Automated synthesis of product layout has the potential of substantially reducing design cycle time while allowing for quick check of interference, clearance, scale and fit prior to the building of physical prototypes. The search for optimal positions and orientations of parts in the layout typically requires a huge number of iterations. An extended pattern search layout algorithm based on coordinate search was introduced in an earlier paper and shown quite effective over the previous state-of-the-art. Coordinate search is a simple and straightforward way of implementing the extended pattern search method in the layout problem. However, it is not taking advantage of the wide variety of heuristics admissible in pattern search methods for identifying promising search directions. By introducing various search patterns and exploring their effectiveness in the layout problem, the question of whether complex tactics can do better than the basic coordinate pattern search is addressed. This paper presents four different heuristics for generating pattern directions in the extended pattern search layout algorithm: the conjugate direction method, the modified gradient method, the rank ordering method, and the simplex method. These heuristics are utilized to identify promising search directions and update the set of pattern directions used in the algorithm over iterations. The performance of the different heuristics is compared to that of the basic coordinate extended pattern search layout approach.
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January 2004
Technical Papers
Exploring the Effectiveness of Various Patterns in an Extended Pattern Search Layout Algorithm
Su Yin,
Su Yin
General Electric Corporate R&D, K1-2A68, P.O. Box 8, Schenectady, NY 12301
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Jonathan Cagan
Jonathan Cagan
Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213
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Su Yin
General Electric Corporate R&D, K1-2A68, P.O. Box 8, Schenectady, NY 12301
Jonathan Cagan
Department of Mechanical Engineering, Carnegie Mellon University, Pittsburgh, PA 15213
Contributed by the Design Theory and Methodology Committee for publication in the JOURNAL OF MECHANICAL DESIGN. Manuscript received October 2000; revised June 2003. Associate Editor: D.C. Thurston.
J. Mech. Des. Jan 2004, 126(1): 22-28 (7 pages)
Published Online: March 11, 2004
Article history
Received:
October 1, 2000
Revised:
June 1, 2003
Online:
March 11, 2004
Citation
Yin, S., and Cagan, J. (March 11, 2004). "Exploring the Effectiveness of Various Patterns in an Extended Pattern Search Layout Algorithm ." ASME. J. Mech. Des. January 2004; 126(1): 22–28. https://doi.org/10.1115/1.1641185
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