Resilient Complex Adaptive Systems: Modeling, Simu lation, Visualization and Engineering Approaches Modeling, Simulation, Visualization and Engineering Approaches

List of Contributors xvii
Foreword xxiii
About the Editors xxv
Notes on Contributors xxvii
Preface xxxviii

Part I RCAS Foundations 1

1 Modeling and Simulation of Resilient Complex Adaptive Systems 3
Claudia Szabo, Rodrigo Castro, Saurabh Mittal, and Viktoriya Semeshenko

2 Emergent Behavior in Resilient Complex Adaptive Systems: Challenges, Metrics, and Engineering Approach 31
Saurabh Mittal, Claudia Szabo, Rodrigo Castro, and Viktoriya Semeshenko

3 Epistemology of Resilient Complex Adaptive System Simulations 63
Andreas Tolk

Part II Modeling Formalisms and Their Applications 95

4 From ABM Back to Real Data: Time Series Visualization and Model Selection in the K+S Agent-based Model 97
Giovanni Dosi, Marcelo Pereira, Gabriel Petrini, Andrea Roventini, and Maria Enrica Virgillito

5 Self-aware Models with Explanatory Capabilities: Learning Explanatory Models from Simulation Experiments 143
Levent Yilmaz

6 Multi-agent Reinforcement Learning for Decision-making in Contested Environments 169
Ishan Honhaga, Anh Viet Do, Eyoel Teffera, Ant Perry, Rob Baker, and Claudia Szabo

7 Intersectoral Labor Mobility in Argentina: Evolution and Resilience 183
Viktoriya Semeshenko and Sergio A. DeRaco

8 A Novel Integrated Agent-based Computational Economics and Multi-agent Reinforcement Learning Framework: Application to Macrocrisis Phenomena 203
Rodrigo Castro, Viktoriya Semeshenko, and Pablo Mira

9 DEVS as a Method to Design Resilient Complex Adaptive Systems 231
Hazel Griffith, Cristina Ruiz-Martin, and Gabriel Wainer

10 A Framework for Characterizing, Understanding, and Predicting Behavior in Complex Edge Computing Systems 271
Kevin S. Chan and Frank T. Johnsen

Part III RCAS Engineering 309

11 Resilience-aware Development Tools: Translating Resilience Concepts into Engineering Practice 311
Kelly J. Neville, Tracy Sanders, Emily Barrett, Theresa Fersch, Glenn Lematta, Xuan Chau, Andrew Langone, and Emily S. Patterson

12 Artificial Intelligence Networks: Structure, Dynamics, and Economics 339
Oscar M. Granados and Nicolás Dela Peña

13 Resilient Complex Adaptive Systems: A Communications Perspective 365
Bradley Fraser and Rhett Hull

14 Scalable Rigidity Maintenance Strategies for Networked Multirobot Systems: Overcoming Decentralized Coordination Challenges 395
J. Francisco Presenza, Ezequiel Pecker-Marcosig, Ignacio Mas, J. Ignacio Alvarez-Hamelin, and Juan I. Giribet

Part IV Digital Twins and Socio-ecological Applications 425

15 Immersive and Cognitive Urban Digital Twins for Sustainable and Resilient Smart Territories 427
Mamadou K. Traoré, Mama Diakité, and Zeeshan Ali

16 The Role of Digital Twins in Improving River Water Quality 441
Souvik Barat, Shankar Kausley, Puneet Singh Thakur, Surabhi Shrivastava, Vinay Kulkarni, and Beena Rai

17 Integrating Simulation and Real-world Models for Harmful Algal and Cyanobacterial Blooms Management 469
José L. Risco-Mart¿¿n, Roberto Dom¿¿nguez, Román Cárdenas, Eva Besada-Portas, and Segundo Esteban

18 Optimal Strategies to Contain and Prevent the Spread of Diseases in Group-structured Populations 491
VarunK. Rao, Siddharth Patwardhan, and Filippo Radicchi

Part V Next Steps 503

19 Research Agenda for Resilient Complex Adaptive Systems 505
Claudia Szabo, Rodrigo Castro, Saurabh Mittal, and Viktoriya Semeshenko

References 519
Acronyms 523
Index 525