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A universal planning system for hybrid domains

机译:混合域通用规划系统

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摘要

Many real world problems involve hybrid systems, subject to (continuous) physical effects and controlled by (discrete) digital equipments. Indeed, many efforts are being made to extend the current planning systems and modelling languages to support such kind of domains. However, hybrid systems often present also a nonlinear behaviour and planning with continuous nonlinear change that is still a challenging issue. In this paper we present the UPMurphi tool, a universal planner based on the discretise and validate approach that is capable of reasoning with mixed discrete/continuous domains, fully respecting the semantics of PDDL+. Given an initial discretisation, the hybrid system is discretised and given as input to UPMurphi, which performs universal planning on such an approximated model and checks the correctness of the results. If the validation fails, the approach is repeated by appropriately refining the discretisation. To show the effectiveness of our approach, the paper presents two real hybrid domains where universal planning has been successfully performed using the UPMurphi tool.
机译:现实世界中的许多问题都涉及混合系统,这些系统受(连续)物理影响并受(离散)数字设备控制。确实,已经做出了许多努力来扩展当前的计划系统和建模语言以支持此类领域。然而,混合系统通常还表现出非线性行为和具有连续非线性变化的计划,这仍然是一个具有挑战性的问题。在本文中,我们介绍了UPMurphi工具,它是一种基于离散化和验证方法的通用计划程序,能够在混合离散/连续域之间进行推理,并充分尊重PDDL +的语义。如果进行了初始离散化,则将混合系统离散化,并作为输入给UPMurphi,UPMurphi会对这种近似模型执行通用计划,并检查结果的正确性。如果验证失败,则通过适当细化离散化来重复该方法。为了展示我们方法的有效性,本文介绍了两个实际的混合域,其中已经使用UPMurphi工具成功执行了通用计划。

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