R. Logendran et A. Sonthinen, A TABU SEARCH-BASED APPROACH FOR SCHEDULING JOB-SHOP TYPE FLEXIBLE MANUFACTURING SYSTEMS, The Journal of the Operational Research Society, 48(3), 1997, pp. 264-277
Citations number
33
Categorie Soggetti
Management,"Operatione Research & Management Science","Operatione Research & Management Science
The problem of scheduling parts in a job-shop type flexible manufactur
ing system (FMS) is investigated when each part can have alternative p
rocess plans and each operation required of a part can be performed on
alternative machines. The mixed-(binary) integer programming model de
veloped for the problem is proven strongly NP-hard. A higher-level heu
ristic solution algorithm based on a concept known as 'tabu search' is
developed to determine the best (near-optimal) solution for problems
of industrial merit. A comparison of six different versions of tabu se
arch-based heuristics (TSH 1-TSH 6) is performed to investigate the im
pact of using long-term memory and the use of fixed versus variable ta
bu-list sizes. A carefully constructed statistical experiment, based o
n randomized complete-block design, is used to test the performance on
four problem structures ranging from 4-14 parts. The results show tha
t, as the problem size increases, TSH 3 with fixed tabu-list size and
long-term memory is preferred over the other heuristics. Further, the
branch-and-bound technique, by failing to identify as goad a solution
as that determined by the heuristics(TSH I-TSH 6), let alone an optima
l, solution, for a small problem reinforces the need for developing ef
ficient heuristics for solving real problems encountered in industry p
ractice.