Title :
Parallel Branch-and-Bound using private IVM-based work stealing on Xeon Phi MIC coprocessor
Author :
Melab, Nouredine ; Leroy, Rudi ; Mezmaz, Mohand ; Tuyttens, Daniel
Author_Institution :
Inria Lille Nord Eur., Univ. Lille 1, Villeneuve-d´Ascq, France
Abstract :
Many combinatorial optimization problems are modeled in practice as permutation-based ones. We have recently proposed a new data structure called IVM dedicated to those problems. IVM is memory efficient in terms of size and management time for solving large permutation problems using Branch-and-Bound (B&B) algorithm. We believe that those memory properties make IVM well-suited for Many Integrated Cores (MIC) architecture. This paper deals with the parallel design and implementation of the B&B algorithm on MIC architectures using private IVM-based work stealing. The proposed approach has been extensively experimented on an Intel Xeon Phi 5110P using several instances of the Flow-Shop scheduling permutation problem. The reported results show that the IVM-based work stealing approach is about 10 times faster than the linked-list traditionally used for parallel B&B.
Keywords :
combinatorial mathematics; microprocessor chips; multiprocessing systems; optimisation; parallel architectures; processor scheduling; tree searching; IVM well-suited; Intel Xeon Phi 5110P; Xeon Phi MIC coprocessor; combinatorial optimization problems; data structure; flow-shop scheduling permutation problem; large permutation problems; many integrated cores architecture; memory efficient; parallel branch-and-bound; parallel design; permutation-based ones; private IVM-based work stealing; Algorithm design and analysis; Coprocessors; Data structures; Hardware; Microwave integrated circuits; Optimization; Space exploration; Flow-Shop Problem; Intel Xeon Phi; MIC architecture; Parallel Branch-and-Bound; Permutation problems;
Conference_Titel :
High Performance Computing & Simulation (HPCS), 2015 International Conference on
Conference_Location :
Amsterdam
Print_ISBN :
978-1-4673-7812-3
DOI :
10.1109/HPCSim.2015.7237067