Parallel Factorization of Boolean Polynomials

被引:0
|
作者
Kulkarni, Vadiraj [1 ]
Emelyanov, Pavel [2 ,3 ]
Ponomaryov, Denis [2 ,3 ]
Krishna, Madhava [1 ,4 ]
Raha, Soumyendu [1 ]
Nandy, S. K. [1 ]
机构
[1] Indian Inst Sci, Comp Aided Design Lab, Bangalore 560012, Karnataka, India
[2] Ershov Inst Informat Syst, Lavrentiev Av 6, Novosibirsk 630090, Russia
[3] Novosibirsk State Univ, Pirogova St 1, Novosibirsk 630090, Russia
[4] Morphing Machines Pvt Ltd, Bangalore, Karnataka, India
来源
PERSPECTIVES OF SYSTEM INFORMATICS (PSI 2019) | 2019年 / 11964卷
基金
俄罗斯基础研究基金会;
关键词
Boolean polynomials; Factorization; Reconfigurable computing;
D O I
10.1007/978-3-030-37487-7_7
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Polynomial factorization is a classical algorithmic problem in algebra, which has a wide range of applications. Of special interest is factorization over finite fields, among which the field of order two is probably the most important one due to the relationship to Boolean functions. In particular, factorization of Boolean polynomials corresponds to decomposition of Boolean functions given in the Algebraic Normal Form. It has been also shown that factorization provides a solution to decomposition of functions given in the full DNF (i.e., by a truth table), for positive DNFs, and for cartesian decomposition of relational datatables. These applications show the importance of developing fast and practical factorization algorithms. In the paper, we consider some recently proposed polynomial time factorization algorithms for Boolean polynomials and describe a parallel MIMD implementation thereof, which exploits both the task and data level parallelism. We report on an experimental evaluation, which has been conducted on logic circuit synthesis benchmarks and synthetic polynomials, and show that our implementation significantly improves the efficiency of factorization. Finally, we report on the performance benefits obtained from a parallel algorithm when executed on a massively parallel many core architecture (Redefine).
引用
收藏
页码:80 / 94
页数:15
相关论文
共 50 条
  • [41] Impact of Boolean factorization as preprocessing methods for classification of Boolean data
    Radim Belohlavek
    Jan Outrata
    Martin Trnecka
    Annals of Mathematics and Artificial Intelligence, 2014, 72 : 3 - 22
  • [42] On the Number of Roots of Boolean Polynomials
    Leont'ev, V. K.
    Gordeev, E. N.
    COMPUTATIONAL MATHEMATICS AND MATHEMATICAL PHYSICS, 2018, 58 (07) : 1188 - 1197
  • [43] On pseudo-Boolean polynomials
    Leont'ev, V. K.
    COMPUTATIONAL MATHEMATICS AND MATHEMATICAL PHYSICS, 2015, 55 (11) : 1926 - 1932
  • [44] Boolean polynomials and linear transformations
    V. K. Leont’ev
    Doklady Mathematics, 2009, 79 : 216 - 218
  • [45] Learning Sparse Boolean Polynomials
    Negahban, Sahand
    Shah, Devavrat
    2012 50TH ANNUAL ALLERTON CONFERENCE ON COMMUNICATION, CONTROL, AND COMPUTING (ALLERTON), 2012, : 2032 - 2036
  • [46] On pseudo-Boolean polynomials
    V. K. Leont’ev
    Computational Mathematics and Mathematical Physics, 2015, 55 : 1926 - 1932
  • [47] On the Number of Roots of Boolean Polynomials
    V. K. Leont’ev
    E. N. Gordeev
    Computational Mathematics and Mathematical Physics, 2018, 58 : 1188 - 1197
  • [48] Boolean polynomials and linear transformations
    Leont'ev, V. K.
    DOKLADY MATHEMATICS, 2009, 79 (02) : 216 - 218
  • [49] A generalized approach for Boolean matrix factorization
    Farias, Rodrigo Cabral
    Miron, Sebastian
    SIGNAL PROCESSING, 2023, 206
  • [50] NEAR OPTIMAL FACTORIZATION OF BOOLEAN FUNCTIONS
    CARUSO, G
    IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 1991, 10 (08) : 1072 - 1078