Title :
Research on Detection for Broken Wires in Non-rotating Rope Base on SVM
Author :
Pu, Hanjun ; Xie, Xiaopeng ; Jia, Shangyu ; Liang, Guangchi
Author_Institution :
Sch. of Mech. & Automotive Eng., South China Univ. of Technol., Gangzhou, China
Abstract :
Compared with general steel wire rope, the non-rotating rope incurs more inner broken-wires damage, which makes the damage detection difficult. This paper analyzes the causes of the broken-wires damage in non-rotating rope by creating a geometric model. A new method based on support vector machine (SVM) for the detection of the wires damage in non-rotating rope has been proposed, and experimental results show that SVM performs well in the identification of damage.
Keywords :
geometry; mechanical engineering computing; ropes; steel; support vector machines; wires; broken wire detection; broken-wires damage detection; geometric model; nonrotating rope base; steel wire rope; support vector machine; Accuracy; Kernel; Steel; Support vector machines; Testing; Training data; Wires; SVM; detection; non-rotating rope; steel wire rope;
Conference_Titel :
Electrical and Control Engineering (ICECE), 2010 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-6880-5
DOI :
10.1109/iCECE.2010.410
