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Proceedings of the Sixteenth International Conference on Automated Planning and Scheduling

Edited by Derek Long, Stephen F. Smith, Daniel Borrajo, and Lee McCluskey

Cumbria, UK, June 6–10, 2005. Published by The AAAI Press, Menlo Park, California. This proceedings is also available in book format.

Please Note: Abstracts are linked to individual titles, and will appear in a separate browser window. Full-text versions of the papers are linked to the abstract text. Access to full text may be restricted to AAAI members. PDF file sizes may be large!


Contents

Sponsors / x

Preface / xi
Derek Long, Stephen F. Smith, Daniel Borrajo, and Lee McCluskey

Organizing Committee / xiii

Program Committee / xv

Invited Speaker Abstracts / xix

Applications of Planning and Scheduling

An Affectively Driven Planner for Synthetic Characters / 2
Ruth Aylett, Joao Dias, and Ana Paiva

Bringing Users and Planning Technology Together. Experiences in SIADEX / 11
Juan Fdez-Olivares, Luis Castillo, Óscar García-Pérez, and Francisco Palao

Predictive Planning for Supply Chain Management / 21
David Pardoe and Peter Stone

Scalable Planning for Distributed Stream Processing Systems / 31
Anton Riabov and Zhen Liu

Complexity of Planning and Scheduling

Bounded Branching and Modalities in Non-Deterministic Planning / 42
Blai Bonet

New Complexity Results for Classical Planning Benchmarks / 52
Malte Helmert

Constraint Reasoning for Planning and Scheduling

Efficiently Handling Temporal Knowledge in an HTN Planner / 63
Luis Castillo, Juan Fdez-Olivares, Óscar García-Pérez, and Francisco Palao

Tractable Optimal Competitive Scheduling / 73
Jeremy Frank, James Crawford, Lina Khatib, and Ronen Brafman

On Some Tractable Cases of Logical Filtering / 83
T. K. Satish Kumar and Stuart Russell

Optimal Rectangle Packing: A Meta-CSP Approach / 93
Michael D. Moffitt and Martha E. Pollack

Lemma Reusing for SAT based Planning and Scheduling / 103
Hidetomo Nabeshima, Takehide Soh, Katsumi Inoue, and Koji Iwanuma

Decision-Theoretic Planning

Solving Factored MDPs with Exponential-Family Transition Models / 114
Branislav Kveton and Milos Hauskrecht

Stochastic Over-Subscription Planning Using Hierarchies of MDPs / 121
Nicolas Meuleau, Ronen Brafman, and Emmanuel Benazera

Optimal Route Planning under Uncertainty / 131
Evdokia Nikolova, Matthew Brand, and David R. Karger

Learning in Planning and Scheduling

Learning Depth-First Search: A Unified Approach to Heuristic Search in Deterministic and Non-Deterministic Settings, and Its Application to MDPs / 142
Blai Bonet and Héctor Geffner

Explanation-Based Acquisition of Planning Operators / 152
Geoffrey Levine and Gerald DeJong

Learning Heuristic Functions from Relaxed Plans / 162
SungWook Yoon, Alan Fern, and Robert Givan

Mixed-Initiative Planning and Scheduling

Evaluating Mixed-Initiative Systems: An Experimental Approach / 172
Gabriella Cortellessa and Amedeo Cesta

Metatheoretic Plan Summarization and Comparison / 182
Karen L. Myers

Plan and Schedule Execution, Monitoring, and Repair

Safe LTL Assumption-Based Planning / 193
Alexandre Albore and Piergiorgio Bertoli

Goal Achievement in Partially Known, Partially Observable Domains / 203
Allen Chang and Eyal Amir

Plan Stability: Replanning versus Plan Repair / 212
Maria Fox, Alfonso Gerevini, Derek Long, and Ivan Serina

Incremental Scheduling to Maximize Quality in a Dynamic Environment / 222
Anthony Gallagher, Terry L. Zimmerman, and Stephen F. Smith

Probabilistic Planning

Sequential Monte Carlo in Probabilistic Planning Reachability Heuristics / 233
Daniel Bryce, Subbarao Kambhampati, and David E. Smith

Fast Probabilistic Planning through Weighted Model Counting / 243
Carmel Domshlak and Jörg Hoffmann

Combining Knowledge Compilation and Search for Conformant Probabilistic Planning / 253
Jinbo Huang

Concurrent Probabilistic Planning in the Graphplan Framework / 263
Iain Little and Sylvie Thiébaux

Search for Planning and Scheduling

An Empirical Study of Multi-Point Constructive Search for Constraint-Based Scheduling / 274
J. Christopher Beck

Structure and Problem Hardness: Goal Asymmetry and DPLL Proofs in SAT-Based Planning / 284
Jörg Hoffmann, Carla Gomes, and Bart Selman

Friends or Foes? An AI Planning Perspective on Abstraction and Search / 294
Jörg Hoffmann, Ashish Sabharwal, and Carmel Domshlak

Memory-Efficient Symbolic Heuristic Search / 304
Rune M. Jensen, Eric A. Hansen, Simon Richards, and Rong Zhou

Looking for Shortcuts: Infeasible Search Analysis for Oversubscribed Scheduling Problems / 314
Mark F. Rogers, Adele Howe, and Darrell Whitley

Exploiting the Power of Local Search in a Branch and Bound Algorithm for Job Shop Scheduling / 324
Matthew J. Streeter and Stephen F. Smith

Short Papers

A Multi-Start Very Large Neighbourhood Search Approach with Local Search Methods for Examination Timetabling / 334
Salwani Abdullah and Edmund K. Burke

SEMAPLAN: Combining Planning with Semantic Matching to Achieve Web Service Composition / 338
Rama Akkiraju, Biplav Srivastava, Anca-Andreea Ivan, Richard Goodwin, and Tanveer Syeda-Mahmood

Planning with Temporally Extended Goals Using Heuristic Search / 342
Jorge A. Baier and Sheila A. McIlraith

Run-Time Monitoring of the Execution of Plans for Web Service Composition / 346
Fabio Barbon, Paolo Traverso, Marco Pistore, and Michele Trainotti

Incremental Maintenance of Double Precedence Graphs: A Constraint-Based Approach / 350
Roman Barták and Ondrej Cepek

Towards Strong Cyclic Planning under Partial Observability / 354
Piergiorgio Bertoli, Alessandro Cimatti, and Marco Pistore

Automated Web Service Composition by On-the-Fly Belief Space Search / 358
Piergiorgio Bertoli, Marco Pistore, and Paolo Traverso

RRT-Plan: A Randomized Algorithm for STRIPS Planning / 362
Daniel Burfoot, Joelle Pineau, and Gregory Dudek

Motion Economy and Planning / 366
Özgen Canan and Aysenur Birtürk

Lessons Learned in Applying Domain-Independent Planning to High-Speed Manufacturing / 370
Minh Do and Wheeler Ruml

On the Compilation of Plan Constraints and Preferences / 374
Stefan Edelkamp

Reusing and Building a Policy Library / 378
Fernando Fernández and Manuela Veloso

Durative Planning in HTNs / 382
Robert P. Goldman

Robust Execution of Temporally Flexible Plans for Bipedal Walking Devices / 386
Andreas Hofmann and Brian Williams

Learning to Do HTN Planning / 390
Okhtay Ilghami, Dana S. Nau, and Héctor Muñoz-Avila

Learning Behaviors Models for Robot Execution Control / 394
Guillaume Infantes, Félix Ingrand, and Malik Ghallab

Planning for PDDL3—An OCSP Based Approach / 398
Bharat Ranjan Kavuluri, Naresh Babu Saladi, and Deepak Khemani

A New Principle for Incremental Heuristic Search: Theoretical Results / 402
Sven Koenig and Maxim Likhachev

Resource Contention Metrics for Oversubscribed Scheduling Problems / 406
Laurence A. Kramer and Stephen F. Smith

Probabilistic Planning with Nonlinear Utility Functions / 410
Yaxin Liu and Sven Koenig

Challenges for Temporal Planning with Uncertain Durations / 414
Mausam and Daniel S. Weld

Automated Planning Using Quantum Computation / 418
S. Naguleswaran, L. B. White, and I. Fuss

Knowledge-based Middleware as an Architecture for Planning and Scheduling Systems / 422
Bernd Schattenberg, Steffen Balzer, and Susanne Biundo

Combining Stochastic Task Models with Reinforcement Learning for Dynamic Scheduling / 426
Malcolm J. A. Strens

Spacetrack: Trading off Quality and Utilization in Oversubscribed Schedules / 430
Andrew M. Sutton, Adele Howe, and L. Darrell Whitley

On the Use of UML.P for Modeling a Real Application as a Planning Problem / 434
Tiago Stegun Vaquero, Flavio Tonidandel, Leliane Nunes de Barros, and José Reinaldo Silva

Reconfigurable Path Planning for an Autonomous Unmanned Aerial Vehicle / 438
Mariusz Wzorek and Patrick Doherty

Optimal STRIPS Planning by Maximum Satisfiability and Accumulative Learning / 442
Zhao Xing, Yixin Chen, and Weixiong Zhang

Index / 447

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