| Titre : | Design and implementation of a prognostic and health management as a service (PHM-aaS) |
| Auteurs : | Nahla Kechroud, Auteur ; Sadek Labib Terrissa, Directeur de thèse |
| Type de document : | Monographie imprimée |
| Editeur : | Biskra [Algérie] : Faculté des Sciences Exactes et des Sciences de la Nature et de la Vie, Université Mohamed Khider, 2017 |
| Format : | 1 vol. (85 p.) / 30 cm |
| Langues: | Anglais |
| Résumé : |
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| Sommaire : |
General introduction…………............................................................................................... 1 Chapter 01: Prognostic and Health Management 1. Introduction ...................................................................................................................... 3 2. Historic .............................................................................................................................. 3 2.1 Corrective maintenance ............................................................................................ 3 2.2 Time-planned maintenance ...................................................................................... 3 2.3 Condition-Based Maintenance (CBM) .................................................................... 4 2.4 Predictive Maintenance ............................................................................................. 4 3. Prognostics & Health Management ................................................................................ 5 3.1 Definition .................................................................................................................... 5 3.2 PHM architecture ...................................................................................................... 6 4. Prognostic approaches ..................................................................................................... 9 4.1 Classification of prognostic approaches .................................................................. 9 4.2 Prognostics and Health Management Approaches ............................................... 10 4.2.1 Physics-Based Models (Physics-of-failure) ..................................................... 11 4.2.2 Data-Driven approach: .................................................................................... 11 4.2.3 Hybrid approach: ............................................................................................. 16 4.3 Approaches comparison: ........................................................................................ 17 5. Conclusion ....................................................................................................................... 18 Chapter 02: Cloud Computing 1. Introduction .................................................................................................................... 19 2. Cloud Computing ........................................................................................................... 19 2.2 Importantes dates ................................................................................................... 19 2.3 Cloud Computing architecture ............................................................................ 20 2.4 Essential Characteristics of the Cloud ...................................................................... 21 2.4.1 On-demand self-service ....................................................................................... 21 2.4.2 Broad network access .......................................................................................... 21 2.4.3 Resourcee pooling ................................................................................................ 21 2.4.4 Rapid elasticity ..................................................................................................... 22 2.4.5 Measured service .................................................................................................. 22 2.5 Cloud Computing service models .............................................................................. 22 2.5.1 Infrastructure as a Service (IaaS)....................................................................... 22 2.5.2 Platform as a Service (PaaS) ............................................................................... 23 2.5.3 Software as a Service (SaaS) ............................................................................... 23 2.6 Deployment models ..................................................................................................... 24 2.6.1 Public Cloud ......................................................................................................... 24 2.6.2 Private Cloud ........................................................................................................ 24 2.6.3 Community Cloud ................................................................................................ 25 2.6.4 Hybrid Cloud ........................................................................................................ 25 2.7 Cloud computing solutions ......................................................................................... 26 2.7.1 SaaS solutions ....................................................................................................... 26 2.7.1.1 Google Apps .................................................................................................. 26 2.7.1.2 SalesForce ...................................................................................................... 26 2.7.2 PaaS solutions ....................................................................................................... 26 2.7.2.1 Google App Engine ....................................................................................... 26 2.7.2.2 Microsoft Windows Azure ........................................................................... 26 2.7.3 IaaS solutions ........................................................................................................ 26 2.7.3.1 IaaS proprietary solutions ........................................................................... 27 2.7.3.2 IaaS open source solutions ........................................................................... 28 3. Conclusion……………………………………………………………………………30 Chapter 03: Design 1. Introduction .................................................................................................................... 31 2. Problematic ..................................................................................................................... 31 3. Objective ......................................................................................................................... 31 4. System features ............................................................................................................... 32 5. System design .................................................................................................................. 32 5.1 Overall design .......................................................................................................... 32 5.2 Detailed design : ....................................................................................................... 34 5.2.1 Use case diagram .............................................................................................. 34 5.2.2 Sequence diagram ............................................................................................ 38 5.2.3 Activity diagram ............................................................................................... 47 5.2.4 Relational database .......................................................................................... 50 5.2.4.1 Conceptual Data Model ................................................................................ 50 5.2.4.2 Logical Data Model .................................................................................... 53 5.2.5 Class diagram ................................................................................................... 54 6. Conclusion ....................................................................................................................... 56 Chapter 04: Implementation 1. Introduction .................................................................................................................... 57 2. Tools and programming languages .............................................................................. 57 2.1 Programming languages ......................................................................................... 57 2.1.1 HTML ................................................................................................................ 57 2.1.2 CSS ..................................................................................................................... 57 2.1.3 JSP ..................................................................................................................... 57 2.1.4 MATLAB .......................................................................................................... 58 2.1.5 JavaScript ......................................................................................................... 58 2.1.6 MySQL .............................................................................................................. 58 2.2 Tools .......................................................................................................................... 59 2.2.1 OpenStack ......................................................................................................... 59 2.2.2 Eclipse ................................................................................................................ 61 2.2.3 MATLAB platform .......................................................................................... 62 2.2.4 Web server Apache Tomcat ............................................................................ 62 2.2.5 Local WAMP server ......................................................................................... 63 2.2.6 Bootstrap ........................................................................................................... 64 2.2.7 StarUML ........................................................................................................... 64 2.2.8 Edraw Max ........................................................................................................ 65 2.2.9 JMerise .............................................................................................................. 66 3. SaaS functionalities ........................................................................................................ 67 3.1 The application home page ..................................................................................... 67 3.2 Admin account ......................................................................................................... 68 3.3 PHM user account ................................................................................................... 71 3.4 Maintenance agent account .................................................................................... 80 4. Case study ....................................................................................................................... 80 4.1 Used data .................................................................................................................. 81 4.2 Neural Networks ...................................................................................................... 82 4.3 Bayesian Network .................................................................................................... 83 4.4 Neuro-Fuzzy ............................................................................................................. 84 4.5 Results Discussion .................................................................................................... 84 5. Conclusion ………………………………………………………………………...84 General conclusion ............................................................................................................... 85 |
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| Cote | Support | Localisation | Statut |
|---|---|---|---|
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