J. Dorn et al., REACTIVE SCHEDULING - IMPROVING THE ROBUSTNESS OF SCHEDULES AND RESTRICTING THE EFFECTS OF SHOP-FLOOR DISTURBANCES BY FUZZY-REASONING, International journal of human-computer studies, 42(6), 1995, pp. 687-704
Citations number
33
Categorie Soggetti
Psychology,Ergonomics,"Computer Sciences","Controlo Theory & Cybernetics","Computer Science Cybernetics
Practical scheduling usually has to reach to many unpredictable events
and uncertainties in the production environment. Although often possi
ble in theory, it is undesirable to reschedule from scratch in such ca
ses. Since the surrounding organization will be prepared for the predi
cted schedule, it is important to change only those features of the sc
hedule that are necessary. We show how, on one side, fuzzy logic can b
e used to support the construction of schedules that are robust with r
espect to changes due to certain types of event. On the other side, we
show how a reaction can be restricted to a small environment by means
of fuzzy constraints and a repair-based problem-solving strategy. We
demonstrate the proposed representation and problem-solving method by
introducing a scheduling application in a steelmaking plant. We constr
uct a preliminary schedule by taking into account only the most likely
duration of operations. This schedule is iteratively ''repaired'' unt
il some threshold evaluation is found. A repair is found with a local
search procedure based on Tabu Search. Finally, we show which events c
an lead to reactive scheduling and how this is supported by the repair
strategy.