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A Compositional Approach to Abstraction for Planning Problems

机译:抽取规划问题的组成方法

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Supervisory Control Theory (SCT) has been applied as a tool to solve planning problems. However, SCT and planning techniques, in general, suffer an explosion in computational complexity when the systems reach a size commonly of interest. Efforts have been directed to improve the scalability of the application of SCT. For example, modular and compositional algorithms have been developed where a system can be decomposed into sub-systems. Hierarchical methods which employ abstraction are also known in literature. In prior work, the notion of cost equivalence was employed to generate an abstraction of the supervisor that, with additional conditions, guarantees that an optimal plan generated on the abstraction is also optimal when applied to the underlying full supervisor. Here we go a step further and develop a new notion of equivalence based on cost equivalence and weak bisimulation that we termpriced-observation equivalence. This class of equivalence aggregates states with futures that share the same event labels and costs. This equivalence, along with other requirements, allows the supervisor abstraction to be generated compositionally. This helps to avoid the explosion of the state space that arises from having to first synthesize the full supervisor before the abstraction can be applied.
机译:监督控制理论(SCT)已被应用为解决规划问题的工具。然而,当系统达到意识的尺寸时,SCT和规划技术通常遭受计算复杂性的爆炸。已经努力提高SCT应用程序的可扩展性。例如,已经开发了模块化和组成算法,其中系统可以将系统分解成副系统。采用抽象的分层方法也在文献中已知。在上班后,采用成本等效的概念来生成主管的抽象,其中包含额外的条件,保证在抽象中产生的最佳计划也在应用于底层的全部主管时是最佳的。在这里,我们进一步迈出了一步,并根据成本等价和弱分布来开发对等当量的新概念,我们是我们术语观测等价的弱分布。这类等同的等同性聚集在一起的国家,这些国家与共享相同的事件标签和成本。此等价以及其他要求允许在合作的方面生成主管抽象。这有助于避免出现在抽象中可以首先合成完整主管的状态空间的爆炸。

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