Multiple Fault Diagnosis for Sheet Metal Fixtures Using Designated Component Analysis

Author:

Camelio Jaime A.1,Hu S. Jack1

Affiliation:

1. Department of Mechanical Engineering, The University of Michigan, Ann Arbor, MI 48109

Abstract

This paper presents a new approach to multiple fault diagnosis for sheet metal fixtures using designated component analysis (DCA). DCA first defines a set of patterns based on product/process information, then finds the significance of these patterns from the measurement data and maps them to a particular set of faults. Existing diagnostics methods has been mainly developed for rigid-body-based 3-2-1 locating scheme. Here an N-2-1 locating scheme is considered since sheet metal parts are compliant. The proposed methodology integrates on-line measurement data, part geometry, fixture layout and sensor layout in detecting simultaneous multiple fixture faults. A diagnosability discussion for the different type of faults is presented. Finally, an application of the proposed method is presented through a computer simulation.

Publisher

ASME International

Subject

Industrial and Manufacturing Engineering,Computer Science Applications,Mechanical Engineering,Control and Systems Engineering

Reference16 articles.

1. Cai, W., Hu, S. J., and Yuan, J. X., 1996, “Deformable Sheet Metal Fixturing: Principles, Algorithms, and Simulations,” ASME J. Manuf. Sci. Eng., 118, pp. 318–324.

2. Ceglarek, D., and Shi, J., 1995, “Dimensional Variation Reduction for Automotive Body Assembly,” Manufacturing Review, 8(2), pp. 139–154.

3. Hu, S. J., and Wu, S. M., 1992, “Identifying Sources of Variation in Automobile Body Assembly Using Principal Component Analysis,” Transactions of NAMRI/SME, XX, pp. 311–316.

4. Ceglarek, D., and Shi, J., 1996, “Fixture Failure Diagnosis for Autobody Assembly Using Pattern Recognition,” ASME J. Eng. Ind., 118, pp. 55–66.

5. Ding, Y., Ceglarek, D., and Shi, J., 2000, “Modeling and Diagnosis of Multi-Stage Manufacturing Process: Part II—Fault Diagnostics,” Japan-USA Symposium of Flexible Automation, Ann Arbor, MI.

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