Realizing a Global Hyperpolyhedron Constraint via LP Techniques
نویسندگان
چکیده
Combination of AI/OR methods is gaining a great deal of attention because many combinatorial problems especially in planning and scheduling areas can be solved by means of combined AI/OR techniques. Many of these combinatorial problems can be expressed in a natural way as a Constraint Satisfaction Problem (CSP). It is well known that a non-binary CSP can be transformed into an equivalent binary one using some of the actual techniques. However, when the CSP is not discrete or the number of constraints is high, these techniques become impractical. In this paper, we propose an heuristic called "N-face Hyperpolyhedron Heuristic" as an incremental and non-binary CSP solver. This non-binary CSP solver carries out the search through OR techniques and maintains, in a hyperpolyhedron, those solutions that satisfy all metric non-binary constraints. Thus, we can manage more complex and expressive problems with high number of constraints and very large domains.
منابع مشابه
A Non-binary Constraint Satisfaction Solver: The One- Face Hyperpolyhedron Heuristic
Constraint satisfaction is gaining a great deal of attention because many combinatorial problems especially in areas of Artificial Intelligence can be expressed in a natural way as a Constraint Satisfaction Problem (CSP). It is well known that a non-binary CSP can be transformed into an equivalent binary CSP using some of the actual techniques. However, when the CSP is not discrete or the numbe...
متن کاملAn Incremental and Non-binary CSP Solver: The Hyperpolyhedron Search Algorithm
Constraint programming is gaining a great deal of attention because many combinatorial problems especially in areas of planning and scheduling can be expressed in a natural way as a Constraint Satisfaction Problem (CSP). It is well known that a non-binary CSP can be transformed into an equivalent binary CSP using some of the actual techniques. However, when the CSP is not discrete or the number...
متن کاملIntelligent Backtracking in the Echidna Constraint Logic Programming System
Abstract: A new type of reasoning engine for model-based expert system applications is described which employs recent advances in constraint logic programming (CLP), intelligent backtracking (IB) and schema (object-oriented) knowledge representations. Constraint reasoning and logic programming (LP) have been recently joined in the new field of CLP. There is keen research interest and new CLP la...
متن کاملSolving an integrated employee timetabling and production scheduling problem via hybrid branch-and-bound
We propose exact hybrid methods based on integer linear programming and constraint programming for an integrated employee timetabling and production scheduling problem. Each method we investigate uses a constraint programming (CP) formulation associated with a linear programming (LP) relaxation. Under a CP framework, the LP-relaxation is integrated into a global constraint using in addition red...
متن کاملSolving an integrated employee timetabling and job-shop scheduling problem via hybrid branch-and-bound
We propose exact hybrid methods based on integer linear programming and constraint programming for an integrated employee timetabling and job-shop scheduling problem. Each method we investigate uses a constraint programming (CP) formulation associated with a linear programming (LP) relaxation. Under a CP framework, the LP-relaxation is integrated into a global constraint using in addition reduc...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2001