Emergent Behavior in Complex Systems Engineering
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portes grátis
Emergent Behavior in Complex Systems Engineering
A Modeling and Simulation Approach
Tolk, Andreas; Rouse, William B.; Diallo, Saikou; Mittal, Saurabh
John Wiley & Sons Inc
06/2018
416
Dura
Inglês
9781119378860
15 a 20 dias
816
Descrição não disponível.
FOREWORD x
PREFACE xiii
ABOUT THE EDITORS xvi
LIST OF CONTRIBUTORS xviii
SECTION I EMERGENT BEHAVIOR IN COMPLEX SYSTEMS 1
1 Metaphysical and Scientific Accounts of Emergence: Varieties of Fundamentality and Theoretical Completeness 3
John Symons
2 Emergence: What does it mean and How is it Relevant to Computer Engineering? 21
Wesley J. Wildman and F. LeRon Shults
3 System Theoretic Foundations for Emergent Behavior Modeling: The Case of Emergence of Human Language in a Resource-Constrained Complex Intelligent Dynamical System 35
Bernard P. Zeigler and Saurabh Mittal
4 Generative Parallax Simulation: Creative Cognition Models of Emergence for Simulation-Driven Model Discovery 59
Levent Yilmaz
SECTION II EMERGENT BEHAVIOR MODELING IN COMPLEX SYSTEMS ENGINEERING 77
5 Complex Systems Engineering and the Challenge of Emergence 79
Andreas Tolk, Saikou Diallo, and Saurabh Mittal
6 Emergence in Complex Enterprises 99
William B. Rouse
7 Emergence in Information Economies: An Agent-Based Modeling Perspective 129
Erika Frydenlund and David C. Earnest
8 Modeling Emergence in Systems of Systems using Thermodynamic Concepts 149
John J. Johnson IV, Jose J. Padilla, and Andres Sousa-Poza
9 Induced Emergence in Computational Social Systems Engineering: Multimodels and Dynamic Couplings as Methodological Basis 171
Tuncer OEren, Saurabh Mittal, and Umut Durak
10 Applied Complexity Science: Enabling Emergence through Heuristics and Simulations 201
Michael D. Norman, Matthew T.K. Koehler, and Robert Pitsko
SECTION III ENGINEERING EMERGENT BEHAVIOR IN COMPUTATIONAL ENVIRONMENTS 227
11 Toward the Automated Detection of Emergent Behavior 229
Claudia Szabo and Lachlan Birdsey
12 Isolating the Causes of Emergent Failures in Computer Software 263
Ross Gore
13 From Modularity to Complexity: A Cross-Disciplinary Framework for Characterizing Systems 285
Chih-Chun Chen and Nathan Crilly
14 The Emergence of Social Schemas and Lossy Conceptual Information Networks: How Information Transmission can lead to the Apparent "Emergence" of Culture 321
Justin E. Lane
15 Modeling and Simulation of Emergent Behavior in Transportation Infrastructure Restoration 349
Akhilesh Ojha, Steven Corns, Tom Shoberg, Ruwen Qin, and Suzanna Long
SECTION IV RESEARCH AGENDA 369
16 Research Agenda for Next-Generation Complex Systems Engineering 371
Saikou Diallo, Saurabh Mittal, and Andreas Tolk
INDEX 391
PREFACE xiii
ABOUT THE EDITORS xvi
LIST OF CONTRIBUTORS xviii
SECTION I EMERGENT BEHAVIOR IN COMPLEX SYSTEMS 1
1 Metaphysical and Scientific Accounts of Emergence: Varieties of Fundamentality and Theoretical Completeness 3
John Symons
2 Emergence: What does it mean and How is it Relevant to Computer Engineering? 21
Wesley J. Wildman and F. LeRon Shults
3 System Theoretic Foundations for Emergent Behavior Modeling: The Case of Emergence of Human Language in a Resource-Constrained Complex Intelligent Dynamical System 35
Bernard P. Zeigler and Saurabh Mittal
4 Generative Parallax Simulation: Creative Cognition Models of Emergence for Simulation-Driven Model Discovery 59
Levent Yilmaz
SECTION II EMERGENT BEHAVIOR MODELING IN COMPLEX SYSTEMS ENGINEERING 77
5 Complex Systems Engineering and the Challenge of Emergence 79
Andreas Tolk, Saikou Diallo, and Saurabh Mittal
6 Emergence in Complex Enterprises 99
William B. Rouse
7 Emergence in Information Economies: An Agent-Based Modeling Perspective 129
Erika Frydenlund and David C. Earnest
8 Modeling Emergence in Systems of Systems using Thermodynamic Concepts 149
John J. Johnson IV, Jose J. Padilla, and Andres Sousa-Poza
9 Induced Emergence in Computational Social Systems Engineering: Multimodels and Dynamic Couplings as Methodological Basis 171
Tuncer OEren, Saurabh Mittal, and Umut Durak
10 Applied Complexity Science: Enabling Emergence through Heuristics and Simulations 201
Michael D. Norman, Matthew T.K. Koehler, and Robert Pitsko
SECTION III ENGINEERING EMERGENT BEHAVIOR IN COMPUTATIONAL ENVIRONMENTS 227
11 Toward the Automated Detection of Emergent Behavior 229
Claudia Szabo and Lachlan Birdsey
12 Isolating the Causes of Emergent Failures in Computer Software 263
Ross Gore
13 From Modularity to Complexity: A Cross-Disciplinary Framework for Characterizing Systems 285
Chih-Chun Chen and Nathan Crilly
14 The Emergence of Social Schemas and Lossy Conceptual Information Networks: How Information Transmission can lead to the Apparent "Emergence" of Culture 321
Justin E. Lane
15 Modeling and Simulation of Emergent Behavior in Transportation Infrastructure Restoration 349
Akhilesh Ojha, Steven Corns, Tom Shoberg, Ruwen Qin, and Suzanna Long
SECTION IV RESEARCH AGENDA 369
16 Research Agenda for Next-Generation Complex Systems Engineering 371
Saikou Diallo, Saurabh Mittal, and Andreas Tolk
INDEX 391
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
<p>Attention-focusing; artificial intelligence; causal factors; cognitive coherence; complexity; computational social science; conceptual model; consciousness; creative cognition; culture; decentralization; determinism; discrete event systems; continuous systems; dynamical intelligent system; emergence; emergent properties; linguistic agents; enthalpy; entropy; evolutionary psychology; epistemology; exploratory modeling; extreme events; fuzzy logic; feedback loops; generative emergence; heuristics; hierarchy of systems; holistic behavior; language; hybrid model; interaction; interleavings; interoperability; live-virtual-constructive simulation; metaphysics; model-driven engineering; multi-agent systems; multimodeling; modularity; multidisciplinary; multisimulation; non-determinism; non-linear dynamical systems; philosophy; pragmatism; requisite variety; resilience; resource-constrained system; runtime analysis; shared attention; spatiotemporal behavior; self-organization; system of system; complex adaptive system; systems theory; transdisciplinary; uncertainty; verification and validation</p>
FOREWORD x
PREFACE xiii
ABOUT THE EDITORS xvi
LIST OF CONTRIBUTORS xviii
SECTION I EMERGENT BEHAVIOR IN COMPLEX SYSTEMS 1
1 Metaphysical and Scientific Accounts of Emergence: Varieties of Fundamentality and Theoretical Completeness 3
John Symons
2 Emergence: What does it mean and How is it Relevant to Computer Engineering? 21
Wesley J. Wildman and F. LeRon Shults
3 System Theoretic Foundations for Emergent Behavior Modeling: The Case of Emergence of Human Language in a Resource-Constrained Complex Intelligent Dynamical System 35
Bernard P. Zeigler and Saurabh Mittal
4 Generative Parallax Simulation: Creative Cognition Models of Emergence for Simulation-Driven Model Discovery 59
Levent Yilmaz
SECTION II EMERGENT BEHAVIOR MODELING IN COMPLEX SYSTEMS ENGINEERING 77
5 Complex Systems Engineering and the Challenge of Emergence 79
Andreas Tolk, Saikou Diallo, and Saurabh Mittal
6 Emergence in Complex Enterprises 99
William B. Rouse
7 Emergence in Information Economies: An Agent-Based Modeling Perspective 129
Erika Frydenlund and David C. Earnest
8 Modeling Emergence in Systems of Systems using Thermodynamic Concepts 149
John J. Johnson IV, Jose J. Padilla, and Andres Sousa-Poza
9 Induced Emergence in Computational Social Systems Engineering: Multimodels and Dynamic Couplings as Methodological Basis 171
Tuncer OEren, Saurabh Mittal, and Umut Durak
10 Applied Complexity Science: Enabling Emergence through Heuristics and Simulations 201
Michael D. Norman, Matthew T.K. Koehler, and Robert Pitsko
SECTION III ENGINEERING EMERGENT BEHAVIOR IN COMPUTATIONAL ENVIRONMENTS 227
11 Toward the Automated Detection of Emergent Behavior 229
Claudia Szabo and Lachlan Birdsey
12 Isolating the Causes of Emergent Failures in Computer Software 263
Ross Gore
13 From Modularity to Complexity: A Cross-Disciplinary Framework for Characterizing Systems 285
Chih-Chun Chen and Nathan Crilly
14 The Emergence of Social Schemas and Lossy Conceptual Information Networks: How Information Transmission can lead to the Apparent "Emergence" of Culture 321
Justin E. Lane
15 Modeling and Simulation of Emergent Behavior in Transportation Infrastructure Restoration 349
Akhilesh Ojha, Steven Corns, Tom Shoberg, Ruwen Qin, and Suzanna Long
SECTION IV RESEARCH AGENDA 369
16 Research Agenda for Next-Generation Complex Systems Engineering 371
Saikou Diallo, Saurabh Mittal, and Andreas Tolk
INDEX 391
PREFACE xiii
ABOUT THE EDITORS xvi
LIST OF CONTRIBUTORS xviii
SECTION I EMERGENT BEHAVIOR IN COMPLEX SYSTEMS 1
1 Metaphysical and Scientific Accounts of Emergence: Varieties of Fundamentality and Theoretical Completeness 3
John Symons
2 Emergence: What does it mean and How is it Relevant to Computer Engineering? 21
Wesley J. Wildman and F. LeRon Shults
3 System Theoretic Foundations for Emergent Behavior Modeling: The Case of Emergence of Human Language in a Resource-Constrained Complex Intelligent Dynamical System 35
Bernard P. Zeigler and Saurabh Mittal
4 Generative Parallax Simulation: Creative Cognition Models of Emergence for Simulation-Driven Model Discovery 59
Levent Yilmaz
SECTION II EMERGENT BEHAVIOR MODELING IN COMPLEX SYSTEMS ENGINEERING 77
5 Complex Systems Engineering and the Challenge of Emergence 79
Andreas Tolk, Saikou Diallo, and Saurabh Mittal
6 Emergence in Complex Enterprises 99
William B. Rouse
7 Emergence in Information Economies: An Agent-Based Modeling Perspective 129
Erika Frydenlund and David C. Earnest
8 Modeling Emergence in Systems of Systems using Thermodynamic Concepts 149
John J. Johnson IV, Jose J. Padilla, and Andres Sousa-Poza
9 Induced Emergence in Computational Social Systems Engineering: Multimodels and Dynamic Couplings as Methodological Basis 171
Tuncer OEren, Saurabh Mittal, and Umut Durak
10 Applied Complexity Science: Enabling Emergence through Heuristics and Simulations 201
Michael D. Norman, Matthew T.K. Koehler, and Robert Pitsko
SECTION III ENGINEERING EMERGENT BEHAVIOR IN COMPUTATIONAL ENVIRONMENTS 227
11 Toward the Automated Detection of Emergent Behavior 229
Claudia Szabo and Lachlan Birdsey
12 Isolating the Causes of Emergent Failures in Computer Software 263
Ross Gore
13 From Modularity to Complexity: A Cross-Disciplinary Framework for Characterizing Systems 285
Chih-Chun Chen and Nathan Crilly
14 The Emergence of Social Schemas and Lossy Conceptual Information Networks: How Information Transmission can lead to the Apparent "Emergence" of Culture 321
Justin E. Lane
15 Modeling and Simulation of Emergent Behavior in Transportation Infrastructure Restoration 349
Akhilesh Ojha, Steven Corns, Tom Shoberg, Ruwen Qin, and Suzanna Long
SECTION IV RESEARCH AGENDA 369
16 Research Agenda for Next-Generation Complex Systems Engineering 371
Saikou Diallo, Saurabh Mittal, and Andreas Tolk
INDEX 391
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
<p>Attention-focusing; artificial intelligence; causal factors; cognitive coherence; complexity; computational social science; conceptual model; consciousness; creative cognition; culture; decentralization; determinism; discrete event systems; continuous systems; dynamical intelligent system; emergence; emergent properties; linguistic agents; enthalpy; entropy; evolutionary psychology; epistemology; exploratory modeling; extreme events; fuzzy logic; feedback loops; generative emergence; heuristics; hierarchy of systems; holistic behavior; language; hybrid model; interaction; interleavings; interoperability; live-virtual-constructive simulation; metaphysics; model-driven engineering; multi-agent systems; multimodeling; modularity; multidisciplinary; multisimulation; non-determinism; non-linear dynamical systems; philosophy; pragmatism; requisite variety; resilience; resource-constrained system; runtime analysis; shared attention; spatiotemporal behavior; self-organization; system of system; complex adaptive system; systems theory; transdisciplinary; uncertainty; verification and validation</p>
