GPU Implementation of the Branch and Bound Method for Knapsack Problems
In this paper, we propose an efficient implementation of the branch and bound method for knapsack problems on a CPU-GPU system via CUDA. Branch and bound computations can be carried out either on the CPU or on a GPU according to the size of the branch and bound list. A better management of GPUs memo...
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| Vydané v: | 2012 26th IEEE International Parallel and Distributed Processing Symposium Workshops s. 1769 - 1777 |
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| Hlavní autori: | , |
| Médium: | Konferenčný príspevok.. |
| Jazyk: | English |
| Vydavateľské údaje: |
IEEE
01.05.2012
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| ISBN: | 1467309745, 9781467309745 |
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| Abstract | In this paper, we propose an efficient implementation of the branch and bound method for knapsack problems on a CPU-GPU system via CUDA. Branch and bound computations can be carried out either on the CPU or on a GPU according to the size of the branch and bound list. A better management of GPUs memories, less GPU-CPU communications and better synchronization between GPU threads are proposed in this new implementation in order to increase efficiency. Indeed, a series of computational results is displayed and analyzed showing a substantial speedup on a Tesla C2050 GPU. |
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| AbstractList | In this paper, we propose an efficient implementation of the branch and bound method for knapsack problems on a CPU-GPU system via CUDA. Branch and bound computations can be carried out either on the CPU or on a GPU according to the size of the branch and bound list. A better management of GPUs memories, less GPU-CPU communications and better synchronization between GPU threads are proposed in this new implementation in order to increase efficiency. Indeed, a series of computational results is displayed and analyzed showing a substantial speedup on a Tesla C2050 GPU. |
| Author | Lalami, M. E. El-Baz, D. |
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| Snippet | In this paper, we propose an efficient implementation of the branch and bound method for knapsack problems on a CPU-GPU system via CUDA. Branch and bound... |
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| StartPage | 1769 |
| SubjectTerms | branch and bound method Central Processing Unit combinatorial optimization Computer architecture CUDA GPU computing Graphics processing unit hybrid computing Instruction sets Kernel knapsack problems Optimization Upper bound |
| Title | GPU Implementation of the Branch and Bound Method for Knapsack Problems |
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