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Research output: Contribution to Journal/Magazine › Journal article › peer-review
Research output: Contribution to Journal/Magazine › Journal article › peer-review
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TY - JOUR
T1 - Biperspective functions for mixed-integer fractional programs with indicator variables
AU - Letchford, Adam
AU - Ni, Qiang
AU - Zhong, Zhaoyu
PY - 2021/11/30
Y1 - 2021/11/30
N2 - Perspective functions have long been used to convert fractional programs into convex programs. More recently, they have been used to form tight relaxations of mixed-integer nonlinear programs with so-called indicator variables. Motivated by a practical application (maximising energy efficiency in an OFDMA system), we consider problems that have a fractional objective and indicator variables simultaneously. To obtain a tight relaxation of such problems, one must consider what we call a “bi-perspective” (Bi-P) function. An analysis of Bi-P functions leads to the derivation of a new kind of cutting planes, which we call “Bi-P-cuts”. Computational results indicate that Bi-P-cuts typically close a substantial proportion of the integrality gap.
AB - Perspective functions have long been used to convert fractional programs into convex programs. More recently, they have been used to form tight relaxations of mixed-integer nonlinear programs with so-called indicator variables. Motivated by a practical application (maximising energy efficiency in an OFDMA system), we consider problems that have a fractional objective and indicator variables simultaneously. To obtain a tight relaxation of such problems, one must consider what we call a “bi-perspective” (Bi-P) function. An analysis of Bi-P functions leads to the derivation of a new kind of cutting planes, which we call “Bi-P-cuts”. Computational results indicate that Bi-P-cuts typically close a substantial proportion of the integrality gap.
KW - mixed-integer nonlinear programming
KW - mobile wireless communications
KW - OFDMA systems
U2 - 10.1007/s10107-020-01519-9
DO - 10.1007/s10107-020-01519-9
M3 - Journal article
VL - 190
SP - 39
EP - 55
JO - Mathematical Programming
JF - Mathematical Programming
SN - 0025-5610
IS - 1-2
ER -