Complex Systems Design & Management proceedings of the Third International Conference on Complex Systems Design & Management CSD&M 2012
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IMAGE 1
CONTENTS
1 ENGINEERING CYBER-PHYSICAL SYSTEMS: CHALLENGES AND FOUNDATIONS MANFRED
BROY 1 INTRODUCTION - CYBER-PHYSICAL SYSTEMS 1
2 KEY CAPABILITIES O F CYBER-PHYSICAL SYSTEMS 2
2.1 CYBER-PHYSICAL, SENSORS/ACTUATORS, NETWORKED (LOCAL-GLOBAL),
VIRTUAL, REAL-TIME MANAGEMENT 2
2.2 SYSTEMS O F SYSTEMS (SOS), CONTROLLED NETWORKS WITH DYNAMIC
BOUNDARIES 2
2.3 CONTEXT-ADAPTIVE AND (PARTIALLY) AUTONOMOUS SYSTEMS 3
2.4 COOPERATIVE SYSTEMS WITH DISTRIBUTED, CHANGING CONTROL 3
2.5 EXTENSIVE HUMAN/SYSTEM COOPERATION 3
2.6 KEY CAPABILITIES AND NON-FUNCTIONAL REQUIREMENTS QUALITY IN USE,
QUALITY O F SERVICE (QOS) 4
3 ENGINEERING CHALLENGES - FOUNDATIONS O F CPS ENGINEERING 4
3.1 MODELING CYBER-PHYSICAL SYSTEMS - SEMANTIC FOUNDATIONS 4
3.1.1 DISTRIBUTION AND INTERACTION 4
3.1.2 STATICALLY ADAPTIVE SYSTEMS AND DYNAMICALLY ADAPTIVE SYSTEMS 5
3.1.3 PROVISIONING/DEPLOYMENT 5
3.1.4 MODELING TIME AND SPACE 5
3.1.5 MODULARITY AND COMPOSITIONALITY 6
3.1.6 RELY/GUARANTEE 6
3.1.7 OPERATIONAL "MODES" 6
3.2 MODELING TECHNIQUES AND METHODS IN THE DEVELOPMENT PROCESS 6 3.2.1
REQUIREMENTS CAPTURE 6
3.2.2 ARCHITECTURE 7
3.3 PROGRAMMING TECHNIQUES AND TECHNOLOGIES 7
3.4 QUALITY 7
3.5 TECHNIQUES AND TECHNOLOGIES 7
4 SYSTEM MODELING 7
4.1 WHAT IS A SYSTEM? 8
4.2 SYSTEM MODELS 8
4.3 PROBABILISTIC INTERFACE VIEW 10
4.4 INTEGRATION O F MODELING CONCEPTS 11
4.5 WHAT AND HOW TO MODEL? 11
5 CONCLUSION 12
REFERENCES 12
HTTP://D-NB.INFO/102646868X
IMAGE 2
X I V
C O N T E N T S
2 GAME-THEORETICAL AND EVOLUTIONARY SIMULATION: A TOOLBOX FOR COMPLEX
ENTERPRISE PROBLEMS YVES CASEAU 1 INTRODUCTION 15
2 MOTIVATIONS 17
2.1 COMPLEX MODELS AND ENTERPRISE SIMULATION 17
2.2 SYSTEMIC SIMULATION OF SMART GRIDS 18
2.3 CELLULAR GAME SIMULATION 20
3 GTES: GAME THEORETICAL AND EVOLUTIONARY SIMULATION 22
3.1 PRINCIPLES 22
3.2 GTES MODEL 24
3.3 EQUILIBRIUMS AND NEIGHBORHOODS 25
3.4 MONTE-CARLO SAMPLING 27
3.5 SEARCH FOR EQUILIBRIUMS 28
4 APPLICATIONS 30
4.1 COMPUTATIONAL EXPERIMENTS WITH SMART GRIDS 30
4.2 VARIOUS CGS GAMES 32
4.3 TWO OTHER APPLICATIONS FROM THE TELECOM INDUSTRY 35
5 DISCUSSION AND FUTURE DIRECTIONS 36
6 CONCLUSIONS 37
REFERENCES 38
3 ARCHITECTING COMPLEX SYSTEMS IN NEW DOMAINS AND PROBLEMS: MAKING SENSE
OF COMPLEXITY AND MANAGING ITS UNINTENDED CONSEQUENCES PATRICK GODFREY 1
PURPOSE 41
1.1 STAKEHOLDER ALIGNMENT 43
2 DEALING WITH COMPLEX PROBLEM SITUATIONS 44
2.1 EMERGENT PROPERTIES 44
2.2 CORE PROCESS FOR ARCHITECTING COMPLEX SYSTEMS 44
2.3 FRAMEWORKS FOR STRUCTURING AND MEASURING 45
3 ATTRIBUTES O F A GOOD FRAMEWORK 45
3.1 STAKEHOLDER NEEDS DEFINING PURPOSE 4 6
4 SUSTAINABILITY 4 6
4.1 HOLISTIC DIMENSIONS FOR SUSTAINABILITY 47
5 USING THE FRAMEWORK 48
6 CONCLUSIONS 4 9
REFERENCES 50
4 AGILITY PROBLEMS IN TRADITIONAL SYSTEMS ENGINEERING - A CASE STUDY
EMRAH ASAN, SEMIH BILGEN 1 INTRODUCTION 53
2 RESEARCH METHOD 54
3 CASE STUDY FINDINGS 55
3.1 REASONS FOR CHANGE 55
3.2 OPERATIONAL DOMAIN KNOWLEDGE 5 6
IMAGE 3
CONTENTS X V
3.3 CUSTOMER INTERACTION 57
3.4 NON-FUNCTIONAL REQUIREMENTS 5 9
3.5 TIME OF REQUIREMENTS CHANGE 61
3.6 VALIDATION PROCESS AND CUSTOMER FOCUS 6 3
3.7 PROJ ECT DOCUMENTATION 6 4
4 DISCUSSION 6 5
4.1 KNOWLEDGE-BASED MODEL FOR CHANGE INITIATION 6 5
4.2 FLEXIBILITY WITH FOCUS ON LEARNING 6 6
4.3 FOCUS ON CUSTOMER VALUE AND LEAN BEHAVIOR 6 7
4.4 COLLABORATIVE SYSTEMS ENGINEERING AND TRAININGS 6 8
5 THREATS TO VALIDITY 6 9
6 CONCLUSIONS 7 0
REFERENCES 7 0
5 MODELING TRANSPORTATION SYSTEMS: A CASE STUDY WITH THE OPEN METHOD
PRAXEME DOMINIQUE VAUQUIER INTRODUCTION 73
1 DIFFICULTIES ENCOUNTERED WHEN ADDRESSING TRANSPORT SYSTEMS 7 4
1.1 COMPLEXITY OR COMPLICATION 7 4
1.2 THE CURSE O F REQUIREMENTS 75
2 INITIAL ANSWERS BY THE PRAXEME METHOD 7 6
2.1 THE INTENTIONAL ASPECT 7 7
2.2 THE SEMANTIC ASPECT 7 8
3 SYSTEM, WHERE ARE YOU? 7 8
3.1 EVERYTHING IS NOT A SYSTEM 7 8
3.2 THINK THE SYSTEM ANEW 7 9
3.3 THE LOGICAL ASPECT: REPRESENTATION OF SYSTEMS 8 0
3.4 THE HUMAN BEING AND THE SYSTEM THING 82
3.5 THE SYSTEM BOUNDARIES: BETWEEN ARBITRARY AND ARBITRATION 8 2 4 HOW
CAN MODELS ANTICIPATE ISSUES IN THE REAL WORLD? 84
4.1 THE PROBLEM SOLVING APPROACH AND THE TECHNIQUES USED 84
4.2 THE OUTCOME 8 6
4.3 IN TERMS O F RESPONSIBILITIES 87
5 CONCLUSION 88
REFERENCES 88
6 PBS: A MAJOR ENABLER FOR SYSTEMS ENGINEERING: A THEMATIC THINKING BY
THALES SYSTEMES AEROPORTES EDMOND TONNELLIER, OLIVIER TERRIEN 1 CONTEXT
91
2 TROUBLE WITH BREAKDOWN STRUCTURES 92
2.1 QUESTION O F PRINCIPLE 9 2
2.2 SURVEYS AND BENCHMARKS 9 3
IMAGE 4
X V I
CONTENTS
2.3 DIAGNOSIS 94
2.4 STRUCTURE O F THIS DOCUMENT 95
3 PBS AND BIDS 95
3.1 BID PROCESS 95
3.2 DEFINITION O F THE PBS 96
3.3 LEVELS O F VISIBILITY AND STOPPING CRITERIA 97
3.4 ILLUSTRATION O F A PBS IN BID PHASE 97
4 PBS AND PROJECTS 98
4.1 DEVELOPMENT PROCESS 98
4.2 DEVELOPMENT BREAKDOWN 99
4.3 CONFIGURATION ITEM AND SELECTION CRITERIA 99
4.4 ILLUSTRATION O F A DEVELOPMENT BREAKDOWN 100
4.5 IVVQ STRATEGIES 100
5 PBS AND PRODUCTIONS 101
5.1 PRODUCTION PROCESSES 101
5.2 DESIGN BREAKDOWN 101
5.3 LOGISTIC BREAKDOWN / EXCHANGE CRITERIA 101
5.4 ILLUSTRATION O F A DESIGN BREAKDOWN 102
6 CONCLUSION 103
7 COMPLEX SYSTEMS ARCHITECTURE FRAMEWORK: EXTENSION TO MULTI-OBJECTIVE
OPTIMIZATION ABDELKRIM DOUFENE, HUGO G. CHALE-GDNGORA, DANIEL KROB 1
INTRODUCTION 105
2 B ACKGROUND 106
2.1 SYSTEMS ARCHITECTURE FRAMEWORK 107
2.2 MULTI-OBJECTIVE OPTIMIZATION 108
3 CONTEXT O F OUR OPTIMIZATION PROBLEM 109
4 REQUIREMENT ANALYSIS I L L
4.1 INPUTS O F THE PROBLEM I L L
4.2 ANALYSIS O F INPUTS O F THE PROBLEM 112
4.3 OPTIMIZATION OBJECTIVES 114
5 REQUIREMENT DERIVATION AND SIMPLIFICATION O F OBJECTIVE FUNCTIONS 115
5.1 REQUIREMENT DERIVATION ON THE EVP 115
5.2 SIMPLIFICATION OF THE OBJECTIVE MINIMIZE (VEHICLE TCO) ON THE EVP
115
5.3 SIMPLIFICATION OF THE OBJECTIVE MAXIMIZE (VEHICLE AUTONOMY) ON THE
EVP 116
6 SYNTHESIS O F SIMPLIFIED FUNCTIONS TO OPTIMIZE 118
7 MATHEMATICAL REPRESENTATION 119
8 TESTS, RESULTS AND BRIEF DISCUSSION 120
9 CONCLUSION 122
REFERENCES 122
IMAGE 5
C O N T E N T S
X V I I
8 REQUIREMENT MANAGEMENT FOR COMPLEX SYSTEMS, A CRITICAL ELEMENT OF THE
INTEGRATION PROCESS NICOLAS CHAPRON, MICHEL LUTTMANN, CHRISTIAN BLANCHET
1 ABOUT REQUIREMENT MANAGEMENT 126
2 ABOUT THE LASER MEGAJOULE PROJECT 128
3 FIRST LMJ CONTRIBUTION: THE GENE MARKER 131
4 SECOND LMJ CONTRIBUTION: THE ASCENDANT CALCULATION 133
5 THIRD LMJ CONTRIBUTION: MILESTONE VALUE MONITORING 136
6 CONCLUSION 137
REFERENCES 137
9 MODELLING LANGUAGES FOR FUNCTIONAL ANALYSIS PUT TO THE TEST OF REAL
LIFE JEAN-LUC VOIRIN 1 INTRODUCTION 139
2 WHY A FUNCTIONAL ANALYSIS? 140
3 HOW TO ELABORATE FUNCTIONAL ANALYSIS? 141
4 WHAT KIND OF FUNCTIONAL ANALYSIS? 143
5 DATA FLOWS OR ACTIVITY DIAGRAMS? 145
6 ONE OR SEVERAL FUNCTIONAL ANALYSES? 147
7 CONCLUSION 149
REFERENCES 149
10 MODELING THE IMPACT OF REQUIREMENTS CHANGE IN THE DESIGN OF COMPLEX
SYSTEMS JOAO FERNANDES, ARLINDO SILVA, ELSA HENRIQUES 1 INTRODUCTION 151
2 FINDINGS FROM EXPLORATORY RESEARCH 152
2.1 CAUSES OF REQUIREMENTS CHANGE 152
2.2 IMPACT O F REQUIREMENTS CHANGE 153
2.3 CONCLUSIONS FROM EXPLORATORY RESEARCH 154
3 MODELING THE IMPACT O F REQUIREMENTS CHANGE DURING DESIGN 155 3.1 A
REQUIREMENTS-DRIVEN PROCESS MODEL 156
3.2 ASSESSING THE IMPACT O F CHANGE THROUGH SIMULATION 156
4 AN ILLUSTRATIVE EXAMPLE 158
5 CONCLUSIONS AND OUTLOOK 162
REFERENCES 163
11 MODEL-DRIVEN DEVELOPMENT O F LOGISTIC SYSTEMS USING DOMAIN-SPECIFIC
TOOLING JACQUES VERRIET, HSUAN LORRAINE LIANG, ROELOF HAMBERG, BRUNO VAN
WIJNGAARDEN 1 INTRODUCTION 165
1.1 LOGISTIC SYSTEMS 166
1.2 OUTLINE 167
2 WAREHOUSE-SPECIFIC TOOLING 168
2.1 WAREHOUSE REFERENCE ARCHITECTURE 168
IMAGE 6
XVIII
C O N T E N T S
2.2 WMCS CONFIGURATION TOOL 171
3 AUTOMATED CASE PICKING CASE STUDY 173
4 REFLECTION 175
5 CONCLUSION 175
REFERENCES 176
12 SMART GRID: CONSTRUCTING A SYSTEM OF SYSTEMS MODEL USING BOTH
QUALITATIVE AND QUANTITATIVE ASSESSMENTS MICHAEL Z. MILLER, SATYA S.
POGARU, DIMITRI N. MAVRIS 1 LIST OF ABBREVIATIONS 178
2 MOTIVATION 178
3 BACKGROUND ON SMART GRID 179
3.1 DEMAND RESPONSE 180
3.2 LOAD PREDICTION 180
4 MODELING AND SIMULATION 180
4.1 QUALITATIVE MODELING 180
4.2 QUANTITATIVE MODELING 184
5 LEVERAGING BOTH MODELS 185
6 CONCLUSIONS 190
7 FUTURE WORK 191
REFERENCES 191
13 PROTOTYPING SYSTEMS THINKING CURRICULUM DEVELOPMENT FOR PRE-COLLEGE
STUDENTS BEN R. JUREWICZ 1 INTRODUCTION 194
2 PREP PROGRAM 195
3 THE SYSTEMS APPROACH 195
4 TEACHING THE SYSTEMS APPROACH 196
5 DEFINING A SYSTEM 197
6 THE SALADO CREEK WATERSHED SYSTEM IN SAN ANTONIO, T X 198
7 MODELING THE SALADO CREEK WATERSHED 199
8 THE SALADO CREEK WATERSHED MODEL 200
9 SYSTEMS ENGINEERING APPROACH 201
10 SUMMARY 206
14 AN INTEGRATED APPROACH TO DEVELOPING AUTOMOTIVE CLIMATE CONTROL
SYSTEMS GUILLAUME BELLONCLE, PATRICK CHOMBART, BERNARD CLARK 1 THE
SYSTEMS ENGINEERING CHALLENGE 210
1.1 THE NEED FOR AN INTEGRATED SYSTEMS ENGINEERING DEVELOPMENT PLATFORM
211
1.2 THE NEED FOR MULTI-DISCIPLINARY DESIGN OPTIMIZATION 212
1.3 THE ROLE O F STANDARDS - MODELICA, FUNCTIONAL MOCKUP INTERFACE AND
AUTOS AR 214
IMAGE 7
CONTENTS
X I X
2 MODELICA FOR MODELING AND SIMULATING MULTI-DOMAIN CYBER-PHYSICAL
SYSTEMS 214
3 FUNCTIONAL MOCKUP INTERFACE FOR THE MULTI DISCIPLINARY EXCHANGE OF
MODELS AND THEIR CO-SIMULATION 216
3.1 THE STANDARD FOR MODEL EXCHANGE 217
3.2 THE STANDARD FOR CO-SIMULATION 217
3.3 THE STANDARD FOR COMPONENT MANAGEMENT 218
4 AUTOSAR FOR EMBEDDED SOFTWARE ARCHITECTURE AND CODE GENERATION 218
5 ILLUSTRATIVE EXAMPLE: DEVELOPING AN AUTOMOTIVE CLIMATE CONTROL SYSTEMS
219
5.1 THE CLIMATE CONTROL SYSTEM 219
5.2 MIL, SIL AND HIL COLLABORATIVE DEVELOPMENT - SCENARIO OVERVIEW 222
6 SUMMARY 225
REFERENCES 226
15 FLEXIBLE PRODUCT LINE DERIVATION APPLIED TO A MODEL BASED SYSTEMS
ENGINEERING PROCESS COSMIN DUMITRESCU, PATRICK TESSIER, CAMILLE
SALINESI, SEBASTIEN GERARD, ALAIN DAURON 1 INTRODUCTION 228
2 INDUSTRY BACKGROUND AND MOTIVATION 228
2.1 RESEARCH BACKGROUND 229
3 CONTEXT AND NEEDS 230
3.1 THE SEQUOIA TOOL 232
4 RESULTS AND IMPLEMENTATION 232
4.1 PARTIAL SYSTEM CONFIGURATION 233
4.2 TOWARDS A SCENARIO BASED SYSTEM DERIVATION, THE SEQUOIA-R PROFILE
234
4.3 THE ELECTRIC PARKING BRAKE CASE STUDY 234
4.4 EXAMPLE O F DERIVATION SCENARIO FOR THE EPB 236
5 CONCLUSION AND FUTURE WORK 237
REFERENCES 238
16 TOWARDS AN ARCHITECTURAL DESIGN FRAMEWORK FOR AUTOMOTIVE SYSTEMS
DEVELOPMENT HUGO G. CHALE GONGORA, THIERRY GAUDRE, SARA
TUCCI-PIERGIOVANNI 1 INTRODUCTION 241
2 TOWARDS MBSE 244
3 THE STARTING POINT 245
4 THE ARCHITECTURAL DESIGN FRAMEWORK: MAIN VIEWS AND SYSML
SPECIALIZATION 248
5 CONCLUSION 256
REFERENCES 257
IMAGE 8
X X
CONTENTS
17 HUMAN EMOTIONAL INTERACTION AND HYDROTHERPY: INDUSTRIAL DESIGN KEYS
SERGIO GAGO, JOAQUIM LLOVERAS 1 INTRODUCTION 260
2 AIMS O F THE STUDY 260
3 WELLNESS PRODUCTS STUDIED 261
3.1 THE SPA 261
3.2 THE SHOWER 262
4 SENSORIAL STUDY 263
4.1 SENSORY ATTRIBUTES O F THE PRODUCT 263
4.2 SENSORIAL PERCEPTION OF THE USER 263
4.3 USERS' PHYSICAL PERCEPTION 263
4.4 USERS' PSYCHOLOGICAL PERCEPTION 264
5 RESEARCH METHODOLOGY AND DATA COLLECTION FROM USERS 264
6 CALCULATION PARAMETERS FOR THE RESULT ANALYSIS 265
7 WEAK DESIGN POINTS DETECTED 267
7.1 CONTROL INTERFACE 267
7.2 CUSTOMIZING THE PRESSURE AND POSITION O F THE WATER JETS 268
7.3 THERMAL SENSATION 268
7.4 FLOATING AND AVOIDING WATER IN USER'S FACIAL AREA 269
7.5 ENVIRONMENTAL AWARENESS 269
7.6 TIME CONTROL 269
7.7 ERGONOMICS 270
7.8 AMBIENT NOISE 270
7.9 ACCESSING THE SPA 270
8 LIMITATIONS 270
9 DISCUSSION 270
10 CONCLUSIONS 271
REFERENCES 272
18 SYNCHRONISATION PHENOMENA IN ELECTRICAL SYSTEMS: EMERGENT OSCILLATION
IN A REFRIGERATOR POPULATION ENRIQUE KREMERS, JOSE MARIA GONZALEZ DE
DURANA, OSCAR BARAMBONES, ANDRE LACHAUD 1 INTRODUCTION. 273
1.1 THE DEMAND SIDE AS A SUPPORT FOR FREQUENCY STABILITY 274
1.2 UFLS BASED ON LOCAL REFRIGERATOR MANAGEMENT 274
2 MODELLING A REFRIGERATOR ,.275
2.1 INCLUSION O F SOCIAL BEHAVIOUR THROUGH DOOR OPENING 276
3 IMPLEMENTATION O F THE MODEL THROUGH AN AGENT-BASED APPROACH 277 4 A
MULTI-AGENT SIMULATION O F A POPULATION 278
5 A SIMPLE ENERGY SYSTEM MODEL FOR THE GRID FREQUENCY 278
6 INCLUSION O F A FREQUENCY BASED LOAD SHEDDING FOR THE REFRIGERATORS
279 7 SIMULATION RESULTS AND DISCUSSION 279
7.1 A UFLS SCENARIO 280
7.2 EMERGENT SYNCHRONISATION AND OSCILLATION O F THE SYSTEM 280
IMAGE 9
C O N T E N T S
X X I
8 CONCLUSIONS 2 8 3
9 OUTLOOK 283
REFERENCES 284
19 ORCHESTRATING SITUATION AWARENESS AND AUTHORITY IN COMPLEX
SOCIO-TECHNICAL SYSTEMS GUY A. BOY 1 THE PROBLEM 285
2 SITUATION AWARENESS AND AUTHORITY IN COMPLEX SOCIO-TECHNICAL SYSTEMS
286
3 THE ORCHESTRA MODEL 287
3.1 ORCHESTRA COMPONENTS 288
3.2 THREE MODELS O F INTERACTION AMONG AGENTS 289
4 AUTHORITY SHARING ILLUSTRATED IN THE AIRSPACE DOMAIN 290
5 DISCUSSION 293
6 CONCLUSION 294
REFERENCES 295
20 A COLLABORATIVE DISTRIBUTED CONTROL AND BUILDING PERFORMANCE
SIMULATION BASED ON SYSTEMS ENGINEERING PRACTICE AZZEDINE YAHIAOUI,
ABD-EL-KADER SAHRAOUI 1 INTRODUCTION 298
2 CONTEXT, PROBLEM STATEMENT AND STATE O F THE ART 299
2.1 CONTEXT AND APPLICATION 299
2.2 PROBLEM STATEMENT 300
2.3 STATE OF THE ART 300
3 SYSTEMS ENGINEERING CONCEPT AND DESIGN METHODOLOGY PROCESS 300 3.1
SYSTEMS ENGINEERING PRACTICE 300
3.2 DEFINE SYSTEMS O F SYSTEMS 301
3.3 SE DEPLOYMENT AND STANDARD 301
3.4 DEVELOPMENT AND IMPLEMENTATION ISSUES 302
3.4.1 DEVELOPMENT LIFECYCLE 302
3.4.2 DISTRIBUTED DYNAMIC SIMULATION MECHANISM 303
3.4.3 APPLICATION O F SE TO DESIGN O F CONTROL SYSTEMS FOR BUILDINGS
AUTOMATION 304
4 BUILDING CONTROL APPLICATION 305
5 VERIFICATION AND VALIDATION OF A DISTRIBUTED SIMULATION MECHANISM 307
6 CONCLUSION 308
REFERENCES 309
21 AN ORGANIZING TAXONOMY OF PROCEDURES TO DESIGN AND MANAGE COMPLEX
SYSTEMS FOR UNCERTAINTY AND FLEXIBILITY MICHEL-ALEXANDRE CARDIN 1
INTRODUCTION 311
2 MOTIVATION 312
3 APPROACH 313
IMAGE 10
X X I I C O N T E N T S
4 TAXONOMY O F DESIGN PROCEDURES 313
4.1 PHASE 1: INITIAL/STANDARD DESIGN 313
4.2 PHASE 2: UNCERTAINTY RECOGNITION 314
4.3 PHASE 3: CONCEPT GENERATION AND IDENTIFICATION 315
4.3.1 CONCEPT GENERATION 315
4.3.2 ENABLER IDENTIFICATION 316
4.4 PHASE 4: DESIGN SPACE EXPLORATION 317
4.4.1 QUANTITATIVE CONCEPT EVALUATION 317
4.4.2 COMPUTATIONALLY EFFICIENT SEARCH 318
4.5 PHASE 5: PROCESS MANAGEMENT AND REPRESENTATION 319
5 DISCUSSION 320
5.1 EXTRACTING VALUE FROM UNCERTAINTY 321
5.2 EXAMPLE APPLICATION 321
5.3 GUIDANCE FOR FUTURE RESEARCH 322
6 CONCLUSION 322
REFERENCES 323
AUTHOR INDEX 327 |
any_adam_object | 1 |
author2 | Aiguier, Marc |
author2_role | edt |
author2_variant | m a ma |
author_facet | Aiguier, Marc |
building | Verbundindex |
bvnumber | BV040604661 |
classification_rvk | SS 2012 |
ctrlnum | (OCoLC)918492677 (DE-599)DNB102646868X |
dewey-full | 601.1 |
dewey-hundreds | 600 - Technology (Applied sciences) |
dewey-ones | 601 - Philosophy and theory |
dewey-raw | 601.1 |
dewey-search | 601.1 |
dewey-sort | 3601.1 |
dewey-tens | 600 - Technology (Applied sciences) |
discipline | Informatik Technik allgemein |
format | Conference Proceeding Book |
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genre | (DE-588)1071861417 Konferenzschrift 2012 Paris gnd-content |
genre_facet | Konferenzschrift 2012 Paris |
id | DE-604.BV040604661 |
illustrated | Not Illustrated |
indexdate | 2024-07-21T00:53:46Z |
institution | BVB |
institution_GND | (DE-588)1034363662 |
isbn | 3642344038 9783642344039 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-025432349 |
oclc_num | 918492677 |
open_access_boolean | |
owner | DE-11 |
owner_facet | DE-11 |
physical | XXII, 325 S. |
publishDate | 2013 |
publishDateSearch | 2013 |
publishDateSort | 2013 |
publisher | Springer |
record_format | marc |
spelling | Complex Systems Design & Management proceedings of the Third International Conference on Complex Systems Design & Management CSD&M 2012 Marc Aiguier... (eds.) Berlin [u.a.] Springer 2013 XXII, 325 S. txt rdacontent n rdamedia nc rdacarrier Komplexes System (DE-588)4114261-5 gnd rswk-swf Prozessmanagement (DE-588)4353072-2 gnd rswk-swf Systementwurf (DE-588)4261480-6 gnd rswk-swf (DE-588)1071861417 Konferenzschrift 2012 Paris gnd-content Komplexes System (DE-588)4114261-5 s Systementwurf (DE-588)4261480-6 s Prozessmanagement (DE-588)4353072-2 s DE-604 Aiguier, Marc edt International Conference on Complex Systems Design and Management 3 2012 Paris Sonstige (DE-588)1034363662 oth text/html http://deposit.dnb.de/cgi-bin/dokserv?id=4131578&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025432349&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Complex Systems Design & Management proceedings of the Third International Conference on Complex Systems Design & Management CSD&M 2012 Komplexes System (DE-588)4114261-5 gnd Prozessmanagement (DE-588)4353072-2 gnd Systementwurf (DE-588)4261480-6 gnd |
subject_GND | (DE-588)4114261-5 (DE-588)4353072-2 (DE-588)4261480-6 (DE-588)1071861417 |
title | Complex Systems Design & Management proceedings of the Third International Conference on Complex Systems Design & Management CSD&M 2012 |
title_auth | Complex Systems Design & Management proceedings of the Third International Conference on Complex Systems Design & Management CSD&M 2012 |
title_exact_search | Complex Systems Design & Management proceedings of the Third International Conference on Complex Systems Design & Management CSD&M 2012 |
title_full | Complex Systems Design & Management proceedings of the Third International Conference on Complex Systems Design & Management CSD&M 2012 Marc Aiguier... (eds.) |
title_fullStr | Complex Systems Design & Management proceedings of the Third International Conference on Complex Systems Design & Management CSD&M 2012 Marc Aiguier... (eds.) |
title_full_unstemmed | Complex Systems Design & Management proceedings of the Third International Conference on Complex Systems Design & Management CSD&M 2012 Marc Aiguier... (eds.) |
title_short | Complex Systems Design & Management |
title_sort | complex systems design management proceedings of the third international conference on complex systems design management csd m 2012 |
title_sub | proceedings of the Third International Conference on Complex Systems Design & Management CSD&M 2012 |
topic | Komplexes System (DE-588)4114261-5 gnd Prozessmanagement (DE-588)4353072-2 gnd Systementwurf (DE-588)4261480-6 gnd |
topic_facet | Komplexes System Prozessmanagement Systementwurf Konferenzschrift 2012 Paris |
url | http://deposit.dnb.de/cgi-bin/dokserv?id=4131578&prov=M&dok_var=1&dok_ext=htm http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025432349&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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