Publications

Publications by HumanISE

2019

Identifying Most Probable Negotiation Scenario in Bilateral Contracts with Reinforcement Learning

Authors
Silva, F; Pinto, T; Praça, I; Vale, ZA;

Publication
New Knowledge in Information Systems and Technologies - Volume 1, World Conference on Information Systems and Technologies, WorldCIST 2019, Galicia, Spain, 16-19 April, 2019

Abstract

2019

Collaborative Reinforcement Learning of Energy Contracts Negotiation Strategies

Authors
Pinto, T; Praça, I; Vale, ZA; Santos, C;

Publication
Highlights of Practical Applications of Survivable Agents and Multi-Agent Systems. The PAAMS Collection - International Workshops of PAAMS 2019, Ávila, Spain, June 26-28, 2019, Proceedings

Abstract

2019

AiD-EM: Adaptive Decision Support for Electricity Markets Negotiations

Authors
Pinto, T; Vale, ZA;

Publication
Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, IJCAI 2019, Macao, China, August 10-16, 2019

Abstract
This paper presents the Adaptive Decision Support for Electricity Markets Negotiations (AiD-EM) system. AiD-EM is a multi-agent system that provides decision support to market players by incorporating multiple sub-(agent-based) systems, directed to the decision support of specific problems. These sub-systems make use of different artificial intelligence methodologies, such as machine learning and evolutionary computing, to enable players adaptation in the planning phase and in actual negotiations in auction-based markets and bilateral negotiations. AiD-EM demonstration is enabled by its connection to MASCEM (Multi-Agent Simulator of Competitive Electricity Markets).

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2019

Contextual Simulated Annealing Q-Learning for Pre-negotiation of Agent-Based Bilateral Negotiations

Authors
Pinto, T; Vale, ZA;

Publication
Progress in Artificial Intelligence - 19th EPIA Conference on Artificial Intelligence, EPIA 2019, Vila Real, Portugal, September 3-6, 2019, Proceedings, Part I

Abstract

2019

Distributed Constrained Optimization Towards Effective Agent-Based Microgrid Energy Resource Management

Authors
Lezama, F; de Cote, EM; Farinelli, A; Soares, JP; Pinto, T; Vale, ZA;

Publication
Progress in Artificial Intelligence - 19th EPIA Conference on Artificial Intelligence, EPIA 2019, Vila Real, Portugal, September 3-6, 2019, Proceedings, Part I

Abstract

2019

Demonstration of an Energy Consumption Forecasting System for Energy Management in Buildings

Authors
Jozi, A; Ramos, D; Gomes, L; Faria, P; Pinto, T; Vale, ZA;

Publication
Progress in Artificial Intelligence - 19th EPIA Conference on Artificial Intelligence, EPIA 2019, Vila Real, Portugal, September 3-6, 2019, Proceedings, Part I

Abstract