{"title":"Battery case dimension measurement based on improved canny","authors":"Hao Yuan , Xiang Xu , ShiYan Liu , Qinglin Zhang , Xiuhua Jiang , Chongyun Zang , Jiangguo Li , Boke Liang","doi":"10.1016/j.est.2025.115717","DOIUrl":null,"url":null,"abstract":"<div><div>The battery case is the core part of a lithium battery, the quality requirements are extremely high, and its size measurement is easily affected by personal factors, resulting in human-controlled errors. A method based on the improved Canny operator is proposed to aim at the problems of low efficiency and high cost in the dimension measurement of the bottom and top of the battery case. Firstly, the image acquisition system is designed to complete the construction of the hardware platform, the camera calibration is achieved in Halcon, RGB processes the image to greyscale and grey value enhancement is used to increase the image contrast, and the improved bilateral filter denoising performs the edge detection, the threshold segmentation and the improved Canny operator to achieve the sub-pixel level size measurement and ensure the accuracy of the edge positioning. Comparison experiments show that the absolute error of the top and bottom diameters of the battery case measured by the algorithm in this paper is less than 0.007 mm, the relative error is less than 0.06 %, and the average error is within 0.0068 mm and 0.0064 mm, respectively. The measurement speed is only about 200 ms, which is much faster than that of the manual measurement of more than 7 s, and it meets the requirements of industrial applications.</div></div>","PeriodicalId":15942,"journal":{"name":"Journal of energy storage","volume":"114 ","pages":"Article 115717"},"PeriodicalIF":8.9000,"publicationDate":"2025-02-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of energy storage","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2352152X2500430X","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENERGY & FUELS","Score":null,"Total":0}
引用次数: 0
Abstract
The battery case is the core part of a lithium battery, the quality requirements are extremely high, and its size measurement is easily affected by personal factors, resulting in human-controlled errors. A method based on the improved Canny operator is proposed to aim at the problems of low efficiency and high cost in the dimension measurement of the bottom and top of the battery case. Firstly, the image acquisition system is designed to complete the construction of the hardware platform, the camera calibration is achieved in Halcon, RGB processes the image to greyscale and grey value enhancement is used to increase the image contrast, and the improved bilateral filter denoising performs the edge detection, the threshold segmentation and the improved Canny operator to achieve the sub-pixel level size measurement and ensure the accuracy of the edge positioning. Comparison experiments show that the absolute error of the top and bottom diameters of the battery case measured by the algorithm in this paper is less than 0.007 mm, the relative error is less than 0.06 %, and the average error is within 0.0068 mm and 0.0064 mm, respectively. The measurement speed is only about 200 ms, which is much faster than that of the manual measurement of more than 7 s, and it meets the requirements of industrial applications.
期刊介绍:
Journal of energy storage focusses on all aspects of energy storage, in particular systems integration, electric grid integration, modelling and analysis, novel energy storage technologies, sizing and management strategies, business models for operation of storage systems and energy storage developments worldwide.