4.7 Article

Quasi-linear stochastic programming model based on expectation and variance and its application in transportation problem

期刊

APPLIED MATHEMATICAL MODELLING
卷 38, 期 7-8, 页码 1919-1928

出版社

ELSEVIER SCIENCE INC
DOI: 10.1016/j.apm.2013.10.024

关键词

Stochastic programming; Quasi-linear programming; Transportation problem; Decision; Reliability coefficient

资金

  1. National Natural Science Foundation of China [71071049, 71371064]
  2. Natural Science Foundation of Hebei Province [F2011208056]

向作者/读者索取更多资源

The stochastic transportation problem involves in many areas such as production scheduling, facility location, resource allocation, logistics management. Constructing an operable solving method has important theoretical and practical value. In this paper, we first analyze the characteristic and deficiencies of the existing stochastic programming methods, such as higher computation complexity. We then give the concept of reliability coefficient and a quasi-linear processing pattern based on expectation and variance. We further analyze the relationship between reliability coefficient and reliability degree, also give the selecting strategy of reliability coefficient. Based on that, we establish a quasi-linear programming model for stochastic transportation problem, and we analyze its performance by a case-based example. The results indicate that this model has good interpretability and operability. It can effectively solve the transportation problem under complex stochastic environment or with incomplete information. (C) 2013 Elsevier Inc. All rights reserved.

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