Real-Time Detection of Nickel Plated Punched Steel Strip Parameters Based on Improved Circle Fitting Algorithm

Author:

Cao Binfang12,Li Jianqi2,Liang Yincong2,Sun Xuan2,Li Weihao2

Affiliation:

1. College of Mathematics and Physics Science, Hunan University of Arts and Science, Changde 415000, China

2. Hunan Provincial Key Laboratory for Control Technology of Distributed Electric Propulsion Aircraft, Changde 415000, China

Abstract

Nickel-plated punched steel strip is a product obtained by punching holes on the surface of cold-rolled white sheet steel strip and then electrochemical nickel plating. It is necessary to make accurate and fast detection of punching circle parameters, since it is of crucial importance to ensuring the quality of nickel-plated punched steel strips. Accordingly, in this article, an improved circle fitting algorithm of nickel-plated punched steel strip is proposed. Firstly, the least squares fitting is performed to obtain the circle center and radius dataset by iterative algorithm with different values for the initial point positions and intervals. Then, the mean shift algorithm is used to optimize the results after iteration, and the segmented fitted circle centers are all concentrated around the true circle center to obtain the best radius and center coordinates. Finally, comparison experiments with different numbers of circular holes and verification experiments with nickel-plated punched steel strips are carried out. As the results show, the algorithm proposed in this article is more robust than the least squares algorithm in detecting multiple circles and has better real-time performance than the Hough transform. Therefore, it can meet the industrial production needs with high accuracy and real-time requirements, such as nickel-plated punched steel strips.

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Computer Networks and Communications,Hardware and Architecture,Signal Processing,Control and Systems Engineering

Reference21 articles.

1. Li, C. (2013). A Study on Electrochemical Machining of Hole-Punched Steel Strip and Processes and Fundamentals of Nickel Electrodeposition. [Ph.D. Thesis, Central South University].

2. Tang, Y., He, Y., and Zhong, J. (2005). A Kind of Perforated Steel Strip for Battery Plate. (CN 2715354Y), Chinese Patent.

3. Padilla, R., Passos, W.L., Dias, T.L.B., Netto, S.L., and da Silva, E.A.B. (2021). A comparative analysis of object detection metrics with a companion open-source toolkit. Electronics, 10.

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