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在RDDL规划领域建模的介绍

Introduction to Planning Domain Modeling in RDDL
课程网址: http://videolectures.net/icaps2011_sanner_rddl/  
主讲教师: Scott Sanner
开课单位: 澳大利亚ICT卓越研究中心
开课时间: 2011-07-21
课程语种: 英语
中文简介:
rddl 是关系动态影响图语言, 是 icaps 2011 国际概率规划竞赛中使用的领域建模语言。rddl 已被开发为紧凑地建模现实世界中的规划问题, 这些问题使用布尔、多值、整数和连续变量、不受限制的并发性、非通量、复杂效果之间的概率独立性 (对于外生效应很重要)事件)、除量词外的聚合运算符和部分可观察性。虽然 rddl 解决了 ppddl 的一些概率建模限制, 但它的确定性子集也解决了 pddl 的一些建模限制 (例如, 需要非线性差分方程或不受限制并发的模型)。本教程提供了 rddl、语义的一般介绍, 以及一些详细的示例, 如电梯和交通控制, 以展示它的表现力。它还简要介绍了允许规划人员和规划域进行模拟、评估和可视化的 rddlsim 软件。
课程简介: RDDL is the Relational Dynamic Influence Diagram Language, the domain modeling language used in the ICAPS 2011 International Probabilistic Planning Competition. RDDL has been developed to compactly model real-world planning problems that use boolean, multi-valued, integer and continuous variables, unrestricted concurrency, non-fluents, probabilistic independence among complex effects (important for exogenous events), aggregation operators in addition to quantifiers, and partial observability. While RDDL addresses some of the probabilistic modeling limitations of PPDDL, it's deterministic subset also addresses some modeling limitations of PDDL (e.g., models needing nonlinear difference equations or unrestricted concurrency). This tutorial provides a general introduction to RDDL, it's semantics, and a number of detailed examples like elevator and traffic control to demonstrate it's expressive power. It also provides a brief introduction to the rddlsim software that permits the simulation, evaluation, and visualization of planners and planning domains.
关 键 词: 规划问题; 领域建模语言; 概率模型
课程来源: 视频讲座网
最后编审: 2021-05-14:yumf
阅读次数: 143