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A Novel Discrete Relaxation Architecture
August 1992 (vol. 14 no. 8)
pp. 857-865

The discrete relaxation algorithm (DRA) is a computational technique that enforces arc consistency (AC) in a constraint satisfaction problem (CSP). The original sequential AC-1 algorithm suffers from O(n/sup 3/m/sup 3/) time complexity, and even the optimal sequential AC-4 algorithm is O(n/sup 2/m/sup 2/) for an n-object and m-label DRA problem. Sample problem runs show that these algorithms are all too slow to meet the need for any useful, real-time CSP applications. A parallel DRA5 algorithm that reaches a lower bound of O(nm) (where the number of processors is polynomial in the problem size) is given. A fine-grained, massively parallel hardware computer architecture has been designed for the DRA5 algorithm. For practical problems, many orders of magnitude of efficiency improvement can be reached on such a hardware architecture.

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Index Terms:
discrete relaxation algorithm; sequential AC-1 algorithm; time complexity; sequential AC-4 algorithm; parallel DRA5 algorithm; polynomial; computational complexity; parallel algorithms; parallel architectures; polynomials
Citation:
J. Gu, W. Wang, "A Novel Discrete Relaxation Architecture," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 14, no. 8, pp. 857-865, Aug. 1992, doi:10.1109/34.149596
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