Research and application of substation intelligent inspection technology based on multi spectral image recognition

计算机科学 人工智能 特征提取 实时计算 目标检测 计算机视觉 智能摄像头 机器人 模式识别(心理学)
作者
Rui Han,Li Liu,Shuang Liu,Peng Jiang,Yifeng Han,Zhongguang Yang
标识
DOI:10.1109/ichve49031.2020.9279654
摘要

The traditional inspection method of substation equipment mainly relies on human resources, which has shortages as high work intensity, low work efficiency and lack of real-time. In this paper, the framework of substation whole area intelligent inspection system is designed, which combines the real-time performance of fixed camera with the mobility of inspection robot, complements each other's advantages. On this basis, through the combination of the improved deep learning Fast-RCNN algorithm and the effective part of the traditional algorithm, the intelligent recognition of typical appearance defects of substation equipment is realized. The feature point detection technology is applied to the meter reading recognition algorithm to improve the adaptability and accuracy under different shooting angles and different shooting conditions. An infrared image target detection algorithm based on deep learning is proposed, which can realize the intelligent extraction of the temperature information of the focus object and intelligent diagnosis of overheating defects without the influence of the accumulated error of camera head. The tracking and positioning of personnel in the substation is realized by the combination of measurement learning, Kalman filter and camera calibration technology, and then realize the real-time monitoring and intelligent warning of equipment and personnel status in the substation. The system has been piloted in a 200kV substation in Zhejiang Province, which effectively promotes the intelligent level of substation safety management and control.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
3秒前
3秒前
kaifangfeiyao完成签到 ,获得积分10
6秒前
清爽的机器猫完成签到 ,获得积分10
8秒前
英吉利25发布了新的文献求助10
9秒前
12秒前
15秒前
16秒前
Xulyun完成签到 ,获得积分10
18秒前
19秒前
22秒前
22秒前
27秒前
热情的c99发布了新的文献求助10
29秒前
31秒前
英吉利25发布了新的文献求助10
32秒前
39秒前
aaa发布了新的文献求助10
43秒前
泥嚎完成签到,获得积分10
51秒前
光亮静槐完成签到 ,获得积分10
52秒前
香蕉新儿完成签到,获得积分10
56秒前
57秒前
57秒前
57秒前
小蓝完成签到,获得积分20
58秒前
cdercder应助科研通管家采纳,获得10
58秒前
cdercder应助科研通管家采纳,获得10
58秒前
59秒前
轻歌水越完成签到 ,获得积分10
1分钟前
小蓝发布了新的文献求助10
1分钟前
香菜完成签到 ,获得积分10
1分钟前
yoga完成签到,获得积分10
1分钟前
lnb666777888完成签到 ,获得积分10
1分钟前
奋斗诗云完成签到 ,获得积分10
1分钟前
123完成签到 ,获得积分10
1分钟前
田乐天完成签到 ,获得积分10
1分钟前
期待完成签到 ,获得积分10
1分钟前
黑眼圈完成签到 ,获得积分10
1分钟前
JJYYY完成签到,获得积分10
1分钟前
chen完成签到 ,获得积分10
1分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Markov Chain Monte Carlo 5000
Evidence Summary. Injection (subcutaneous):op- timal administration 1000
悉尼大学博士学位论文,题目:Modelling and testing of one-sided stitched laminated composites. 作者:Kristopher P. Plain 700
Matrix Methods in Data Mining and Pattern Recognition Second Edition 610
Curating Socialism: A Handbook of International Art Exhibitions 1947-1989 530
Lengua e imagen en la comunicación digital 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7484079
求助须知:如何正确求助?哪些是违规求助? 9076645
关于积分的说明 19355643
捐赠科研通 7099160
什么是DOI,文献DOI怎么找? 3248056
关于科研通互助平台的介绍 2417309
邀请新用户注册赠送积分活动 2233476