Recent Advances in Qualitative Physics

by ;
Format: Hardcover
Pub. Date: 1992-10-07
Publisher(s): Mit Pr
List Price: $62.00

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Summary

These twenty-eight contributions report advances in one of the most active research areas in artificial intellgence. Qualitative modeling techniques are an essential part of building second generation knowledge-based systems. This book provides a timely overview of the field while also giving some indications about applications that appear to be feasible now or in the near future. Chapters are organized into sections covering modeling and simulation, ontologies, computational issues, and qualitative analysis. Modeling a physical system in order to simulate it or solve particular problems regarding the system is an important motivation of qualitative physics, involving formal procedures and concepts. The chapters in the section on modeling address the problem of how to set up and structure qualitative models, particularly for use in simulation. Ontology, or the science of being, is the basis for all modeling. Accordingly, chapters on ontologies discuss problems fundamental for finding representational formalism and inference mechanisms appropriate for different aspects of reasoning about physical systems. Computational issues arising from attempts to turn qualitative theories into practical software are then taken up. In addition to simulation and modeling, qualitative physics can be used to solve particular problems dealing with physical systems, and the concluding chapters present techniques for tasks ranging from the analysis of behavior to conceptual design. Boi Faltings is Associate Professor of Computer Science at the Swiss Federal Institute of Technology, Lausanne. Peter Struss is Head of the Advanced Reasoning Methods Group at Siemens Corporate Research and Development in Munich.

Table of Contents

Series Foreword
Preface
Modeling
Qualitative-Numeric Simulation with Q3p. 3
QPC: A Compiler from Physical Models into Qualitative Differential Equationsp. 17
Compositional Modeling of Physical Systemsp. 33
Self-explanatory Simulations: Integrating Qualitative and Quantitative Knowledgep. 49
Reasoning with Multiple Abstraction Modelsp. 67
Combining Qualitative Simulation and Fuzzy Setsp. 83
Query-directed Approximationp. 101
Ontologies
Chaos, Qualitative Reasoning, and the Predictability Problemp. 119
Qualitative Kinematics of Linkagesp. 137
Integrating Two Ontologies for Electronicsp. 153
Qualitative Change Waves - The Automatic Detection of Highway Traffic Incidentsp. 169
Naive Topology: Modeling the Force Pumpp. 177
Qualitative Vector Algebrap. 193
Computational Issues
Reasoning about Qualitative Temporal Informationp. 211
Sensor Selection in Complex System Monitoring Using Information Quantification and Causal Reasoningp. 229
Pushing the Edge of the (QP) Envelopep. 245
An Assessment of Current Qualitative Simulation Techniquesp. 263
An Architecture for Real-Time Qualitative Reasoningp. 279
Compiling Devices: Locality in a TMSp. 295
Qualitative Analysis and Design
Comparative Analysis and Qualitative Integral Representationsp. 313
A Qualitative Teleological Approach to Cardiovascular Physiologyp. 329
TEPS: Thought Experiments and Qualitative Physics Problem Solvingp. 345
Obtaining Quantitative Estimates from Monotone Relationshipsp. 361
Qualitative Reasoning in Conceptual Design with Physical Featuresp. 375
Qualitative Reasoning about a Large System Using Dimensional Analysisp. 387
Finding Stable Causal Interpretations of Equationsp. 399
Interaction-based Invention: Designing Novel Devices from First Principlesp. 413
Analytic Abduction from Qualitative Simulationp. 435
List of First Authors and Editorsp. 451
Table of Contents provided by Blackwell. All Rights Reserved.

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