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PLEASE NOTE: The Publications System provided by the Manufacturing Systems Integration Division (MSID) has moved to: http://www.mel.nist.gov/msidlibrary/publications.html. The pages below are maintained for archival purposes only.
Publication summary
Author(s): Robert Ivester
Publication date: May 1997
Citation: Robert Ivester: "Enhancing Recursive Constraint Bounding for Improved Robustness, Functionality, and Flexibility," Proceedings of 3rd Agile Manufacturing Conference, Albuquerque, MN, May 28 - 29, 1997.
Key words: adaptive control, optimization, cylindrical plunge grinding, machining, modeling uncertainty, nonlinear programming,
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Abstract:
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Modeling uncertainty in machining, caused by modeling inaccuracy,
noise and process Time-variability due to tool wear, hinders
application of traditional optimization to Minimize cost or production
time. Process time-variability can be overcome by adaptive control
optimization (ACO) to improve machine settings in reference to process
feedback so as to satisfy constraints associated with part quality and
machine capability. However, ACO Systems rely on process models to
define the optimal conditions, so they are still affected by modeling
inaccuracy and noise. This paper presents the method of Recursive
Constraint bounding (RCB) which is designed to cope with modeling
uncertainty as well as process time-variability. RCB uses a model,
similar to other ACO methods. However, it considers confidence levels
and noise buffers to account for degrees of inaccuracy and randomness
associated with each modeled constraint. RCB assesses optimality by
measuring the slack in individual constraints after each part is
completed (cycle), and then redefines the constraints to yield more
aggressive machine settings for the next cycle. In this paper,
[enhancements to RCB are presented and demonstrated in application to
internal cylindrical plunge grinding.
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