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Control Strategies in HTN Planning: Theory Versus Practice

by Dana S. Nau, Stephen J.J. Smith, Kutluhan Erol - In AAAI-98/IAAI-98 Proceedings , 1998
"... AI planning techniques are beginning to find use in a number of practical planning domains. However, the backward-chaining and partial-order-planning control strategies traditionally used in AI planning systems are not necessarily the best ones to use for practical planning problems. In this paper, ..."
Abstract - Cited by 36 (3 self) - Add to MetaCart
in the same order that those steps will be executed. We also examine how introducing the total-order restriction into HTN planning affects its expressive power, and propose a way to relax the total-order restriction to increase its expressive power and range of applicability.

A Semantics for HTN Methods

by Robert P. Goldman - In ICAPS , 2009
"... Despite the extensive development of first-principles plan-ning in recent years, planning applications are still primar-ily developed using knowledge-based planners which can ex-ploit domain-specific heuristics and weaker domain models. Hierarchical Task Network (HTN) planners capture domain-specifi ..."
Abstract - Cited by 3 (0 self) - Add to MetaCart
Despite the extensive development of first-principles plan-ning in recent years, planning applications are still primar-ily developed using knowledge-based planners which can ex-ploit domain-specific heuristics and weaker domain models. Hierarchical Task Network (HTN) planners capture domain

HTN Planning for the Composition of Stream Processing Applications

by Shirin Sohrabi, Octavian Udrea, Anton V. Riabov
"... Goal-driven automated composition of software components is an important problem with applications in Web service composition and stream processing systems. The popular ap-proach to address this problem is to build the composition automatically using AI planning. However, it is shown that some of th ..."
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can be represented using an ex-tensible composition template or pattern. In prior work, a flow pattern language called Cascade and its corresponding spe-cialized planner have shown the best performance in these do-mains. In this paper, we propose the use of Hierarchical Task Network (HTN) planning

Encoding HTN planning as a dynamic CSP

by Student Pavel Surynek, Supervisor Roman Barták - In Principles and Practice of Constraint Programming - CP 2005, 11th International Con , 2005
"... Abstract. Constraint satisfaction problems provide strong formalism for modeling variety of real life problems. This paper presents a work currently in progress of which the goal is an application of the CSP formalism on hierarchical task network planning domain. An encoding of HTN planning problems ..."
Abstract - Cited by 3 (0 self) - Add to MetaCart
Abstract. Constraint satisfaction problems provide strong formalism for modeling variety of real life problems. This paper presents a work currently in progress of which the goal is an application of the CSP formalism on hierarchical task network planning domain. An encoding of HTN planning

HTN Robot Planning in Partially Observable Dynamic Environments*

by Martin Weser, Dominik Off, Jianwei Zhang
"... Abstract — Experiments showed that Hierarchical Task Network (HTN) planners are suitable to find solutions for nontrivial tasks in complex scenarios. Mobile service robots are able to execute actions which may constitute the basic building blocks to achieve high-level goals. However, only few experi ..."
Abstract - Cited by 1 (1 self) - Add to MetaCart
experiments demonstrate the application of a general purpose deliberative planner in the domain of mobile service robots. One challenging problem arises from the fact that adaptive AI-based planners presume the closed-world assumption (CWA) and are therefore unable to deal with incomplete information. Unknown

GIPO II: HTN Planning in a Tool-supported Knowledge Engineering Environment

by T. L. Mccluskey, D. Liu, R. M. Simpson - In Proceedings of ICAPS’03 , 2003
"... In this paper we explore a principled, integrated approach to the process of creating complex planning applications and introduce and evaluate a new hybrid task-reduction planner called HyHTN. In the short term our work is leading to an experimental research platform for investigating the synergy of ..."
Abstract - Cited by 29 (2 self) - Add to MetaCart
In this paper we explore a principled, integrated approach to the process of creating complex planning applications and introduce and evaluate a new hybrid task-reduction planner called HyHTN. In the short term our work is leading to an experimental research platform for investigating the synergy

A Tool-Supported Approach to Engineering HTN Planning Models

by T. L. Mccluskey, D. E. Kitchin - In Proceedings of 10th IEEE International Conference on Tools with Artificial Intelligence , 1998
"... Our research concerns formal, expressive, objectcentred languages and tools for use in engineering domains for planning applications. In this paper we extend our recent work on an object-centred language for encoding precondition planning domains to a language called OCL h , designed for HTN plannin ..."
Abstract - Cited by 20 (12 self) - Add to MetaCart
Our research concerns formal, expressive, objectcentred languages and tools for use in engineering domains for planning applications. In this paper we extend our recent work on an object-centred language for encoding precondition planning domains to a language called OCL h , designed for HTN

Learning preconditions for planning from plan traces and HTN structure

by Okhtay Ilghami, Dana S. Nau, David W. Aha - Computational Intelligence , 2005
"... Agreat challenge in developing planning systems for practical applications is the difficulty of acquiring the domain information needed to guide such systems. This paper describes a way to learn some of that knowledge. More specifically, the following points are discussed. (1) We introduce a theoret ..."
Abstract - Cited by 14 (3 self) - Add to MetaCart
Agreat challenge in developing planning systems for practical applications is the difficulty of acquiring the domain information needed to guide such systems. This paper describes a way to learn some of that knowledge. More specifically, the following points are discussed. (1) We introduce a

CaMeL: Learning method preconditions for HTN planning

by Okhtay Ilghami, Dana S. Nau - Proceedings of the Sixth International Conference on AI Planning and Scheduling , 2002
"... A great challenge in using any planning system to solve real-world problems is the difficulty of acquiring the domain knowledge that the system will need. We present a way to address part of this problem, in the context of Hierarchical Task Network (HTN) planning, by having the planning system incre ..."
Abstract - Cited by 24 (2 self) - Add to MetaCart
A great challenge in using any planning system to solve real-world problems is the difficulty of acquiring the domain knowledge that the system will need. We present a way to address part of this problem, in the context of Hierarchical Task Network (HTN) planning, by having the planning system

From abstract crisis to concrete relief – A preliminary report on combining state abstraction and HTN planning

by Susanne Biundo, Bernd Schattenberg - In Proceedings of the European Conference on Planning , 2001
"... Abstract. Flexible support for crisis management can definitely be improved by making use of advanced planning capabilities. However, the complexity of the underlying domain often causes intractable efforts in modeling the domain as well as a huge search space to be explored by the system. A way to ..."
Abstract - Cited by 40 (16 self) - Add to MetaCart
Abstract. Flexible support for crisis management can definitely be improved by making use of advanced planning capabilities. However, the complexity of the underlying domain often causes intractable efforts in modeling the domain as well as a huge search space to be explored by the system. A way
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