4.5 Article

Exact solution approach for a class of nonlinear bilevel knapsack problems

期刊

JOURNAL OF GLOBAL OPTIMIZATION
卷 61, 期 2, 页码 291-310

出版社

SPRINGER
DOI: 10.1007/s10898-014-0189-8

关键词

Bilevel programming; Integer programming; Value functions; Knapsack problem

资金

  1. Natural Sciences and Engineering Research Council of Canada
  2. AFOSR [FA9550-08-1-0268]
  3. NSF [CMMI-0825993]
  4. DoD DURIP [FA2386-12-1-3032]
  5. US Air Force Summer Faculty Fellowship

向作者/读者索取更多资源

We study a class of nonlinear bilevel knapsack problems. The upper-level objective is a nonlinear integer function of both the leader's and the follower's decision variables. At the lower level the follower solves a linear binary knapsack problem, where the right-hand side of the knapsack constraint depends on the resource allocated by the leader. After discussing computational complexity issues, we propose an exact solution approach using an equivalent single-level value function reformulation. Extensive computational experiments are performed with quadratic and fractional binary objective functions.

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