The coherent point drift algorithm adapted for fixtureless metrology of non-rigid parts

被引:0
|
作者
Aidibe, Ali [1 ]
Tahan, Antoine [1 ]
机构
[1] Ecole Technol Super, Prod Proc & Syst Engn Lab P2SEL, Montreal, PQ H3C 1K3, Canada
来源
13TH CIRP CONFERENCE ON COMPUTER AIDED TOLERANCING | 2015年 / 27卷
关键词
geometric inspection; dimensionnal inspection; registration; GD&T; fixtureless; flexible part; tolerancing; INSPECTION; SYSTEMS;
D O I
10.1016/j.procir.2015.04.048
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Unlike the metrology of rigid parts, no viable and industrial solutions in the case of non-rigid parts are available. Due to gravity load and residual stress, non-rigid parts (flexible, compliant) may have in a Free State condition a significant different shape than their corresponding nominal geometry (CAD model). As a result, very expensive and specialized fixtures mounting are needed by the industry to constrain the component during the inspection. Dealing with this real industrial problem, this paper proposes a new method to inspect non-rigid parts without these specialized fixtures. In this method, the CAD model is smoothly modified to fit the scanned part respecting two criteria that belong to non-rigid parts. The first criterion is the isometric transformation (or the condition that stretch should be very small) between the original CAD model and the modified one. The second criterion is the Euclidian distance between the modified CAD model and its corresponding scanned part. The proposed approach consists of adapting the Coherent Point Drift powerful non rigid registration method to meet the specifications of non-rigid parts. In other words, by minimizing the two above criteria, the paper proposes a 'flexible' registration to align the scanned manufactured compliant part to its nominal model in order to compare them and to deliver an inspection report. Satisfying results were obtained when validating the proposed method on a case study taken from the aerospace industry. The low percentage of error between the estimated value of defect and the reference one reflect the effectiveness of the proposed approach. (C) 2015 The Authors. Published by Elsevier B.V.
引用
收藏
页码:84 / 89
页数:6
相关论文
共 50 条
  • [21] Non-Rigid Point Matching via Genetic Algorithm Searching
    Liu, Hongsen
    Wang, Shuai
    Tian, Dongying
    Yang, Dawei
    Cong, Yang
    Tang, Yandong
    2015 8TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2015, : 664 - 669
  • [22] A proposed method for the dimensional metrology of non-rigid objects
    Blaedel, KL
    Swift, DW
    Tajbakhsh, H
    PROCEEDINGS OF THE FIFTEENTH ANNUAL MEETING OF THE AMERICAN SOCIETY FOR PRECISION ENGINEERING, 2000, : 462 - 464
  • [23] FACE MILLING NON-RIGID PARTS.
    Nepomnyashchii, A.L.
    Machines & Tooling (English translation of Stanki i Instrument), 1976, 47 (03): : 17 - 18
  • [24] Intelligent manipulation of non-rigid parts in industry applications
    Wögerer, C
    Nittmann, G
    Tatzer, P
    2005 IEEE/ASME INTERNATIONAL CONFERENCE ON ADVANCED INTELLIGENT MECHATRONICS, VOLS 1 AND 2, 2005, : 1120 - 1126
  • [25] An Improved Non-Rigid Point Set Registration Algorithm by Preserving Local Topology
    Tao Qiang Sang
    Huihuang Huang
    Ping Tang
    Pattern Recognition and Image Analysis, 2021, 31 : 646 - 655
  • [26] Concave regularisation-based non-rigid feature point matching algorithm
    Lian, Wei
    ELECTRONICS LETTERS, 2015, 51 (08) : 622 - 623
  • [27] A New Algorithm for Non-rigid Point Matching Using Geodesic Graph Model
    Qian, Deheng
    Chen, Tianshi
    Qiao, Hong
    2015 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, 2015, : 1174 - 1180
  • [28] An Improved Non-Rigid Point Set Registration Algorithm by Preserving Local Topology
    Sang, Qiang
    Huang, Tao
    Tang, Huihuang
    Jiang, Ping
    PATTERN RECOGNITION AND IMAGE ANALYSIS, 2021, 31 (04) : 646 - 655
  • [29] A Non-Rigid Point and Normal Registration Algorithm with Applications to Learning from Demonstrations
    Lee, Alex X.
    Goldstein, Max A.
    Barratt, Shane T.
    Abbeel, Pieter
    2015 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2015, : 935 - 942
  • [30] Analysis and optimization of assembly variations for non-rigid parts
    唐倩
    Journal of Chongqing University, 2005, (03) : 125 - 128