A Parameterized Local Consistency for Redundant Modeling in Weighted CSPs

نویسندگان

  • Yat Chiu Law
  • Jimmy Ho-Man Lee
  • May H. C. Woo
چکیده

The weighted constraint satisfaction problem (WCSP) framework is a soft constraint framework which can model many real life optimization or overconstrained problems. While there are many local consistency notions available to speed up WCSP solving, in this paper, we investigate how to effectively combine and channel mutually redundant WCSP models to increase constraint propagation. This successful technique for reducing search space in classical constraint satisfaction has been shown non-trivial when adapted for the WCSP framework. We propose a parameterized local consistency LB(m,Φ), which can be instantiated with any local consistency Φ for single models and applied to a combined model with m sub-models, and also provide a simple algorithm to enforce it. We instantiate LB(2,Φ) with different state-of-the-art local consistencies AC*, FDAC*, and EDAC*, and demonstrate empirically the efficiency of the algorithm using different benchmark problems.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Redundant Modeling in Weighted Constraint Satisfaction

In classical constraint satisfaction, redundant modeling has been shown effective in increasing constraint propagation and reducing search space for many problem instances. In this paper, we investigate, for the first time, how to benefit the same from redundant modeling in weighted constraint satisfaction problems (WCSPs), a common soft constraint framework for modeling optimization and over-c...

متن کامل

Soft Consistencies for Weighted CSPs

A number of local consistency properties have recently been defined for weighted CSPs. We split the consistency definitions into a component arising from the constraint tuples, and a component arising from the unary weights, and develop the idea of weight consistencies. The components are then combined again to produce different levels of soft consistency.

متن کامل

Bound arc consistency for weighted CSPs

WCSP is a soft constraint framework with a wide range of applications. Most current complete solvers can be described as a depthfirst branch and bound search that maintain some form of local consistency during the search. However, the known consistencies are unable to solve problems with huge domains because of their time and space complexities. In this paper, we adapt a weaker form of arc cons...

متن کامل

Adaptive Parameterized Consistency for Non-binary CSPs by Counting Supports

Determining the appropriate level of local consistency to enforce on a given instance of a Constraint Satisfaction Problem (CSP) is not an easy task. However, selecting the right level may determine our ability to solve the problem. Adaptive parameterized consistency was recently proposed for binary CSPs as a strategy to dynamically select one of two local consistencies (i.e., AC and maxRPC). I...

متن کامل

Asynchronous PFC-MRDAC±Adopt —Consistency-Maintenance in Adopt—

Each agent has private problems. Private concerns can often be formulated in a general framework such as constraint satisfaction (where everything is modeled by either variables, values, or constraints). Often agents need to find agreement with others for the allocation of final resources. The constraint satisfaction (CSPs) is only a special case of optimization. Here it is shown how a very gen...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2007