TY - JOUR
T1 - A Greedy heuristic for solving scheduling problems with bounded rejection cost
AU - Atsmony, Matan
AU - Mosheiov, Gur
N1 - Publisher Copyright:
© 2022
PY - 2022/8
Y1 - 2022/8
N2 - We study single machine scheduling problems with the option of job rejection. The scheduling measures considered are: makespan, total completion time, total tardiness and number of tardy jobs. Following many real-life settings, the total permitted rejection cost is assumed to be bounded. All the problems are known to be NP-hard. The paper focuses on the introduction of an efficient greedy-type heuristic, and performing an extensive numerical study. For makespan minimization, the heuristic is proved to be asymptotically optimal under very general conditions. For each of the problems, a pseudo-polynomial dynamic programming algorithm is introduced, and consequently, the results obtained by the greedy heuristic are compared to the optimum. We show that the greedy heuristic leads to very small optimality gaps in all our tests, and that the dynamic programming algorithms can solve medium and large size instances in reasonable times.
AB - We study single machine scheduling problems with the option of job rejection. The scheduling measures considered are: makespan, total completion time, total tardiness and number of tardy jobs. Following many real-life settings, the total permitted rejection cost is assumed to be bounded. All the problems are known to be NP-hard. The paper focuses on the introduction of an efficient greedy-type heuristic, and performing an extensive numerical study. For makespan minimization, the heuristic is proved to be asymptotically optimal under very general conditions. For each of the problems, a pseudo-polynomial dynamic programming algorithm is introduced, and consequently, the results obtained by the greedy heuristic are compared to the optimum. We show that the greedy heuristic leads to very small optimality gaps in all our tests, and that the dynamic programming algorithms can solve medium and large size instances in reasonable times.
KW - Dynamic programming
KW - Heuristic
KW - Job-rejection
KW - Scheduling
KW - Single machine
UR - http://www.scopus.com/inward/record.url?scp=85128328893&partnerID=8YFLogxK
U2 - 10.1016/j.cor.2022.105827
DO - 10.1016/j.cor.2022.105827
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AN - SCOPUS:85128328893
SN - 0305-0548
VL - 144
JO - Computers and Operations Research
JF - Computers and Operations Research
M1 - 105827
ER -