Advances in intelligent process-aware information systems: concepts, methods, and technologies
Gespeichert in:
Weitere Verfasser: | , , |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
[Cham]
Springer
[2017]
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Schriftenreihe: | Intelligent Systems Reference Library
123 |
Schlagworte: | |
Online-Zugang: | BTU01 FAB01 FAW01 FHA01 FHI01 FHN01 FHR01 FKE01 FLA01 FRO01 FWS01 FWS02 TUM01 UBY01 Volltext Inhaltsverzeichnis |
Beschreibung: | 1 Online-Ressource (XI, 249 Seiten) Illustrationen, Diagramme |
ISBN: | 9783319521817 |
ISSN: | 1868-4394 |
DOI: | 10.1007/978-3-319-52181-7 |
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adam_text | Titel: Advances in intelligent process-aware information systems
Autor: Grambow, Gregor
Jahr: 2017
Contents
1 On the Fundamentals of Intelligent Process-Aware
Information Systems 1
Gregor Grambow, Roy Oberhauser and Manfred Reichert
1.1 Introduction 1
1.1.1 Evolution of Process Management Systems 3
1.2 The IPAIS Lifecycle 5
1.2.1 Intelligent Process Design 5
1.2.2 Intelligent Process Implementation 6
1.2.3 Intelligent Process Enactment 7
1.2.4 Intelligent Process Diagnosis 8
1.2.5 IPAIS Approaches Discussed in This Book 8
1.3 Outlook 11
References 11
2 Adaptive Process Management in Cyber-Physical Domains 15
Andrea Marrella and Massimo Mecella
2.1 Introduction 16
2.2 Related Work 18
2.2.1 Exception Handling 18
2.2.2 Ad Hoc Process Change 20
2.2.3 Al-based Process Adaptation 21
2.3 Managing Processes in Cyber-Physical Domains 22
2.3.1 A Running Example from the Emergency Management
Domain 23
2.3.2 High-Level Features for Managing Processes
in Cyber-Physical Domains 25
2.4 The SmartPM Approach and System 27
2.4.1 Overview of the Approach 28
2.4.2 The SmartPM Environment and Architecture 30
2.4.3 Applying SmartPM to the Running Example 36
V
vi Contents
2.5 Discussion 41
2.6 Conclusion 43
References 44
3 Towards Executable Specifications for Case Management
Processes 49
Irina Rychkova, Benedicte Le Grand and Carine Souveyet
3.1 Introduction 49
3.2 Case Management Process Example and Terminology 52
3.2.1 Crisis Management in Cases of Flood 52
3.2.2 Terminology Used in This Chapter 54
3.3 Related Work 54
3.3.1 Adaptive Case Management 55
3.3.2 Modeling Paradigms for CMP Specification 55
3.4 Finite State Machines, Hierarchical State Machines
and Statecharts 58
3.4.1 CMP Versus Complex Discrete-Event Systems 59
3.4.2 Finite State Machines 59
3.4.3 Hierarchical State Machines and Statecharts 59
3.5 Statecharts Semantics for Case Management Processes 62
3.5.1 Statecharts Semantics for CMP Specification 63
3.5.2 Adaptation and Extension of the Statecharts Formalism
for CMP Specification 67
3.6 Perspectives and Roadmap for Future Research 69
3.6.1 Design and Simulation-Based Testing 69
3.6.2 Simulation-Based Recommendations 72
3.6.3 Enhancing the CMP-supporting PAIS with
Recommendations for Agile Activity Planning 73
References 75
4 Towards Autonomically-Capable Processes: A Vision
and Potentially Supportive Methods 79
Roy Oberhauser and Gregor Grambow
4.1 Introduction 79
4.2 Background on Autonomic Computing 80
4.3 A Vision for Autonomically-Capable Processes 82
4.3.1 Vision 83
4.3.2 Challenges 83
4.4 Achieving Autonomically-Capable Processes 85
4.4.1 Aspects Affecting ACP 86
4.4.2 ACP Capabilities 94
4.5 Towards ACP: A Hybrid Extension Approach Example ........ 102
4.5.1 Towards Context-Aware Processes 105
4.5.2 Towards Self-configuring Processes 105
Contents vii
4.5.3 Towards Self-adapting Processes 108
4.5.4 Towards Self-healing Processes 110
4.5.5 Towards Self-optimizing Processes 114
4.6 Summary 117
References 118
5 Process-Oriented Information Logistics: Requirements,
Techniques, Application 127
Bernd Michelberger, Markus Hipp and Bela Mutschler
5.1 Introduction 127
5.1.1 Problem Statement 128
5.1.2 Information Logistics 129
5.1.3 Requirements 129
5.2 Process-Oriented Information Logistics 130
5.2.1 Step 1: Integration 131
5.2.2 Step 2: Analysis 132
5.2.3 The Semantic Information Network 133
5.2.4 Determining the Relevance of Process Information 135
5.3 POIL in Practice 140
5.3.1 Use Case 1: Process Navigation and Visualization 140
5.3.2 Use Case 2: Medical Information Logistics 145
5.4 Discussion 149
5.5 Summary 150
References 150
6 A Predictive Approach Enabling Process Execution
Recommendations 155
Johannes Schobel and Manfred Reichert
6.1 Introduction 155
6.2 Background 157
6.3 Business Process Intelligence 157
6.3.1 Methodology 158
6.3.2 Architecture 158
6.4 Predictive Business Process Intelligence 160
6.4.1 Predictive Process Analysis 160
6.4.2 Recommendations on Process Instances 163
6.5 Evaluation 163
6.5.1 Process Scenario 164
6.5.2 Results 164
6.6 Related Work 167
6.7 Summary and Outlook 168
References 168
viii Contents
7 Reasoning About Process Models: What Description
Logic Offers to Business Process Model Analysis 171
Michael Fellmann
7.1 Introduction 172
7.2 Semantics-Related Challenges of Semi-formal Modelling 172
7.2.1 Ambiguities of the Natural Language 172
7.2.2 Lack of Machine Processable Semantics 173
7.2.3 Lack of Semantics-Based Tool Support 173
7.3 Description Logic-Based Process Representation 174
7.3.1 Conceptual Overview 175
7.3.2 Ontology-Based Process Model Representation 176
7.4 Querying Process Knowledge 179
7.5 Use of Machine Reasoning 181
7.5.1 Overview 183
7.5.2 Characterization of the Four Types of Inferences 183
7.6 Tool Support 187
7.7 Discussion and Outlook 188
References 190
8 Improving Process Portability Through Metrics
and Continuous Inspection 193
Jorg Lenhard
8.1 Why Process Portability Matters 193
8.2 How Software Measurement Can Help 196
8.2.1 Standards Are Not Enough 196
8.2.2 Quality Improvement with Continuous Inspection 199
8.2.3 Portability and the ISO/JEC 25010 Quality Model 201
8.3 Metrics for Process Portability 204
8.3.1 Direct Portability 204
8.3.2 Installability 209
8.3.3 Adaptability 212
8.3.4 Replaceability 215
8.4 Related Work 217
8.4.1 Work on Process Unit Testing and Conformance
Validation 217
8.4.2 Approaches for Tackling Portability Issues 217
8.4.3 Metrics for Selected Quality Characteristics 218
8.5 Summary and Conclusion 219
References 220
Contents ix
9 Business Process Intelligence Tools 225
Johannes Schobel and Manfred Reichert
9.1 Introduction 225
9.1.1 Strategies for Using a BPI Tool 226
9.1.2 Dimensions for Evaluating BPI Tools 226
9.2 Methodology 227
9.3 A Practical Case 228
9.3.1 Purchase-To-Pay Process 229
9.3.2 Leveraging the Strengths of BPI Tools 229
9.4 Assessment Criteria and Strategies 230
9.4.1 Strategies 230
9.4.2 Dimensions 231
9.4.3 Attributes 231
9.5 Business Process Intelligence Tools 231
9.5.1 Tool Shortlist 232
9.5.2 Tool Categories 233
9.5.3 Fact Sheets for the Evaluated BPI Tools 234
9.6 Applying the Tools to the Case 238
9.6.1 System 238
9.6.2 Data Integration Extraction 239
9.6.3 Data Processing Analysis 239
9.6.4 Mining 240
9.6.5 Data Visualization 241
9.7 Discussion 242
9.7.1 One Time Usage 242
9.7.2 Long Term Usage 243
References 248
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genre | 1\p (DE-588)4143413-4 Aufsatzsammlung gnd-content |
genre_facet | Aufsatzsammlung |
id | DE-604.BV044334793 |
illustrated | Not Illustrated |
indexdate | 2024-08-01T12:38:12Z |
institution | BVB |
isbn | 9783319521817 |
issn | 1868-4394 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-029737973 |
oclc_num | 992459251 |
open_access_boolean | |
owner | DE-859 DE-860 DE-91 DE-BY-TUM DE-1046 DE-1043 DE-Aug4 DE-898 DE-BY-UBR DE-861 DE-573 DE-863 DE-BY-FWS DE-706 DE-634 DE-862 DE-BY-FWS DE-92 |
owner_facet | DE-859 DE-860 DE-91 DE-BY-TUM DE-1046 DE-1043 DE-Aug4 DE-898 DE-BY-UBR DE-861 DE-573 DE-863 DE-BY-FWS DE-706 DE-634 DE-862 DE-BY-FWS DE-92 |
physical | 1 Online-Ressource (XI, 249 Seiten) Illustrationen, Diagramme |
psigel | ZDB-2-ENG ZDB-2-ENG_2017 |
publishDate | 2017 |
publishDateSearch | 2017 |
publishDateSort | 2017 |
publisher | Springer |
record_format | marc |
series | Intelligent Systems Reference Library |
series2 | Intelligent Systems Reference Library |
spellingShingle | Advances in intelligent process-aware information systems concepts, methods, and technologies Intelligent Systems Reference Library Engineering Information technology Business / Data processing Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) IT in Business Datenverarbeitung Ingenieurwissenschaften Künstliche Intelligenz Wirtschaft Informationssystem (DE-588)4072806-7 gnd Prozessmanagement (DE-588)4353072-2 gnd |
subject_GND | (DE-588)4072806-7 (DE-588)4353072-2 (DE-588)4143413-4 |
title | Advances in intelligent process-aware information systems concepts, methods, and technologies |
title_auth | Advances in intelligent process-aware information systems concepts, methods, and technologies |
title_exact_search | Advances in intelligent process-aware information systems concepts, methods, and technologies |
title_full | Advances in intelligent process-aware information systems concepts, methods, and technologies Gregor Grambow, Roy Oberhauser, Manfred Reichert editors |
title_fullStr | Advances in intelligent process-aware information systems concepts, methods, and technologies Gregor Grambow, Roy Oberhauser, Manfred Reichert editors |
title_full_unstemmed | Advances in intelligent process-aware information systems concepts, methods, and technologies Gregor Grambow, Roy Oberhauser, Manfred Reichert editors |
title_short | Advances in intelligent process-aware information systems |
title_sort | advances in intelligent process aware information systems concepts methods and technologies |
title_sub | concepts, methods, and technologies |
topic | Engineering Information technology Business / Data processing Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) IT in Business Datenverarbeitung Ingenieurwissenschaften Künstliche Intelligenz Wirtschaft Informationssystem (DE-588)4072806-7 gnd Prozessmanagement (DE-588)4353072-2 gnd |
topic_facet | Engineering Information technology Business / Data processing Artificial intelligence Computational intelligence Computational Intelligence Artificial Intelligence (incl. Robotics) IT in Business Datenverarbeitung Ingenieurwissenschaften Künstliche Intelligenz Wirtschaft Informationssystem Prozessmanagement Aufsatzsammlung |
url | https://doi.org/10.1007/978-3-319-52181-7 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029737973&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
volume_link | (DE-604)BV041145603 |
work_keys_str_mv | AT grambowgregor advancesinintelligentprocessawareinformationsystemsconceptsmethodsandtechnologies AT oberhauserroy advancesinintelligentprocessawareinformationsystemsconceptsmethodsandtechnologies AT reichertmanfred advancesinintelligentprocessawareinformationsystemsconceptsmethodsandtechnologies |