Irregular Packing Based on Principal Component Analysis Methodology
Irregular packing problems exist widely in industrial applications. To obtain better packing results, packing shapes are rotated freely during the packing process. However, equal angle-intervals are commonly used in the existing packing algorithms without considering the shape contour features, whic...
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doaj-f652df58691f4ae7a42104c1b3d3efcf2021-03-29T21:28:24ZengIEEEIEEE Access2169-35362018-01-016626756268610.1109/ACCESS.2018.28765468500121Irregular Packing Based on Principal Component Analysis MethodologyBaosu Guo0Zhuo Liang1https://orcid.org/0000-0002-4494-1393Qingjin Peng2Yongxin Li3Fenghe Wu4College of Mechanical Engineering, Yanshan University, Qinhuangdao, ChinaCollege of Mechanical Engineering, Yanshan University, Qinhuangdao, ChinaDepartment of Mechanical Engineering, University of Manitoba, Winnipeg, MB, CanadaCollege of Mechanical Engineering, Yanshan University, Qinhuangdao, ChinaCollege of Mechanical Engineering, Yanshan University, Qinhuangdao, ChinaIrregular packing problems exist widely in industrial applications. To obtain better packing results, packing shapes are rotated freely during the packing process. However, equal angle-intervals are commonly used in the existing packing algorithms without considering the shape contour features, which may miss the best packing positions with the reduced packing quality. To solve this problem, an irregular packing algorithm is proposed based on a principal component analysis methodology in this paper. The principal components of convex features on the shapes are calculated. The rotation angles are then searched according to the first principal components. Finally, the shapes are rotated and packed based on the rotation angles. Experimental results show that the packing time is reduced and the material utilization is improved by the proposed algorithm.https://ieeexplore.ieee.org/document/8500121/Layoutprincipal component analysiscomputer graphicsoptimization methodshapeforward line |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Baosu Guo Zhuo Liang Qingjin Peng Yongxin Li Fenghe Wu |
spellingShingle |
Baosu Guo Zhuo Liang Qingjin Peng Yongxin Li Fenghe Wu Irregular Packing Based on Principal Component Analysis Methodology IEEE Access Layout principal component analysis computer graphics optimization method shape forward line |
author_facet |
Baosu Guo Zhuo Liang Qingjin Peng Yongxin Li Fenghe Wu |
author_sort |
Baosu Guo |
title |
Irregular Packing Based on Principal Component Analysis Methodology |
title_short |
Irregular Packing Based on Principal Component Analysis Methodology |
title_full |
Irregular Packing Based on Principal Component Analysis Methodology |
title_fullStr |
Irregular Packing Based on Principal Component Analysis Methodology |
title_full_unstemmed |
Irregular Packing Based on Principal Component Analysis Methodology |
title_sort |
irregular packing based on principal component analysis methodology |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2018-01-01 |
description |
Irregular packing problems exist widely in industrial applications. To obtain better packing results, packing shapes are rotated freely during the packing process. However, equal angle-intervals are commonly used in the existing packing algorithms without considering the shape contour features, which may miss the best packing positions with the reduced packing quality. To solve this problem, an irregular packing algorithm is proposed based on a principal component analysis methodology in this paper. The principal components of convex features on the shapes are calculated. The rotation angles are then searched according to the first principal components. Finally, the shapes are rotated and packed based on the rotation angles. Experimental results show that the packing time is reduced and the material utilization is improved by the proposed algorithm. |
topic |
Layout principal component analysis computer graphics optimization method shape forward line |
url |
https://ieeexplore.ieee.org/document/8500121/ |
work_keys_str_mv |
AT baosuguo irregularpackingbasedonprincipalcomponentanalysismethodology AT zhuoliang irregularpackingbasedonprincipalcomponentanalysismethodology AT qingjinpeng irregularpackingbasedonprincipalcomponentanalysismethodology AT yongxinli irregularpackingbasedonprincipalcomponentanalysismethodology AT fenghewu irregularpackingbasedonprincipalcomponentanalysismethodology |
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1724192938140893184 |