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研究生: 張哲維
Chang, Che-Wei
論文名稱: 知識可擴充之本體論專家系統建構—以冷鍛輪緣螺帽製程及模具設計為例
Construction of Knowledge-Expandable Ontology-Based Expert System—Cold Forging Process and Tool Design of Flange Nuts as an Example
指導教授: 李榮顯
Lee, Rong-Shean
學位類別: 碩士
Master
系所名稱: 工學院 - 機械工程學系
Department of Mechanical Engineering
論文出版年: 2016
畢業學年度: 104
語文別: 英文
論文頁數: 69
中文關鍵詞: 可擴充知識庫專家系統輪緣螺帽製程模擬田口方法
外文關鍵詞: Expandable knowledge base, Expert system, Flange nuts, Process simulation, Taguchi methods
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  • 本研究提出知識可擴充之本體論專家系統的建構方法,並以冷鍛輪緣螺帽製程及模具設計作為此方法之範例。此方法主要可區分為兩個重要部分,第一部分係利用Protégé軟體將系統性整理後的領域知識以本體論及語意網路規則語言的形式表達用以建構知識庫,接著使用由Jess規則引擎提供的函式庫於Java程式語言中開發及推論。第二部分則是結合製程模擬與田口實驗方法系統性地產生模具之最佳化參數組合,即產生新的領域知識,而後新的領域知識利用前述的方法可被輸入本體論專家系統的知識庫,也就是說若未來有任何新產生或需修改的領域知識,知識庫可被擴充及更新。本文建構之系統在輸入必要的資訊如產品公稱及產品規格後,即能推論出可使用的鍛造成形法及模具設計,使用者可將推論的結果作為決策支援,有效縮短模具設計時間。

    This study proposes a method of constructing an ontology-based expert system with an expandable knowledge base. The cold forging process and tool design of flange nuts is taken as an example to demonstrate the method. There are two essential parts of this method. In the first part, the software Protégé is used to express experiential knowledge as a Web Ontology Language (OWL) ontology and Semantic Web Rule Language (SWRL) rules. The inference is executed in Java by means of the API provided by Jess, the rule engine for the Java platform. In the second part, new knowledge is acquired from parameter optimization experiments, combing process simulation and Taguchi methods. The new knowledge is represented as an OWL ontology and SWRL rules, expanding the knowledge base of the system. The knowledge base can thus be expanded if there are any modifications or new knowledge in the future. The system is capable of inferring a workable forging process and recommended dimensions of tools after the necessary information, such as the nominal size and specifications of the product, has been input. Users are able to reduce tool design time by taking the results from the system as a decision support.

    摘要 I Abstract II Acknowledgement III Table of Contents IV List of Tables VI List of Figures VII Nomenclature IX Chapter 1 Introduction 1 1.1 Motivation 1 1.2 Hexagon Flange Nut Forging Process 3 1.3 Literature Review 7 1.4 Outline of Study 12 Chapter 2 Theoretical Background 14 2.1 Expert Systems 14 2.2 OWL Ontology 15 2.3 SWRL 16 2.4 Development Tools 17 2.5 Extensible Markup Language 19 2.6 Wear Model 19 2.7 Taguchi Methods 21 2.7.1 Concept of Quality Engineering 22 2.7.2 Quality Loss Function 24 2.7.3 Signal-to-Noise Ratio 27 2.7.4 Design of Experiments 28 Chapter 3 Ontology-Based Expert System 30 3.1 Knowledge Acquisition and Knowledge Base Establishment 30 3.2 Knowledge Processing and Inference 36 3.3 Database Search and Connection 40 Chapter 4 Expandability of Knowledge Base 42 4.1 Process Simulation 42 4.1.1 CAD Modeling and Simulation Setups 42 4.1.2 Convergence Analysis 45 4.1.3 Simulation Evaluation 47 4.2 Parameter Optimization Experiment 49 4.3 Optimal Combination of Design Parameters 50 4.4 Knowledge Base Expansion 53 Chapter 5 Results and Discussion 55 5.1 System Implementation 55 5.2 Demonstration of System 57 5.3 System Evaluation 60 5.4 Tool Wear and Tool Life Evaluation 61 Chapter 6 Conclusions and Future Work 64 6.1 Conclusion 64 6.2 Future Work 65 References 66

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