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A First Order Forward Chaining Approach for Answer Set Computing

机译:用于答案集计算的一阶正向链接方法

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The natural way to use Answer Set Programming (ASP) to represent knowledge in Artificial Intelligence or to solve a Constraint Satisfaction Problem is to elaborate a first order logic program with default negation. In a preliminary step this program, with variables, is translated in an equivalent propositional one by a first tool: the grounder. Then, the propositional program is given to a second tool: the solver. This last one computes (if they exist) one or many answer sets (models) of the program, each answer set encoding one solution of the initial problem. Until today, almost all ASP systems apply this two steps computation. In this work, our major contribution is to introduce a new approach of answer set computing that escapes the preliminary phase of rule instantiation by integrating it in the search process. Our methodology applies a forward chaining of first order rules that are grounded on the fly by means of previously produced constants. We have implemented this strategy in our new ASP solver ASPeRiX. The first benefit of our work is to avoid the bottleneck of instantiation phase arising for some problems because of the huge amount of memory needed to ground all rules of a program, even if these rules are not really useful in certain cases. The second benefit is to make the treatment of function symbols easier and without syntactic restriction provided that rules are safe.
机译:使用答案集编程(ASP)表示人工智能知识或解决约束满足问题的自然方法是精心设计带有默认求反的一阶逻辑程序。在第一步中,这个带有变量的程序被第一个工具:grounder翻译成等效的命题。然后,将命题程序提供给第二个工具:求解器。最后一个计算(如果存在)程序的一个或多个答案集(模型),每个答案集编码一个初始问题的解决方案。直到今天,几乎所有的ASP系统都采用这两个步骤进行计算。在这项工作中,我们的主要贡献是引入了一种新的答案集计算方法,该方法通过将其集成到搜索过程中而逃脱了规则实例化的初始阶段。我们的方法采用一阶规则的前向链接,这些规则通过先前生成的常量即时基于运行。我们已经在新的ASP求解器ASPeRiX中实现了这一策略。我们的工作的第一个好处是,避免了由于某些问题而导致实例化阶段出现瓶颈,因为该问题需要大量的内存来建立程序的所有规则,即使这些规则在某些情况下并没有真正的用处。第二个好处是在规则安全的前提下,使功能符号的处理更加容易,并且没有语法上的限制。

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