Process-Oriented Analysis and Validation of Multi-Agent-Based Simulations

Process-Oriented Analysis and Validation of Multi-Agent-Based Simulations
Author :
Publisher : Logos Verlag Berlin GmbH
Total Pages : 450
Release :
ISBN-10 : 9783832538743
ISBN-13 : 3832538747
Rating : 4/5 (747 Downloads)

Book Synopsis Process-Oriented Analysis and Validation of Multi-Agent-Based Simulations by : Nicolas Denz

Download or read book Process-Oriented Analysis and Validation of Multi-Agent-Based Simulations written by Nicolas Denz and published by Logos Verlag Berlin GmbH. This book was released on 2014-12-31 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt: In multi-agent-based simulation (MABS) the behavior of individual actors is modeled in detail. The analysis and validation of these models is rated as difficult and requires support by innovative techniques and tools. Problems include model complexity, the amount and often qualitative representation of simulation results, and the typical dichotomy between microscopic modeling and macroscopic observation perspectives. In recent years, data mining has been increasingly applied as a support technique in this context. A particularly promising approach is found in the field of process mining. Due to its rooting in business process analysis, process mining shares several process- and organization-oriented analysis perspectives and use cases with agent-based modeling. This thesis proposes a conceptual framework for the systematic application of process mining to the analysis and validation of MABS. As a foundation, agent-oriented analysis perspectives and simulation-specific use cases are identified and complemented with methods, techniques, and results from the literature. A partial formalization of perspectives and use cases is sketched by utilizing concepts from process modeling and software engineering. Beyond the conceptual work, process mining is applied in two case studies related to different modeling and simulation approaches.


Process-Oriented Analysis and Validation of Multi-Agent-Based Simulations Related Books

Process-Oriented Analysis and Validation of Multi-Agent-Based Simulations
Language: en
Pages: 450
Authors: Nicolas Denz
Categories: Computers
Type: BOOK - Published: 2014-12-31 - Publisher: Logos Verlag Berlin GmbH

GET EBOOK

In multi-agent-based simulation (MABS) the behavior of individual actors is modeled in detail. The analysis and validation of these models is rated as difficult
Process-Oriented Analysis and Validation of Multi-Agent-Based Simulations
Language: en
Pages: 450
Authors: Nicolas Denz
Categories:
Type: BOOK - Published: 2014 - Publisher:

GET EBOOK

Advances in Practical Applications of Agents, Multi-Agent Systems, and Complexity: The PAAMS Collection
Language: en
Pages: 386
Authors: Yves Demazeau
Categories: Computers
Type: BOOK - Published: 2018-06-19 - Publisher: Springer

GET EBOOK

This book constitutes the proceedings of the 16th International Conference on Practical Applications of Agents and Multi-Agent Systems, PAAMS 2018, held in Tole
Safety for Future Transport and Mobility
Language: en
Pages: 424
Authors: Hans-Leo Ross
Categories: Technology & Engineering
Type: BOOK - Published: 2020-09-17 - Publisher: Springer Nature

GET EBOOK

The book provides background information about technical solutions, processes and methodology to develop future automated mobility solutions. Beginning from the
Multi-Agent-Based Simulation
Language: en
Pages: 288
Authors: Scott Moss
Categories: Business & Economics
Type: BOOK - Published: 2001-01-10 - Publisher: Springer Science & Business Media

GET EBOOK

This book is devoted to investigating and developing the synergy between software engineering for multi-agent systems and agent-based social simulation; it orig