规范感知计划:语义和实现

Sofia Panagiotidi, Javier Vázquez-Salceda
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引用次数: 11

摘要

规范是在上下文中指定可接受行为的一种方法。在文献中,有很多关于规范理论、模型和规范的工作,关于代理在推理时如何考虑规范,但很少有实际实现。在本文中,我们提出了一个框架和实现面向规范的规划。与大多数框架不同,我们的方法在计划生成阶段考虑了规范的可操作性。在我们的框架中,规范可以是可以违反的义务或禁令,并且在违反时还伴随着修复规范。规范操作语义表示为strip语义的扩展/在strip语义之上,作为规划器计算的轨迹(计划)的一种时间限制形式。结合代理对行为的效用函数,规范感知计划者计算出最有利可图的轨迹,从而得出一个不存在未决义务且任何(义务/禁止)违规行为已被处理的世界状态。给出了该框架在PDDL中的实现。
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Norm-Aware Planning: Semantics and Implementation
Norms are a way to specify acceptable behaviour in a context. In literature there is a lot of work on norm theories, models and specifications on how agents might take norms into account when reasoning but few practical implementations. In this paper we present a framework and an implementation for norm-oriented planning. Unlike most frameworks, our approach takes into consideration the operationalisation of norms during the plan generation phase. In our framework norms can be obligations or prohibitions which can be violated, and are accompanied by repair norms in case they are breached. Norm operational semantics is expressed as an extension/on top of STRIPS semantics, acting as a form of temporal restrictions over the trajectories (plans) computed by the planner. In combination with the agent's utility functions over the actions, the norm-aware planner computes the most profitable trajectory concluding to a state of the world where no pending obligations exist and any (obligation/prohibition) violation has been handled. An implementation of the framework in PDDL is provided.
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