A Fuzzy C-Means Clustering Method Based for 3D Mechanical Models Retrieval

Author:

Jing Hui1,Li Cong2,Kuang Bing1,Huang Mei Fa1,Liu Fu Yun1

Affiliation:

1. Guilin University of Electronic Technology

2. Guilin College of Aerospace Technology

Abstract

To accelerate the development of new product, one important method is to use the information of the existed products. In this paper, Fuzzy C-Means clustering method (FCM) is proposed to retrieve the desired model in the given model database. In the retrieval process, first, the shape distribution histograms of the model are established and transformed into the proper format of FCM. Then, the shape distribution histograms of the model are served as inputs of FCM and classified into several groups by this algorithm. Last, all the models that belong to the classification of the query model are returned as the retrieval results. To validate the proposed method, a case study is presented. The results show that the result of proposed method is better than that of Shape Distribution. Thus, this method is suitable for 3D mechanical models retrieval.

Publisher

Trans Tech Publications, Ltd.

Subject

General Engineering

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