Title :
Conditional and Composite Temporal Constraints with Preferences
Author :
Mouhoub, Malek ; Sukpan, Amrudee
Author_Institution :
Dept. of Comput. Sci., Regina Univ., Sask.
Abstract :
Preferences in temporal problems are common but significant in many real world applications. In this paper, we extend our temporal reasoning framework, managing numeric and symbolic information, in order to handle preferences. Unlike the existing models managing single temporal preferences, ours supports four types of preferences, namely: numeric and symbolic temporal preferences, composite preferences and conditional preferences. This offers more expressive power in representing a wide variety of temporal constraint problems. The preferences are considered here as a set of soft constraints using a c-semiring structure with combination and projection operators. Solving temporal constraint problems with preferences consists of finding a solution satisfying all the temporal constraints while optimizing the preference values. This is handled by a variant of the branch and bound algorithm, we propose in this paper, and where constraint propagation is used to improve the time efficiency. Preliminary tests, we conducted on randomly generated temporal constraint problems with preferences, favor the forward checking principle as a constraint propagation strategy
Keywords :
constraint handling; temporal reasoning; tree searching; branch and bound algorithm; c-semiring structure; composite preference handling; composite temporal constraint; conditional temporal constraint; constraint propagation; forward checking principle; numeric information management; numeric temporal preference; preference value optimization; soft constraint; symbolic information management; symbolic temporal preference; temporal reasoning framework; Application software; Approximation algorithms; Approximation methods; Computer science; Constraint optimization; Stochastic systems; Testing;
Conference_Titel :
Temporal Representation and Reasoning, 2006. TIME 2006. Thirteenth International Symposium on
Conference_Location :
Budapest
Print_ISBN :
0-7695-2617-9
DOI :
10.1109/TIME.2006.10