Abstract Domains in Constraint Programming

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Release : 2015-05-20
Genre : Computers
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Book Rating : 648/5 ( reviews)

Abstract Domains in Constraint Programming - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Abstract Domains in Constraint Programming write by Marie Pelleau. This book was released on 2015-05-20. Abstract Domains in Constraint Programming available in PDF, EPUB and Kindle. Constraint Programming aims at solving hard combinatorial problems, with a computation time increasing in practice exponentially. The methods are today efficient enough to solve large industrial problems, in a generic framework. However, solvers are dedicated to a single variable type: integer or real. Solving mixed problems relies on ad hoc transformations. In another field, Abstract Interpretation offers tools to prove program properties, by studying an abstraction of their concrete semantics, that is, the set of possible values of the variables during an execution. Various representations for these abstractions have been proposed. They are called abstract domains. Abstract domains can mix any type of variables, and even represent relations between the variables. In this work, we define abstract domains for Constraint Programming, so as to build a generic solving method, dealing with both integer and real variables. We also study the octagons abstract domain, already defined in Abstract Interpretation. Guiding the search by the octagonal relations, we obtain good results on a continuous benchmark. We also define our solving method using Abstract Interpretation techniques, in order to include existing abstract domains. Our solver, AbSolute, is able to solve mixed problems and use relational domains. Exploits the over-approximation methods to integrate AI tools in the methods of CP Exploits the relationships captured to solve continuous problems more effectively Learn from the developers of a solver capable of handling practically all abstract domains

A Combination of Abstract Interpretation and Constraint Programming

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Release : 2019
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Book Rating : /5 ( reviews)

A Combination of Abstract Interpretation and Constraint Programming - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook A Combination of Abstract Interpretation and Constraint Programming write by Ghiles Ziat. This book was released on 2019. A Combination of Abstract Interpretation and Constraint Programming available in PDF, EPUB and Kindle. We investigate in this thesis a tight collaboration between techniques of Abstract Interpretation and Constraint Programming within a unified method of resolution of constraint satisfaction problems. This work addresses the problem of the design in a generic and modular way of a constraint solver based on abstract domains, which capture specific properties of program or constrained variables. We exploit the assets of both fields to bypass the restriction of standard constraint solvers, such as the dedication to a certain type of constraints or variables. Our effort also consists in the design of a robust method, providing soundness properties even in thecontext of floating-point errors. Moreover, we are interested in different techniques allowing the construction of a partition of a solution space that can be easily reused, both from a quantitative and a qualitative point of view. Our work has been concretized in the form of an implementation within the AbSolute constraint solver and applied on several examples. Our experiments show that our methods improve the solver's efficiency or the quality of the results according to the metrics we have defined.

Constraint Programming: Basics and Trends

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Release : 1995-03-20
Genre : Computers
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Book Rating : 559/5 ( reviews)

Constraint Programming: Basics and Trends - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Constraint Programming: Basics and Trends write by Andreas Podelski. This book was released on 1995-03-20. Constraint Programming: Basics and Trends available in PDF, EPUB and Kindle. Quality assurance and accreditation in analytical chemistry laboratories is an important issue on the national and international scale. The book presents currently used methods to assure the quality of analytical results and it describes accreditation procedures for the mutual recognition of these results. The book describes in detail the accreditation systems in 13 European countries and the present situation in the United States of America. The editor also places high value on accreditation and certification practice and on the relevant legislation in Europe. The appendix lists invaluable information on important European accreditation organizations.

Constraint Programming

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Release : 2013-11-21
Genre : Computers
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Book Rating : 836/5 ( reviews)

Constraint Programming - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Constraint Programming write by Brian Mayoh. This book was released on 2013-11-21. Constraint Programming available in PDF, EPUB and Kindle. Constraint programming is like an octopus spreading its tentacles into databases, operations research, artificial intelligence, and many other areas. The concept of constraint programming was introduced in artificial intelligence and graphics in the 1960s and 1970s. Now the related techniques are used and studied in many fields of computing. Different aspects of constraint processing are investigated in theoretical computer science, logic programming, knowledge representation, operations research, and related application domains. Constraint programming has been included in the lists of related topics of many conferences. Nevertheless, only in 1993 were the first forums held, devoted as a whole to this field of knowledge. These were the First Workshop on Principles and Practice of Constraint Programming (PPCP'93) which was held in Newport, Rhode Island, USA, April 28-30, the International Workshop on Constraint Processing (at CSAM'93) held in St. Petersburg, Russia, July 20-21, and the NATO Advanced Study Institute (NATO AS!) on Constraint Programming held in Parnu, Estonia, August 13-24. NATO A Sis are aimed to be schools bringing together leading researchers and practitioners from industry and academia in some area of knowledge to provide a concise picture of the work done and results obtained by different groups. This is intended for dissemination of advanced knowledge not yet taught regularly in of new topics university. However, ASis must also encourage the introduction into university curricula as well as foster international scientific contacts.

Recent Advances in Constraints

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Release : 2003-08-03
Genre : Business & Economics
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Book Rating : 075/5 ( reviews)

Recent Advances in Constraints - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Recent Advances in Constraints write by Barry O'Sullivan. This book was released on 2003-08-03. Recent Advances in Constraints available in PDF, EPUB and Kindle. This book constitutes the thoroughly refereed post-proceedings of the Joint ERCIM/CologNet International Workshop on Constraint Solving and Constraint Logic Programming, held in Cork, Ireland in June 2002. The 14 revised full papers presented were carefully selected for inclusion in the book during two rounds of reviewing and revision. Among the topics addressed are verification and debugging of constraint logic programs, modeling and solving CSPs, explanation generation, inference and inconsistency processing, SAT and 0/1 encodings of CSPs, soft constraints and constraint relaxation, real-world applications, and distributed constraint solving.