Precise widening operators for convex polyhedra

@article{citeulike:2798339, abstract = {In the context of static analysis via abstract interpretation, convex polyhedra constitute the most used abstract domain among those capturing numerical relational information. Since the domain of convex polyhedra admits infinite ascending chains, it has to be used in conjunction with appropriate mechanisms for enforcing and accelerating the convergence of fixpoint computations. Widening operators provide a simple and general characterization for such mechanisms. For the domain of convex polyhedra, the original widening operator proposed by Cousot and Halbwachs amply deserves the name of standard widening since most analysis and verification tools that employ convex polyhedra also employ that operator. Nonetheless, there is an unfulfilled demand for more precise widening operators. In this paper, after a formal introduction to the standard widening where we clarify some aspects that are often overlooked, we embark on the challenging task of improving on it. We present a framework for the systematic definition of new widening operators that are never less precise than a given widening. The framework is then instantiated on the domain of convex polyhedra so as to obtain a new widening operator that improves on the standard widening by combining several heuristics. A preliminary experimental evaluation has yielded promising results. We also suggest an improvement to the well-known widening delay technique that allows one to gain precision while preserving its overall simplicity.}, author = {Bagnara, Roberto and Hill, Patricia M. and Ricci, Elisa and Zaffanella, Enea }, booktitle = {Special Issue on the Static Analysis Symposium 2003 - SAS'03}, citeulike-article-id = {2798339}, doi = {10.1016/j.scico.2005.02.003}, journal = {Science of Computer Programming}, keywords = {abstract\_interpretation, linear\_restrictions}, month = {October}, number = {1-2}, pages = {28--56}, posted-at = {2008-05-14 13:48:37}, priority = {1}, title = {Precise widening operators for convex polyhedra}, url = {http://dx.doi.org/10.1016/j.scico.2005.02.003}, volume = {58}, year = {2005} }

TY - JOUR ID - citeulike:2798339 L3 - citeulike-article-id:2798339 TI - Precise widening operators for convex polyhedra T2 - Special Issue on the Static Analysis Symposium 2003 - SAS'03 JF - Science of Computer Programming VL - 58 IS - 1-2 SP - 28 EP - 56 N2 - In the context of static analysis via abstract interpretation, convex polyhedra constitute the most used abstract domain among those capturing numerical relational information. Since the domain of convex polyhedra admits infinite ascending chains, it has to be used in conjunction with appropriate mechanisms for enforcing and accelerating the convergence of fixpoint computations. Widening operators provide a simple and general characterization for such mechanisms. For the domain of convex polyhedra, the original widening operator proposed by Cousot and Halbwachs amply deserves the name of standard widening since most analysis and verification tools that employ convex polyhedra also employ that operator. Nonetheless, there is an unfulfilled demand for more precise widening operators. In this paper, after a formal introduction to the standard widening where we clarify some aspects that are often overlooked, we embark on the challenging task of improving on it. We present a framework for the systematic definition of new widening operators that are never less precise than a given widening. The framework is then instantiated on the domain of convex polyhedra so as to obtain a new widening operator that improves on the standard widening by combining several heuristics. A preliminary experimental evaluation has yielded promising results. We also suggest an improvement to the well-known widening delay technique that allows one to gain precision while preserving its overall simplicity. KW - abstract_interpretation KW - linear_restrictions AU - Bagnara, Roberto AU - Hill, Patricia AU - Ricci, Elisa AU - Zaffanella, Enea PY - 2005/10// UR - http://dx.doi.org/10.1016/j.scico.2005.02.003 ER -