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Nondifferential optimization via adaptive smoothing
Authors:D Q Mayne  E Polak
Institution:(1) Department of Electrical Engineering, Imperial College, London, England;(2) Department of Electrical Engineering and Computer Science, University of California, Berkeley, California
Abstract:The problem of minimizing a nondifferential functionx rarrf(x) (subject, possibly, to nondifferential constraints) is considered. Conventional algorithms are employed for minimizing a differential approximationf isin off (subject to differentiable approximations ofg). The parameter epsiv is adaptively reduced in such a way as to ensure convergence to points satisfying necessary conditions of optimality for the original problem.This research was supported by the UK Science and Engineering Research Council, the National Science Foundation under Grant No. ECS-8121149, and the Joint Services Electronics Program, Contract No. F49620-79-C-0178.
Keywords:Nondifferentiable optimization  constrained optimization  generalized gradient  adaptive smoothing
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