Using agent-based simulation for emergent behavior detection in cyber-physical systems

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

3 Citations (Scopus)
32 Downloads (Pure)

Abstract

Traditional modeling approaches, based on predefined business logic, offer little support for today’s complex environments. In this paper, we propose a conceptual agent-based simulation framework to help not only discover complex business processes but also to analyze and learn from emergent behavior arising in cyber-physical systems. Techniques originating from agent-based modeling as well as from the process mining discipline are used to reinforce agent-based decision-making. Whereas agent-technology is used to orchestrate the integration and relationship between the environment and business logic activities, process mining capabilities are mainly used to discover and analyze emergent behavior. Using a functional decomposition approach, we specified three agent types: cyber-physical controller agent, business rule management agent, and emergent behavior detection agent. We use agent-based simulation of a logistics cold chain case study to demonstrate the feasibility of our approach.
Original languageEnglish
Title of host publicationProceedings of the 2020 Winter Simulation Conference, WSC
EditorsK.-H. Bae, B. Feng, S. Kim, S. Lazarova-Molnar, Z. Zheng, T. Roeder, R. Thiesing
Place of PublicationPiscataway, NJ
PublisherIEEE
Pages230-241
Number of pages12
ISBN (Electronic)978-1-7281-9499-8
ISBN (Print)978-1-7281-9500-1
DOIs
Publication statusPublished - 29 Mar 2021
EventWinter Simulation Conference, WSC 2020: Simulation Drives Innovation - Virtual Conference, Orlando, United States
Duration: 14 Dec 202018 Dec 2020
http://meetings2.informs.org/wordpress/wsc2020/

Conference

ConferenceWinter Simulation Conference, WSC 2020
Abbreviated titleWSC 2020
Country/TerritoryUnited States
CityOrlando
Period14/12/2018/12/20
Internet address

Fingerprint

Dive into the research topics of 'Using agent-based simulation for emergent behavior detection in cyber-physical systems'. Together they form a unique fingerprint.

Cite this