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A Q-values Sharing Framework for Multi-agent Reinforcement Learning under Budget Constraint

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2021; 15 (2)

In a teacher-student framework, a more experienced agent (teacher) helps accelerate the learning of another agent (student) by suggesting actions to t......

UAVs vs. Pirates: An Anticipatory Swarm Monitoring Method Using an Adaptive Pheromone Map

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2020; 14 (4)

For the rising hazard of pirate attacks, unmanned aerial vehicle (UAV) swarm monitoring is a promising countermeasure. Previous monitoring methods hav......

Finding the Largest Successful Coalition under the Strict Goal Preferences of Agents

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2020; 14 (4)

Coalition formation has been a fundamental form of resource cooperation for achieving joint goals in multiagent systems. Most existing studies still f......

An Innovative Approach for Ad Hoc Network Establishment in Disaster Environments by the Deployment of Wireless Mobile Agents

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2019; 13 (4)

In disasters, many stationary tasks, such as saving survivors in debris, extinguishing fire of buildings, and so on, need first responders to complete......

JIF:2.66

TSLAM: A Trust-enabled Self-Learning Agent Model for Service Matching in the Cloud Market

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2019; 13 (4)

With the rapid development of cloud computing, various types of cloud services are available in the marketplace. However, it remains a significant cha......

JIF:2.66

Efficient and Robust Emergence of Norms through Heuristic Collective Learning

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2018; 12 (4)

In multiagent systems, social norms serves as an important technique in regulating agents' behaviors to ensure effective coordination among agents wit......

JIF:2.66

Adaptive Process Migrations in Coupled Applications for Exchanging Data in Local File Cache

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2018; 13 (2)

Many problems in science and engineering are usually emulated as a set of mutually interacting models, resulting in a coupled or multiphysics applicat......

JIF:2.66

Understanding Crowdsourcing Systems from a Multiagent Perspective and Approach

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2018; 13 (2)

Crowdsourcing has recently been significantly explored. Although related surveys have been conducted regarding this subject, each has mainly consisted......

JIF:2.66

e-Sampling: Event-Sensitive Autonomous Adaptive Sensing and Low-Cost Monitoring in Networked Sensing Systems

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2017; 12 (1)

; Sampling rate adaptation is a critical issue in many resource-constrained networked systems, including Wireless Sensor Networks (WSNs). Existing alg......

JIF:1.22

On Service Migrations in the Cloud for Mobile Accesses: A Distributed Approach

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2017; 12 (2)

We study the problem of dynamically migrating a service in the cloud to satisfy an online sequence of mobile batch-request demands in a cost-effective......

JIF:1.22

Integrating Reinforcement Learning with Multi-Agent Techniques for Adaptive Service Composition

期刊: ACM TRANSACTIONS ON AUTONOMOUS AND ADAPTIVE SYSTEMS, 2017; 12 (2)

Service-oriented architecture is a widely used software engineering paradigm to cope with complexity and dynamics in enterprise applications. Service ......

JIF:1.22

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