Implementing an “exact” Newton method for separable convex transportation problems
作者:
John G. Klincewicz,
期刊:
Networks
(WILEY Available online 1989)
卷期:
Volume 19,
issue 1
页码: 95-105
ISSN:0028-3045
年代: 1989
DOI:10.1002/net.3230190108
出版商: Wiley Subscription Services, Inc., A Wiley Company
数据来源: WILEY
摘要:
AbstractConvex transportation problems represent an important special class of convex network flow problems, with particular applications in telecommunications, economics and engineering. This paper describes an implementation of an “exact” Newton algorithm for separable convex transportation problems. Previously in the literature, only approximate Newton algorithms had been described for the general case of convex network flow problems. The special structure of the transportation problem is used to simplify computation of dual multiplier estimates. In general, this would require factorization of a square matrix of dimensionn+m− 1, werenis the number of sources andmis the number of sinks. By exploiting structure, the work of factorization is limited to a square matrix of dimensionn− 1 orm− 1, whichever is smaller. Some computational experience is described. We also note an analogy between this Newton algorithm for convex problem and a particular variant of Karmarkar's algorithm for linear
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