Advances in Practical Applications of Agents, Multi-Agent Systems, and Digital Twins: The PAAMS Collection

This book constitutes the refereed proceedings of the 22nd International Conference on Practical Applications of Agents and Multi-Agent Systems, PAAMS 2024, held in Salamanca, Spain, during June 26-28, 2024.

The 26 full papers and 6 short papers included in this book were carefully reviewed and selected from 64 submissions. The PAAMS 2024 proceedings focus on the development and deployment of agents and multi-agent systems and their real-world applications.

PAAMS MAIN TRACK. - Distributed Optimization of Charging Station Selection of Electric Vehicles. - A Deep Reinforcement Learning Approach to Battery Management in Dairy Farming via Proximal Policy Optimization. - Reinforcement Learning Enabled Peer to Peer Energy Trading for Dairy Farms. - Benchmarking Large Language Models for Multi Agent Systems A Comparative Analysis of AutoGen CrewAI and TaskWeaver. - Multi Agent Opinion Pooling by Voting for Bins Simulations and Characterization. - Neural Cellular Automaton for Decentralized Inference in Distributed Manipulator System. - Synthetic data generation for machine learning models with cognitive agent simulations. - A Digital Twin approach to Building' s Dossier for Seismic Prevention. - MineLlama Llama with Retrieval Augmented Generation as A Decision Maker in Minecraft. - Learning Automata Strategies for Prolonging Lifetime of Wireless Sensor Networks. - Options to Speed up Search in Lifelong Multi Agent Pathfinding. - Cooperative Task Execution in Multi Agent Systems. - Federated Neural Machine Translation Using Multi Agent Reinforcement Learning. - A Decentralized Agent based Model for Crisis Events Using Embedded Systems. - Human and BDI Agent Interaction via KQML messages over IMAP and SMTP. - Models of Intelligent Tutoring Systems Based on Autonomous Agents for Virtual Learning Environments a Systematic Literature Review. - Dynamic estimation of customer movement by agent based simulation with particle filter. - Retrieval Augmented Generation Powered by a Multi Agent System to Assisted the Operation of Industries. - EGAR Environment Generator for Agent based Research. - Collaborating Digital Twins for Health Coaching. - Overcoming Computational Complexity A Scalable Agent Based Model of Traffic Activity using FLAME GPU. - Measuring Fairness in AI Explanations with LEADR Local Explanation Amplification Disparity Ratio. - Adaptive Learning of Centralized and Decentralized Rewards in Multi agent Imitation Learning. - Integrating Supervised and Reinforcement Learning for Heterogeneous Traffic Simulation. - Dynamic modification of agent behaviours without disrupting a running system. - A Machine Learning Based Trading Strategy Integrating Technical Analysis and Multi Agent Simulation. - PAAMS DEMONSTRATIONS. - AAMA Sim A Gazebo and ROS2 based Simulation Tool for Agent based Modelling of Cyber-physical Systems. - Using an Agent Based Cellular Automaton for Emergency Evacuation Simulation. - A pet robot prototype for animal assisted therapy. - Demo of the Agri RO5 architecture for Agrirobot Fleet Simulation. - Implementation of Real Time Local Search Method for Distributed Constraint Optimization with Message Loss in PubSub Communication. - Developing Safe Autonomous Logistic Systems with vGOAL.