基于内置光纤的110 kV电力电缆外界扰动检测及其信号特性分析OA
External Disturbance Detection and Signal Characteristics Analysis of 110 kV Power Cable Based on Built-in Optical Fiber
随着复杂环境运行场景比例的提高,对电力电缆状态感知提出了新要求,现有传感方法缺乏与电缆本体的有效集成.该文设计一种集成内置传感光纤的110 kV电力电缆,将光纤结合电力电缆结构特性进行集成化设计,提出一种基于内置光纤的110 kV电力电缆外界扰动检测方法.制备了 110 kV内置光纤电力电缆,研究光纤布置位置和光纤外护材料种类对电缆性能的影响,所制备的电缆局部放电试验结果为2.68 pC,耐压试验时长满30 min未击穿;模拟3种电力电缆运行工况,获取了外界扰动源距离与系统检测幅值间的关联关系;构建基于蜻蜓优化算法的变分模态分解(variational mode decomposition,VMD)自适应寻优方法,对模态分解数和惩罚因子进行寻优,重构后的信号噪声明显缓解,且特征峰值未发生明显偏移;最后基于格拉姆角场和递归图挖掘并融合时域信号的特征信息,采用融合注意力机制的ResNeXt网络识别外界扰动事件.结果表明:所设计的内置光纤110 kV电力电缆满足相关电气性能要求,可准确识别外界扰动事件,宏平均F1分数为0.99.所提方法为运行电力电缆外界扰动检测提供了一种新思路.
With the increase in the proportion of operating scenarios in complex environments,new requirements are put forward for the state perception of power cables.The existing sensing methods lack effective integration with the cable.This paper designs a 110 kV power cable with integrated built-in sensing optical fiber.The optical fiber is integrated with the structural characteristics of the power cable for integrated design,and a 110 kV power cable external disturbance de-tection method based on built-in optical fiber is proposed.A 110 kV internal optical fiber power cable is prepared,and the influences of the optical fiber layout position and the type of optical fiber outer sheath material on the cable performance are studied.The partial discharge test result of the prepared cable is 2.68 pC,and the withstand voltage test lasts for 30 minutes without breakdown.Three operating conditions of power cables are simulated,and the relationship between the distance of the external disturbance source and the system detection amplitude is obtained.The variational mode decom-position(VMD)adaptive optimization method based on the dragonfly optimization algorithm is constructed to optimize the modal decomposition number and penalty factor.The noise of the reconstructed signal is significantly alleviated,and the characteristic peak does not shift significantly.Finally,based on the Gramian angular field and recurrence plot,the feature information of the time domain signal is mined and fused,and the ResNeXt network with attention mechanism is used to identify external disturbance events.The results show that the designed 110 kV power cable with internal optical fiber meets the relevant electrical performance requirements,can accurately identify external disturbance events,and the macro-average F1-score is 0.99.The proposed method provides a new idea for the detection of external disturbances in operating power cables.
田皓元;于海朋;王建新;刘鸿;张为开;陈伟根
输变电装备技术全国重点实验室(重庆大学电气工程学院),重庆 400044山东泰开电缆有限公司,泰安 271000输变电装备技术全国重点实验室(重庆大学电气工程学院),重庆 400044输变电装备技术全国重点实验室(重庆大学电气工程学院),重庆 400044输变电装备技术全国重点实验室(重庆大学电气工程学院),重庆 400044输变电装备技术全国重点实验室(重庆大学电气工程学院),重庆 400044
电力电缆外界扰动光纤传感状态监测故障识别
power cableexternal disturbancefiber optic sensingcondition monitoringfault identification
《高电压技术》 2026 (2)
582-594,13
国家电网有限公司科技项目(5108-202299263A-1-0-ZB).Project supported by Science and Technology Project of SGCC(5108-202299263A-1-0-ZB).
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