An Investigation of Phase Transitions in Single-Machine Scheduling Problems

Wang, Zhihui (NASA Ames Research Center) | O' (NASA Ames Research Center) | Gorman, Bryan (University of Toronto) | Tran, Tony T. (NASA Ames Research Center) | Rieffel, Eleanor G. (NASA Ames Research Center) | Frank, Jeremy (NASA Ames Research Center) | Do, Minh

AAAI Conferences 

We investigate solvable-unsolvable phase transitions in the single-machine scheduling (SMS) problem. SMS is at the core of practical problems such as telescope and satellite scheduling and manufacturing. To study the solvability phase transition, we construct a variety of instance families param-eterized by the set of the processing times, the window size (deadline minus release time), and the horizon. We empirically establish the phase transition and look for an easy-hard- easy pattern for this family using several common solvers. While in many combinatorial problems a phase transition coincides with typically hard instances, whether or not that is the case with SMS remains an open question, and merits further study.

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