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RESEARCH PAPERS: Design Automation Papers

A Unified Outline of Nonlinear Programming Algorithms

[+] Author and Article Information
K. Schittkowski

Institut für Informatik, Universität Stuttgart, 7000 Stuttgart 1, West Germany

J. Mech., Trans., and Automation 107(4), 449-453 (Dec 01, 1985) (5 pages) doi:10.1115/1.3260744 History: Received November 19, 1984; Online November 19, 2009

Abstract

The four most successful approaches for solving the constrained nonlinear programming problem are the penalty, multiplier, sequential quadratic programming, and generalized reduced gradient methods. A general algorithmic frame will be presented, which realizes any of these methods only by specifying a search direction for the variables, a multiplier estimate, and some penalty parameters in each iteration. This approach allows one to illustrate common mathematical features and, on the other hand, serves to explain the different numerical performance results we observe in practice.

Copyright © 1985 by ASME
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