 |
 |
|
DataSys 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France
- AICT 2023, The Nineteenth Advanced International Conference on Telecommunications
- ICIW 2023, The Eighteenth International Conference on Internet and Web Applications and Services
- ICIMP 2023, The Eighteenth International Conference on Internet Monitoring and Protection
- SMART 2023, The Twelfth International Conference on Smart Cities, Systems, Devices and Technologies
- IMMM 2023, The Thirteenth International Conference on Advances in Information Mining and Management
- INFOCOMP 2023, The Thirteenth International Conference on Advanced Communications and Computation
- MOBILITY 2023, The Thirteenth International Conference on Mobile Services, Resources, and Users
- SPWID 2023, The Ninth International Conference on Smart Portable, Wearable, Implantable and Disability-oriented Devices and Systems
- ACCSE 2023, The Eighth International Conference on Advances in Computation, Communications and Services
ComputationWorld 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France
- SERVICE COMPUTATION 2023, The Fifteenth International Conference on Advanced Service Computing
- CLOUD COMPUTING 2023, The Fourteenth International Conference on Cloud Computing, GRIDs, and Virtualization
- FUTURE COMPUTING 2023, The Fifteenth International Conference on Future Computational Technologies and Applications
- COGNITIVE 2023, The Fifteenth International Conference on Advanced Cognitive Technologies and Applications
- ADAPTIVE 2023, The Fifteenth International Conference on Adaptive and Self-Adaptive Systems and Applications
- CONTENT 2023, The Fifteenth International Conference on Creative Content Technologies
- PATTERNS 2023, The Fifteenth International Conference on Pervasive Patterns and Applications
- COMPUTATION TOOLS 2023, The Fourteenth International Conference on Computational Logics, Algebras, Programming, Tools, and Benchmarking
- BUSTECH 2023, The Thirteenth International Conference on Business Intelligence and Technology
NetWare 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
- SENSORCOMM 2023, The Seventeenth International Conference on Sensor Technologies and Applications
- SENSORDEVICES 2023, The Fourteenth International Conference on Sensor Device Technologies and Applications
- SECURWARE 2023, The Seventeenth International Conference on Emerging Security Information, Systems and Technologies
- AFIN 2023, The Fifteenth International Conference on Advances in Future Internet
- CENICS 2023, The Sixteenth International Conference on Advances in Circuits, Electronics and Micro-electronics
- ICQNM 2023, The Seventeenth International Conference on Quantum, Nano/Bio, and Micro Technologies
- FASSI 2023, The Ninth International Conference on Fundamentals and Advances in Software Systems Integration
- GREEN 2023, The Eighth International Conference on Green Communications, Computing and Technologies
NexTech 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
- UBICOMM 2023, The Seventeenth International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies
- ADVCOMP 2023, The Seventeenth International Conference on Advanced Engineering Computing and Applications in Sciences
- SEMAPRO 2023, The Seventeenth International Conference on Advances in Semantic Processing
- AMBIENT 2023, The Thirteenth International Conference on Ambient Computing, Applications, Services and Technologies
- EMERGING 2023, The Fifteenth International Conference on Emerging Networks and Systems Intelligence
- DATA ANALYTICS 2023, The Twelfth International Conference on Data Analytics
- GLOBAL HEALTH 2023, The Twelfth International Conference on Global Health Challenges
- CYBER 2023, The Eighth International Conference on Cyber-Technologies and Cyber-Systems
TrendNews 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
- CORETA 2023, Advances on Core Technologies and Applications
- DIGITAL 2023, Advances on Societal Digital Transformation
SocSys 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain
SoftNet 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain
- ICSEA 2023, The Eighteenth International Conference on Software Engineering Advances
- ICSNC 2023, The Eighteenth International Conference on Systems and Networks Communications
- CENTRIC 2023, The Sixteenth International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services
- VALID 2023, The Fifteenth International Conference on Advances in System Testing and Validation Lifecycle
- SIMUL 2023, The Fifteenth International Conference on Advances in System Simulation
- SOTICS 2023, The Thirteenth International Conference on Social Media Technologies, Communication, and Informatics
- INNOV 2023, The Twelfth International Conference on Communications, Computation, Networks and Technologies
- HEALTHINFO 2023, The Eighth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing
IARIA Congress 2023, The 2023 IARIA Annual Congress on Frontiers in Science, Technology, Services, and Applications
November 13, 2023 to November 17, 2023 - Valencia, Spain
|
|
|
|
|
|
ThinkMind // ICONS 2021, The Sixteenth International Conference on Systems // View article icons_2021_1_20_48003
Reinforcement Learning for Emergent Behavior Evolution in Complex System-of-Systems
 Authors:
Anitha Murugesan
Ramakrishnan Raman Keywords: Systems of Systems; Emergent Behavior; Measures of Effectiveness; Reinforcement Learning; Complexity. Abstract:
The ease of inter-connectivity among modern systems is permeating numerous System-Of-Systems (SoS), wherein multiple, independent systems interact and collaborate to achieve unparalleled levels of functionality that are otherwise unachievable by the constituent systems in isolation. This has resulted in exponential increase in complexity associated with modern systems and SoS. Complex SoS are characterized by emergent behavior which is very difficult, if not impossible, to anticipate just from knowledge of constituent systems. The emergent behavior manifests at the boundary of the SoS and impacts the Measures of Effectiveness (MOEs) of the SoS. In the context of SoS, each constituent system has its own MOEs, while the SoS has its own MOEs. Constituent systems collaborate and interact with each other, towards achieving the desired functionality and behavior at SoS level. Recently, there is an explosion in the adoption of Machine Learning techniques and models in various systems, and these techniques are increasingly being used to control many physical systems, such as cars and drones. Reinforcement Learning is a type of machine learning approach that allows agents to optimally learn strategies through interactions with its environment. This paper presents a novel approach towards using reinforcement learning models and techniques for evolving MOEs of the constituent systems and SoS towards addressing emergent behavior. The proposed approach, through SoS-Constituent System MOE Relationship, enables constituent systems to learn and adapt their behaviors in tandem with the evolution of emergent behavior at SoS level. Pages: 5 to 10 Copyright: Copyright (c) IARIA, 2021 Publication date: April 18, 2021 Published in: conference ISSN: 2308-4243 ISBN: 978-1-61208-838-9 Location: Porto, Portugal Dates: from April 18, 2021 to April 22, 2021
|
|
SERVICES  CONTACT
2010 - 2022 © ThinkMind. All rights reserved.
Read Terms of Service and Privacy Policy. |
|
|
|
