime:0.001424s ]
  6. SELECT * FROM `set` [ RunTime:0.000649s ]
  7. SHOW FULL COLUMNS FROM `article` [ RunTime:0.001453s ]
  8. SELECT * FROM `article` WHERE `id` = 543520 LIMIT 1 [ RunTime:0.011921s ]
  9. UPDATE `article` SET `lasttime` = 1784162547 WHERE `id` = 543520 [ RunTime:0.022569s ]
  10. SELECT * FROM `fenlei` WHERE `id` = 64 LIMIT 1 [ RunTime:0.000799s ]
  11. SELECT * FROM `article` WHERE `id` < 543520 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.001277s ]
  12. SELECT * FROM `article` WHERE `id` > 543520 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.002194s ]
  13. SELECT * FROM `article` WHERE `id` < 543520 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.002455s ]
  14. SELECT * FROM `article` WHERE `id` < 543520 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.001621s ]
  15. SELECT * FROM `article` WHERE `id` < 543520 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.004160s ]
0.149085s