Equipment switch state identification method based on improved Faster RCNN

The invention discloses an equipment switch state identification method based on an improved Faster RCNN, which is suitable for equipment switch state image identification by improving an original Faster RCNN model in terms of network structure, parameter setting and algorithm. The method mainly com...

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Main Authors JI JUNJIE, ZHU LIANG, ZHANG BINGBING, LI HAIBO, SONG XUFENG, WU MIN, XU WEI, YAO HANGYU, LU TING, JIANG JIAJIE, SHEN TAO
Format Patent
LanguageChinese
English
Published 18.02.2022
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Abstract The invention discloses an equipment switch state identification method based on an improved Faster RCNN, which is suitable for equipment switch state image identification by improving an original Faster RCNN model in terms of network structure, parameter setting and algorithm. The method mainly comprises the following key steps: image data acquisition, transmission and storage, equipment switch state classification, switch state image data set buidling, designing of the size of a candidate box, switch recognition model building, switch recognition model training and switch recognition model testing. Through the method, the on-off state of the equipment can be accurately identified, so that an equipment operator is assisted to carry out daily operation and maintenance work, the accuracy and reliability of the operation and maintenance process are improved, and safe and continuous operation of the equipment is guaranteed. 本发明公开了一种基于改进Faster RCNN的设备开关状态识别方法,通过对原始Faster RCNN模型在网络结构、参数设置及算法上进行改进,使其适用于设备开关状态图像识别,主
AbstractList The invention discloses an equipment switch state identification method based on an improved Faster RCNN, which is suitable for equipment switch state image identification by improving an original Faster RCNN model in terms of network structure, parameter setting and algorithm. The method mainly comprises the following key steps: image data acquisition, transmission and storage, equipment switch state classification, switch state image data set buidling, designing of the size of a candidate box, switch recognition model building, switch recognition model training and switch recognition model testing. Through the method, the on-off state of the equipment can be accurately identified, so that an equipment operator is assisted to carry out daily operation and maintenance work, the accuracy and reliability of the operation and maintenance process are improved, and safe and continuous operation of the equipment is guaranteed. 本发明公开了一种基于改进Faster RCNN的设备开关状态识别方法,通过对原始Faster RCNN模型在网络结构、参数设置及算法上进行改进,使其适用于设备开关状态图像识别,主
Author XU WEI
WU MIN
YAO HANGYU
ZHU LIANG
JI JUNJIE
LI HAIBO
LU TING
ZHANG BINGBING
SHEN TAO
JIANG JIAJIE
SONG XUFENG
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RelatedCompanies STATE GRID XINYUAN COMPANY LTD
EAST CHINA YIXING PUMPED STORAGE POWER CO., LTD
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Snippet The invention discloses an equipment switch state identification method based on an improved Faster RCNN, which is suitable for equipment switch state image...
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COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS
COMPUTING
COUNTING
HANDLING RECORD CARRIERS
PHYSICS
PRESENTATION OF DATA
RECOGNITION OF DATA
RECORD CARRIERS
Title Equipment switch state identification method based on improved Faster RCNN
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