Multi-agent systems for concurrent intelligent design and manufacturing:
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
London [u.a.]
Taylor & Francis
2001
|
| Ausgabe: | 1. publ. |
| Schlagworte: | |
| Online-Zugang: | Beschreibung für Leser Inhaltsverzeichnis |
| Beschreibung: | XV, 386 S. graph. Darst. |
| ISBN: | 0748408827 |
Internformat
MARC
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| 245 | 1 | 0 | |a Multi-agent systems for concurrent intelligent design and manufacturing |c Weiming Shen, Douglas H. Norrie and Jean-Paul A. Barthès |
| 246 | 1 | 0 | |a multi-agent |
| 250 | |a 1. publ. | ||
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| 337 | |b n |2 rdamedia | ||
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| 650 | 4 | |a Concurrent engineering | |
| 650 | 4 | |a Industrial design |x Computer-aided design | |
| 650 | 4 | |a Intelligent agents (Computer software) | |
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| 689 | 0 | 1 | |a Simultaneous Engineering |0 (DE-588)4380508-5 |D s |
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| 689 | 0 | |5 DE-604 | |
| 700 | 1 | |a Norrie, Douglas Hector |e Verfasser |0 (DE-588)1067901078 |4 aut | |
| 700 | 1 | |a Barthès, Jean-Paul |e Verfasser |0 (DE-588)171832450 |4 aut | |
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Datensatz im Suchindex
| _version_ | 1804128162796273664 |
|---|---|
| adam_text | Table of Contents Parti: Introduction 1
Chapter 1 General introduction 3
1.1 Motivation 3
1.2 Book Organization 3
1.3 How to Use This Book 4
Chapter 2 Concurrent Engineering Design and Manufacturing 7
2.1 Introduction 7
2.2 Engineering Design 10
2.2.1 Design and Design Process 10
2.2.2 Basic Design vs. Detailed Design 10
2.2.3 Conceptual Design 11
2.2.4 Creative and Innovative Design 11
2.2.5 Functional Design 12
2.2.6 Configuration Design, Catalog Design 12
2.2.7 Parametric Design 13
2.2.8 Feature Based Design 13
2.2.9 Redesign and Routine Design 14
2.2.10 Compiled Design 14
2.2.11 Intelligent Design 14
2.2.12 Knowledge Intensive Design 16
2.2.13 Concurrent Design 17
2.3 Advanced Manufacturing Systems 17
2.3.1 Computer Integrated Manufacturing Systems (CIMS) 17
2.3.2 Flexible Manufacturing Systems (FMS) 19
2.3.3 Intelligent Manufacturing Systems (IMS) 20
2.3.4 Holonic Manufacturing Systems (HMS) 23
2.4 Next Generation of Concurrent Design and Manufacturing Systems 24
Chapter 3 Distributed Artificial Intelligence and Agents 31
3.1 Classic AI and DAI 31
3.2 Research Themes in DAI 32
3.3 Models of DAI Systems 33
3.3.1 Blackboard Architecture 34
3.3.2 Contract Net 35
3.3.3 Actors 35
3.3.4 Agents 37
3.4 Objects vs. Agents 38
3.4.1 AI and Objects 39
vi Table of Contents
3.4.2 Objects and CORBA 40
3.4.3 Distributed Objects 41
3.4.4 Passive Objects and Active Objects 41
3.4.5 From Objects to Agents 41
3.5 Different Types of Agents .42
3.5.1 Software Agents 42 i
3.5.2 Mobile Agents 43
3.5.3 Reactive Agents 44 )
3.5.4 Cognitive Agents 45
3.5.5 Hybrid Agents 46 I
3.5.6 Interface Agents 46 {
3.5.7 Middle Agents 47 ;
3.6 Agents in Concurrent Design and Manufacturing 47
Part II Important Issues in System Implementation 53 |
Chapter 4 Knowledge Representation in Agent Based Concurrent Design
and Manufacturing Systems 55
4.1 Introduction 55
4.2 What Needs to be Represented 56
4.2.1 Model of the Product to be Designed and Manufactured 57
4.2.2 Model of the Process (or the State of Achievement of the Tasks) 59
4.2.3 Domain Knowledge 61
4.2.4 Design Rationale . 62
4.2.5 Knowledge about Manufacturability , 62
4.2.6 Model of the Environment 63
4.2.7 Self Knowledge 64
4.2.8 Meaning of Terms . 65
4.2.9 Exchanged Knowledge 65
4.2.10 Model of the User 66
4.3 How to Represent Knowledge in Agent Based Systems 66
4.3.1 Global Approaches 68
4.3.2 Product and Process Modeling 68
4.3.3 Agent Skills 69
4.3.4 Environment 69
4.3.5 Self Representation 70
4.3.6 Negotiation 70
4.3.7 Communication 71
4.3.8 Local World Interaction 71
4.3.9 Knowledge History and Learning 71
4.4 Additional References 71
Table of Contents vii
Chapter 5 Learning in Agent Based Concurrent Design and
Manufacturing Systems 77
5.1 Introduction 77
5.2 Why to Learn 78
5.3 Single Agent Learning or Multi Agent Learning 79
5.4 When to Learn 80
5.5 Where to Learn 81
5.6 What is to be Learned 81
5.7 How to Learn 82
5.7.1 Organizational Learning Theory 82
5.7.2 Classification of Multi Agent Learning 84
5.8 Examples 86
5.8.1 Learning by Single Function Agents (SiFAs) During Spring Design 86
5.8.2 Learning in the MetaMorph Multi Agent Manufacturing System 89
5.8.2.1 Learning from History 89
5.8.2.2 Learning from the Future through Forecasting 90
5.9 Research Literature and Further References 92
5.9.1 Research Literature 92
5.9.2 Further References 96
Chapter 6 Agent Architectures 101
6.1 Introduction 101
6.2 Desirable Characteristics of an Agent 101
6.3 Basic Modules (Components) for Agents 102
6.3.1 Communication Interface 103
6.3.2 Perception 103
6.3.3 Execution 104
6.3.4 Social Knowledge 104
6.3.5 Self Knowledge (Self Representation) 104
6.3.6 Domain Knowledge (Project Representation) 104
6.3.7 Knowledge Management 105
6.3.8 Learning 105
6.3.9 Reasoning (Decision Making) 106
6.3.10 Problem Solving Models 106
6.3.11 Coordination 106
6.3.12 Planning and Scheduling 107
6.3.13 Control 107
6.3.14 Conflict Management 107
6.3.15 Application Interfaces 107
6.4 Agent Architectures 108
6.4.1 Classification by Behavior 108
6.4.1.1 Deliberative Architecture 108
viii Table of Contents
6.4.1.2 Reactive Architecture 109 ;
6.4.1.3 Collaborative Architecture 110
6.4.1.4 Hybrid Architecture 112 j
6.4.2 Classification by Internal Organization 112 |
6.4.2.1 Modular Architecture 113
6.4.2.2 Subsumption Architecture 114 j
6.4.2.3 Blackboard Architecture 114 j
6.4.2.4 Production System Agent Architecture 115 !
6.4.2.5 Layered Architecture 116 ]
6.5 Comparison of Agent Architectures 118 j
6.6 Research Literature and Further References 119 J
6.6.1 Research Literature 119
6.6.2 Further References 120 ;
Chapter 7 System Architectures 125 I
7.1 Introduction 125
7.2 Organization and System Architectures 125
7.3 Control relationships vs. collaboration relationships 126
7.3.1 Control in Blackboard Systems 126
7.3.2 Local Control vs. Global Control 127
7.3.3 Collaboration Relationships vs. Control Relationships 128
7.4 Agent System Architectures 128
7.4.1 Hierarchical Architectures 129
7.4.2 Federated Architectures 131
7.4.2.1 The Facilitator Approach 131
7.4.2.2 The Broker Approach 132
7.4.2.3 The Matchmaker Approach 133
7.4.2.4 The Mediator Approach 134
7.4.2.5 Other Federated Architectures 135
7.4.3 Autonomous Agent System Architectures 136
7.5 Comparison of Different Approaches 137
7.6 Research Literature and Additional Readings 138
7.6.1 Research Literature 138
7.6.2 Further References 141
Chapter 8 Communication, Coordination and Cooperation 147
8.1 Introduction 147
8.2 Communication 147
8.2.1 Levels of Communication 147
8.2.1.1 No Communication or Primitive Communication 147
8.2.1.2 Message Passing and Plan Passing 148
8.2.1.3 Information Exchanges through a Shared Data Repository 148
8.2.1.4 High Level Communication 149
8.2.2 Modes of Communication 149
Table of Contents ix
8.2.2.1 Direct and Indirect Communication 150
8.2.2.2 Synchronous and Asynchronous Communication 150
8.2.2.3 Single or Multiple Recipient Agents 150
8.2.2.4 Influence of System Architecture 151
8.2.2.5 Human Participation 151
8.2.3 Protocols and Languages Supporting Communication Processes 152
8.2.4 Speech Act Theory 153
8.2.5 Conversations 154
8.2.5.1 Conversation Policies 154
8.2.5.2 Representation of Conversations 155
8.2.6 Communication and Organizational Knowledge 158
8.3 Coordination 158
8.3.1 Coordination Problems in Concurrent Design and Manufacturing... 159
8.3.2 Necessity of Coordination in Agent Based Systems 159
8.3.3 Fundamental Coordination Mechanisms for Agent Based Systems .161
8.3.4 Techniques Supporting Multi Agent Coordination 162
8.3.4.1 Organizational Structuring 162
8.3.4.2 Subcontracting 164
8.3.4.3 Multi Agent Planning 165
8.4 Cooperation 167
8.4.1 Degrees of Cooperation 168
8.4.2 Cooperation Primitives 169
8.4.3 Cooperation Methods 170
8.4.3.1 Grouping and Multiplication 170
8.4.3.2 Communication 171
8.4.3.3 Specialization 171
8.4.3.4 Coordination 171
8.4.3.5 Collaboration by Sharing Tasks and Resources 172
8.4.3.6 Conflict Resolution through Arbitration and Negotiation 172
8.4.4 Cooperation in Agent Based Design and Manufacturing Systems.... 172
8.4.4.1 Concurrent Engineering Design 172
8.4.4.2 Shop Floor AGV Control 173
8.5 Coordination, Cooperation and Communication 173
8.6 Research Literature and Further References 174
Chapter 9 Collaboration, Task Decomposition and Allocation 179
9.1 Introduction 179
9.2 Task Decomposition and Allocation 179
9.2.1 Definition 179
9.2.2 Relationship between Task Decomposition and Allocation 180
9.2.3 Criteria for Task Decomposition 180
9.2.4 Different Techniques for Task Allocation 180
9.3 Coordinated Task Allocation by Mediation 182
9.4 Distributed Task Allocation 184
x Table of Contents
9.4.1 Direct Allocation 184
9.4.2 Allocation through Delegation 184
9.4.3 Allocation through Bidding 185
9.4.4 Hybrid Approaches 186
9.5 Task Decomposition and Allocation in MetaMorph 186 r
9.5.1 MetaMorph I Using Dynamic Mediators 186
9.5.2 MetaMorph II A Hybrid Approach 188
9.5.2.1 Organization of Resource Agents 188
9.5.2.2 A Hybrid Approach for Task Decomposition and Allocation ..189
9.5.2.3 Bidding and Mediation Processes 190 :
9.5.2.4 Optimization 191
Chapter 10 Negotiation and Conflict Resolution 195
10.1 Introduction 195
10.2 Negotiation Protocols 196
10.3 Negotiation Strategies 197
10.3.1 Contract Based Negotiation 198
10.3.2 Market Based Approaches 199
10.3.3 Game Theory Based Negotiation 200
10.3.4 Plan Based Negotiation 202
10.3.5 AI Based Negotiation Approaches 203
10.3.5.1 Negotiation 203
10.3.5.2 Negotiation Based on Constraint Directed Search 203
10.3.5.3 Knowledge Based DFI Model 204
10.3.6 Other Approaches 205
10.4 Negotiation for Conflict Resolution 206
10.4.1 Conflicts in Agent Based Design and Manufacturing Systems 206
10.4.2 Conflict Resolution through Negotiation 206
10.5 Examples in Concurrent Design and Manufacturing 207
10.5.1 Conflict Resolution Using Single Function Agents 207
10.5.1.1 Types 208
10.5.1.2 Resolution 208
10.5.2 Plan Based Negotiation for Conflict Resolution in MetaMorph 209
10.6 Additional References 209
Chapter 11 Ontologies 215
11.1 Introduction 215
11.2 What is an Ontology? 215
11.2.1 Philosophy 215
11.2.2 Computer Science 216
11.3 Ontologies and Knowledge Sharing 216
11.4 Uses of Ontologies 217
11.4.1 Communications and Knowledge Management 217
11.4.2 Knowledge Based Systems :. 218
Table of Contents xi
11.4.3 Natural Language Understanding Systems 218
11.4.4 Organizing Web Information 218
11.4.5 Agents 219
11.5 Formalisms and Tools 219
11.5.1 Formalisms 219
11.5.2 Tools 221
11.5.3 Existing Ontologies 222
11.6 Ontologies in Concurrent Design and Manufacturing 226
11.7 Research Literature and Further References 227
11.7.1 Research Literature 227
11.7.2 Related Conferences and Workshops 227
Chapter 12 Other Issues 231
12.1 Introduction 231
12.2 Agent Encapsulation 231
12.3 Human Machine Integration 232
12.4 System Dynamics 233
12.5 Design and Manufacturability Assessment 234
12.6 Integration of Manufacturing Planning, Scheduling, and Execution 235
12.6.1 Manufacturing Planning, Scheduling, and Execution 235
12.6.2 Integration of Planning and Scheduling 235
12.6.3 Concurrent Scheduling and Execution 236
12.7 Distributed Dynamic Scheduling 236
12.8 Enterprise Integration and Supply Chain Management 237
12.9 Legacy Problems 238
12.10 Using other Mature Technologies and Tools 239
Part III Agent Based Concurrent Engineering Systems 243
Chapter 13 Agent Based Engineering Design Systems 245
13.1 Introduction 245
13.2 PACT (PACE) 246
13.2.1 Origin, Domain of Application, and Research Objectives 246
13.2.2 Technical Features 246
13.2.2.1 Overall Approach and System Architecture 246
13.2.2.2 Agent Structure 249
13.2.2.3 Inter Agent Communication 249
13.2.2.4 Dynamics / Global Behavior 250
13.2.3 Implementation Details 250
13.2.4 Most Significant Results 251
13.2.5 Position with Respect to Other Projects or Future Work 251
13.3 SHARE 251
13.3.1 Origin, Domain of Application, and Research Objectives 251
13.3.2 Technical Features 252
xii Table of Contents jf
|
13.3.2.1 Overall Approach and System Architecture 252 |
13.3.2.2 Agent Structure 254 1
13.3.2.3 Inter Agent Communication 254 I
13.3.2.4 Dynamics / Global Behavior 254 f
13.3.3 Implementation Details 254
13.3.4 Most Significant Results 257
13.3.5 Position with Respect to Other Projects or Future Work 257
13.4 First Link, Next Link and Process Link 258
13.4.1 Origin, Domain of Application, Research Objectives 258
13.4.2 Technical Features 259
13.4.2.1 Overall Approach and System Architecture 259
13.4.2.2 Agent Structure 263
13.4.2.3 Inter Agent Interaction / Communication 265
13.4.2.4 Dynamics / Global Behavior 267
13.4.3 Implementation Details 269
13.4.4 Most Significant Results 271
13.4.5 Position with Respect to Other Projects or Future Work 272
13.5 DIDE 274
13.5.1 Origin, Domain of Application, Research Objectives 274
13.5.2 Technical Features 274
13.5.2.1 Overall Approach and System Architecture 274
13.5.2.2 Agent Structure 276
13.5.2.3 Inter Agent Communication 277
13.5.2.4 Dynamics / Global Behavior 280
13.5.3 Implementation Details 281
13.5.4 Most Significant Results 282
13.5.5 Position with Respect to Other Projects or Future Work 283
13.6SiFAs 284
13.6.1 Origin, Domain of Application, and Research Objectives 284
13.6.2 Technical Features 284
13.6.2.1 Overall Approach and System Architecture 284
13.6.2.2 Agent Structure 285
13.6.2.3 Inter Agent Communication 287
13.6.2.4 Dynamics / Global Behavior 288
13.6.2.5 Agent Types 289
13.6.2.6 Learning 290
13.6.3 Implementation Details 290
13.6.4 Most Significant Results 291
13.6.5 Position with Respect to Other Projects or Future Work 291
13.7 Other Projects 291
13.7.1 RAPPID 292
13.7.2 ANARCHY 292
13.7.3 ABCDE 293
13.7.4 ACDS 293
Table of Contents xiii
13.7.5 Agent Based Blackboards (ABB) 293
13.8 Summary 294
Chapter 14 Agent Based Manufacturing Planning, Scheduling and Control...301
14.1 Introduction 301
14.2 MetaMorph 302
14.2.1 Origin, Domain of Application, and Research Objectives 302
14.2.2 Technical Features 303
14.2.2.1 Overall Approach and System Architecture 303
14.2.2.2 Agent Structure 303
14.2.2.3 Inter Agent Communication 304
14.2.2.4 Dynamics / Global Behavior 304
14.2.2.5 Learning in MetaMorph 308
14.2.3 Implementation Details 309
14.2.4 Most Significant Results 311
14.2.5 Position with Respect to Other Projects or Future Work 311
14.3 AARIA 312
14.3.1 Origin, Domain of Application, and Research Objectives 312
14.3.2 Technical Features 312
14.3.2.1 Overall Approach and System Architecture 312
14.3.2.2 Design Principles 313
14.3.2.3 Agent Structure 316
14.3.2.4 Inter Agent Communication 317
14.3.2.5 Dynamics / Global Behavior 317
14.3.2.6 Advance Scheduling in AARIA 317
14.3.3 Implementation Details 318
14.3.4 Most Significant Results 318
14.3.5 Position with Respect to Other Projects or Future Work 319
14.4ADDYMS 321
14.4.1 Origin, Domain of Application, Research Objectives 321
14.4.2 Technical features 321
14.4.2.1 Overall Approach and System Architecture 321
14.4.2.2 Agent Structure 322
14.4.2.3 Inter Agent Communication 323
14.4.2.4 Dynamics / Global Behavior 323
14.4.3 Implementation Details 323
14.4.4 Most Significant Results 324
14.5 Other Relevant Projects 324
xiv Table of Contents [
Chapter 15 Agent Based Enterprise Integration and Supply Chain
Management 329
15.1 Introduction 329
15.2 ISCM (Integrated Supply Chain Management) 330
15.2.1 Origin, Domain of Application, and Research Objectives 330
15.2.2 Technical Features 330
15.2.2.1 Overall Approach and System Architecture 330
15.2.2.2 Agent Structure 331
15.2.2.3 Inter Agent Communication 331 I
15.2.2.4 Dynamics / Global Behavior 331 4
15.2.3 Most Significant Results 332
15.2.4 Position With Respect to Other Projects or Future Work 332
15.3CIIMPLEX 332
15.3.1 Origin, Domain of Application, and Research Objectives 332
15.3.2 Technical Features 332
15.3.2.1 Overall Approach and System Architecture 332
15.3.2.2 Agent Types and Structure 333
15.3.2.3 Inter Agent Communication 333
15.3.2.4 Dynamics / Global Behavior 334
15.3.3 Implementation Details 334
15.3.4 Most Significant Results 334
15.4 AIMS 334
15.4.1 Origin, Domain of Application, and Research Objectives 334
15.4.2 Technical Features 335
15.4.2.1 Overall Approach and System Architecture 335
15.4.2.2 Agent Structure 335
15.4.2.3 Inter Agent Communication 335
15.4.2.4 Dynamics / Global Behavior 335
15.4.3 Implementation Details 335
15.4.4 Most Significant Results 335
15.4.5 Position With Respect to Other Projects or Future Work 335
15.5 MetaMorph II 336
15.5.1 Origin, Domain of Application, and Research Objectives 336
15.5.2 Technical Features 336
15.5.2.1 Overall Approach and System Architecture 336
15.5.2.2 Agent Structure 337
15.5.2.3 Inter Agent Communication 337
15.5.2.4 Dynamics / Global Behavior 338
15.5.3 Implementation Details 338
15.4.4 Most Significant Results 339
15.4.5 Position With Respect to Other Projects or Future Work 339
15.6 HMS (Holonic Manufacturing Systems) 339
15.6.1 Origin, Domain of Application, and Research Objectives 340
Table of Contents xv
15.6.2 Technical Features 340
15.6.2.1 Overall Approach and System Architecture 340
15.6.2.2 Agent Structure 340
15.6.2.3 Inter Agent Communication 341
15.6.2.4 Dynamics / Global Behavior 341
15.6.3 Implementation Details 341
15.6.4 Most Significant Results 342
15.7 Other Relevant Projects 342
Part IV Guidelines for System Development 347
Chapter 16 Tools, Frameworks, Languages, Standards and Methodologies ...349
16.1 Introduction 349
16.2 Tools and Frameworks 349
16.2.1 Commercial Products 349
16.2.2 Academic and Research Projects 354
16.3 Agent Languages 359
16.4 Standards 362
16.5 Methodologies 366
16.6 Evaluations and Surveys 369
Chapter 17 Building Agent Based Concurrent Design and Manufacturing
Systems 373
17.1 Introduction 373
17.2 Selecting or Developing an Agent Architecture 373
17.3 Selecting an Approach for Agent Organization 374
17.4 Selecting or Developing Languages and Protocols for Inter Agent
Communication 375
17.5 Selecting or Developing Protocols and Mechanisms for Cooperation,
Coordination and Negotiation 376
17.6 Selecting Standards for Information Exchange 376
17.7 Agent Oriented Analysis and Design 377
17.8 Selecting Frameworks, Tools, and Languages 378
17.9 Simulation and Implementation 379
17.10 Testing, Debugging and Evaluation 380
Index 383
|
| any_adam_object | 1 |
| author | Shen, Weiming Norrie, Douglas Hector Barthès, Jean-Paul |
| author_GND | (DE-588)130519146 (DE-588)1067901078 (DE-588)171832450 |
| author_facet | Shen, Weiming Norrie, Douglas Hector Barthès, Jean-Paul |
| author_role | aut aut aut |
| author_sort | Shen, Weiming |
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| building | Verbundindex |
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| callnumber-subject | TS - Manufactures |
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| ctrlnum | (OCoLC)248014720 (DE-599)BVBBV013383068 |
| dewey-full | 658.5/752/028563 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 658 - General management |
| dewey-raw | 658.5/752/028563 |
| dewey-search | 658.5/752/028563 |
| dewey-sort | 3658.5 3752 528563 |
| dewey-tens | 650 - Management and auxiliary services |
| discipline | Informatik Wirtschaftswissenschaften |
| edition | 1. publ. |
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| id | DE-604.BV013383068 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T18:44:52Z |
| institution | BVB |
| isbn | 0748408827 |
| language | English |
| lccn | 00033764 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-009128660 |
| oclc_num | 248014720 |
| open_access_boolean | |
| owner | DE-703 DE-384 DE-473 DE-BY-UBG DE-M347 |
| owner_facet | DE-703 DE-384 DE-473 DE-BY-UBG DE-M347 |
| physical | XV, 386 S. graph. Darst. |
| publishDate | 2001 |
| publishDateSearch | 2001 |
| publishDateSort | 2001 |
| publisher | Taylor & Francis |
| record_format | marc |
| spelling | Shen, Weiming Verfasser (DE-588)130519146 aut Multi-agent systems for concurrent intelligent design and manufacturing Weiming Shen, Douglas H. Norrie and Jean-Paul A. Barthès multi-agent 1. publ. London [u.a.] Taylor & Francis 2001 XV, 386 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Concurrent engineering Industrial design Computer-aided design Intelligent agents (Computer software) Simultaneous Engineering (DE-588)4380508-5 gnd rswk-swf CAD-CAM (DE-588)4307865-5 gnd rswk-swf Mehragentensystem (DE-588)4389058-1 gnd rswk-swf CAD-CAM (DE-588)4307865-5 s Simultaneous Engineering (DE-588)4380508-5 s Mehragentensystem (DE-588)4389058-1 s DE-604 Norrie, Douglas Hector Verfasser (DE-588)1067901078 aut Barthès, Jean-Paul Verfasser (DE-588)171832450 aut text/html http://www.loc.gov/catdir/enhancements/fy0745/00033764-d.html Publisher description Beschreibung für Leser HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009128660&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Shen, Weiming Norrie, Douglas Hector Barthès, Jean-Paul Multi-agent systems for concurrent intelligent design and manufacturing Concurrent engineering Industrial design Computer-aided design Intelligent agents (Computer software) Simultaneous Engineering (DE-588)4380508-5 gnd CAD-CAM (DE-588)4307865-5 gnd Mehragentensystem (DE-588)4389058-1 gnd |
| subject_GND | (DE-588)4380508-5 (DE-588)4307865-5 (DE-588)4389058-1 |
| title | Multi-agent systems for concurrent intelligent design and manufacturing |
| title_alt | multi-agent |
| title_auth | Multi-agent systems for concurrent intelligent design and manufacturing |
| title_exact_search | Multi-agent systems for concurrent intelligent design and manufacturing |
| title_full | Multi-agent systems for concurrent intelligent design and manufacturing Weiming Shen, Douglas H. Norrie and Jean-Paul A. Barthès |
| title_fullStr | Multi-agent systems for concurrent intelligent design and manufacturing Weiming Shen, Douglas H. Norrie and Jean-Paul A. Barthès |
| title_full_unstemmed | Multi-agent systems for concurrent intelligent design and manufacturing Weiming Shen, Douglas H. Norrie and Jean-Paul A. Barthès |
| title_short | Multi-agent systems for concurrent intelligent design and manufacturing |
| title_sort | multi agent systems for concurrent intelligent design and manufacturing |
| topic | Concurrent engineering Industrial design Computer-aided design Intelligent agents (Computer software) Simultaneous Engineering (DE-588)4380508-5 gnd CAD-CAM (DE-588)4307865-5 gnd Mehragentensystem (DE-588)4389058-1 gnd |
| topic_facet | Concurrent engineering Industrial design Computer-aided design Intelligent agents (Computer software) Simultaneous Engineering CAD-CAM Mehragentensystem |
| url | http://www.loc.gov/catdir/enhancements/fy0745/00033764-d.html http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009128660&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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