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I. Introduction 1 1-1. Research Backgrounds 2 1-1-1. Design as a Problem-Solving Activity 2 1-1-2. Case-Based Design & Reasoning 3 1-1-3. Computational Models and Knowledge Representations of Intelligent Systems 4 1-1-4. Intelligent Agents and Knowledge Ontology 5 1-1-5. Knowledge Acquisitions of Information-Overloading 6 1-2. Research Motivation 7 1-3. Research Scopes and Goals 10 1-3-1. The Case Library of a CBD System 10 1-3-2. Knowledge Representations of Design Cases 11 1-3-3. Knowledge Discovery from Design Information 13 1-3-4. Research Goals 14 1-4. Research Method and Procedure 15 1-5. Definitions of Terminology 18 II. Literature Survey 23 2-1. Case-Based Architectural Design 23 2-1-1. CBD System for Architectural Design 23 2-1-2. Architectural Case Library 26 2-1-3. Information of Architectural Design Cases 28 2-1-4. Summary 29 2-2. Knowledge Representation of Architectural Design Cases 32 2-2-1. Human Memory Based Approaches 32 2-2-2. Information Model Based Approaches 34 2-2-3. Semantic Ontology Based Approaches 36 2-2-4. Summary 38 2-3. Architectural Design Knowledge Management 41 2-3-1. Tacit, Implicit, and Explicit Knowledge 43 2-3-2. Procedural and Declarative Knowledge of Intelligent System 46 2-3-3. Design Information Mining for Architectural Design Knowledge Management 48 2-3-4. Summary 50 2-4. Conclusions 52 III. Research Framework and System Analysis 55 3-1. The Requirements of a Case Library 55 3-1-1. The Application of Architectural Education 55 3-1-2. The Application of Architectural Practice 58 3-1-3. Summary 60 3-2. Case Base for Architecture (CBA) 62 3-2-1. Keyword-Based Approach of the CBA 62 3-2-2. Information Structures of the CBA 64 3-2-3. Keyword Based Search Mechanism of the CBA 66 3-2-4. Smart Semantic Query of the CBA 68 3-2-5. Basic Schema of Keywords 70 3-2-6. Summary 72 3-3. Open Case Study (OCS) 73 3-3-1. Ontology-Based Approach of the OCS 74 3-3-2. The Open Ontology of OCS 79 3-3-3. Detection and Visualization of the Ontology-Based Knowledge 85 3-3-4. Summary 88 3-4. Modeling Spatial Information in OCS 90 3-4-1. The Graphic Approach of Spatial Topology Retrieval (STR) 91 3-4-2. Space Layout Algorithm of STR 94 3-4-3. Encoding & Retrieval of Spatial Information by STR 98 3-4-4. Summary 104 3-5. Conclusions 105 IV. System Implementations and Evaluations 107 4-1. Smart Semantic Query of CBA 107 4-2. The Open Ontology of OCS 109 4-2-1. Implementation of Open Ontology 110 4-2-2. Implementation of Concept Explorer Interface 112 4-3. Graphic Interface of Spatial Information 113 4-3-1. Simple Validating Algorithm of SLG 114 4-3-2. Encoding Spatial Information by STR 116 4-3-3. Partial Retrieval of Floor Planes by STR Ranking 117 4-4. Testing and Evaluations of Implementations 118 4-4-1. Keyword-Based Searching and Representation of SSQ 119 4-4-2. Ontology-Based Metadata of OCS 121 4-4-3. Graphic Spatial Information of STR 123 4-5. Conclusions 126 V. Discussions 127 5-1. Keyword-Based Search and Representation Mechanism 127 5-1-1. Narrowing Query Gaps by Reversed-Indexing of Keywords 127 5-1-2. Necessary Rich Corpus for Text Mining 129 5-1-3. Assistance of Keyword Search by Visual Interface 130 5-1-4. Keyword-Based Knowledge Representation 131 5-2. Ontology-Based Metadata of a Case Library 133 5-2-1. Semantic Association as Connections among Design Knowledge 133 5-2-2. Re-interpretation of Design Knowledge in Cases 135 5-2-3. Knowledge Types in Design Cases 136 5-3. Implicit Graphic Knowledge of Design Cases 137 5-4. Summary 139 VI. Conclusions and Future Works 141 6-1. Conclusions 142 6-2. Future Works 144 VII. References 146 VIII. Appendixes 157 8-1. Algorithms of SSQ 157 8-1-1. The tf-idf Weighting 157 8-1-2. Cosine Similarity 157 8-1-3. Memory-Based Detecting Algorithm 158 8-1-4. Association-Base Detecting Algorithm 159 8-1-5. Early House Cases of CBA 160 8-1-6. Keyword Recognition Experiment 163 8-2. Simple Validating Algorithm of SLG 165 8-3. Converting Algorithm of STR 167 8-4. Similarity Ranking Algorithm of TPM 167 IX. The Author’s Resume 169 9-1. Publications 169 9-1-1. Journal Papers 169 9-1-2. Conference Papers 170 9-2. Research Projects 171 9-3. Other Projects 172
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