A constraint store based on multivalued decision diagrams

被引:84
|
作者
Andersen, H. R. [1 ]
Hadzic, T. [1 ]
Hooker, J. N. [2 ]
Tiedemann, P. [1 ]
机构
[1] IT Univ Copenhagen, Copenhagen, Denmark
[2] Carnegie Mellon Univ, Pittsburgh, PA USA
关键词
D O I
10.1007/978-3-540-74970-7_11
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The typical constraint store transmits a limited amount of information because it consists only of variable domains. We propose a richer constraint store in the form of a limited-width multivalued decision diagram (MDD). It reduces to a traditional domain store when the maximum width is one but allows greater pruning of the search tree for larger widths. MDD propagation algorithms can be developed to exploit the structure of particular constraints, much as is done for domain filtering algorithms. We propose specialized propagation algorithms for alldiff and inequality constraints. Preliminary experiments show that MDD propagation solves multiple alldiff problems an order of magnitude more rapidly than traditional domain propagation. It also significantly reduces the search tree for inequality problems, but additional research is needed to reduce the computation time.
引用
收藏
页码:118 / +
页数:2
相关论文
共 50 条
  • [21] Improved Peel-and-Bound: Methods for Generating Dual Bounds with Multivalued Decision Diagrams
    Rudich, Isaac
    Cappart, Quentin
    Rousseau, Louis-Martin
    JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH, 2023, 77 : 1489 - 1538
  • [22] Ordering Heuristics for Reliability Evaluation of Multistate Systems Using Multistate Multivalued Decision Diagrams
    Yang, Yaoyao
    Tao, Junyong
    Bai, Guanghan
    Zhang, Yunan
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON RELIABILITY SYSTEMS ENGINEERING (ICRSE 2017), 2017,
  • [23] Improved Peel-and-Bound: Methods for Generating Dual Bounds with Multivalued Decision Diagrams
    Rudich I.
    Cappart Q.
    Rousseau L.-M.
    Journal of Artificial Intelligence Research, 2023, 77 : 1489 - 1538
  • [24] Decomposition Based on Decision Diagrams
    Bergman, David
    Cire, Andre A.
    INTEGRATION OF AI AND OR TECHNIQUES IN CONSTRAINT PROGRAMMING, CPAIOR 2016, 2016, 9676 : 45 - 54
  • [25] Constraint-based failure assessment diagrams
    MacLennan, IJ
    Hancock, JW
    PROCEEDINGS OF THE ROYAL SOCIETY-MATHEMATICAL AND PHYSICAL SCIENCES, 1995, 451 (1943): : 757 - 777
  • [26] CONSTRAINT-BASED FAILURE ASSESSMENT DIAGRAMS
    MACLENNAN, I
    HANCOCK, JW
    INTERNATIONAL JOURNAL OF PRESSURE VESSELS AND PIPING, 1995, 64 (03) : 287 - 298
  • [27] Compiling constraint networks into AND/OR multi-valued decision diagrams (AOMDDs)
    Mateescu, Robert
    Dechter, Rina
    PRINCIPLES AND PRACTICE OF CONSTRAINT PROGRAMMING - CP 2006, 2006, 4204 : 329 - 343
  • [28] Temporal Constraint Satisfaction Problems and Difference Decision Diagrams: a Compilation Map
    Fargier, Helene
    Maris, Frederic
    Roger, Vincent
    2015 IEEE 27TH INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2015), 2015, : 429 - 436
  • [29] A Decision on the Store-within-a-Store Strategy Based on the Uncertainty Model
    Shen, Lu
    Zhuang, Guijun
    Teng, Wenbo
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019
  • [30] Decision rules in multivalued decision systems
    Rzasa, W
    Paluch, A
    Suraj, Z
    ROUGH SETS AND CURRENT TRENDS IN COMPUTING, 2004, 3066 : 504 - 509