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Reinforcement Learning for Real-Time Traffic Management: A Robust DQN-Based Signal Control Approach with OpenTAPAS Integration

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Published in:VFAST Transactions on Software Engineering
Format: Online Article RSS Article
Published: 2026
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container_title VFAST Transactions on Software Engineering
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institution FRELIP
journal_source_facet VFAST Transactions on Software Engineering
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publishDate 2026
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spellingShingle Reinforcement Learning for Real-Time Traffic Management: A Robust DQN-Based Signal Control Approach with OpenTAPAS Integration
Software
General
Software
sub_discipline_display General
sub_discipline_facet General
subject_display Software
General
Software
subject_facet Software
General
Software
title Reinforcement Learning for Real-Time Traffic Management: A Robust DQN-Based Signal Control Approach with OpenTAPAS Integration
title_alt Aprendizaje por refuerzo para gestión de tráfico en tiempo real: un enfoque robusto de control de señales basado en DQN con integración de OpenTAPAS
Apprentissage par renforcement pour la gestion du trafic en temps réel : une approche robuste de contrôle des signaux basée sur DQN avec intégration OpenTAPAS
Aprendizado por Reforço para Gerenciamento de Tráfego em Tempo Real: Uma Abordagem Robusta de Controle de Sinais Baseada em DQN com Integração OpenTAPAS
title_auth Reinforcement Learning for Real-Time Traffic Management: A Robust DQN-Based Signal Control Approach with OpenTAPAS Integration
title_es_txt Aprendizaje por refuerzo para gestión de tráfico en tiempo real: un enfoque robusto de control de señales basado en DQN con integración de OpenTAPAS
title_fr_txt Apprentissage par renforcement pour la gestion du trafic en temps réel : une approche robuste de contrôle des signaux basée sur DQN avec intégration OpenTAPAS
title_full Reinforcement Learning for Real-Time Traffic Management: A Robust DQN-Based Signal Control Approach with OpenTAPAS Integration
title_fullStr Reinforcement Learning for Real-Time Traffic Management: A Robust DQN-Based Signal Control Approach with OpenTAPAS Integration
title_full_unstemmed Reinforcement Learning for Real-Time Traffic Management: A Robust DQN-Based Signal Control Approach with OpenTAPAS Integration
title_pt_txt Aprendizado por Reforço para Gerenciamento de Tráfego em Tempo Real: Uma Abordagem Robusta de Controle de Sinais Baseada em DQN com Integração OpenTAPAS
title_short Reinforcement Learning for Real-Time Traffic Management: A Robust DQN-Based Signal Control Approach with OpenTAPAS Integration
title_sort reinforcement learning for real-time traffic management: a robust dqn-based signal control approach with opentapas integration
topic Software
General
Software
url https://vfast.org/journals/index.php/VTSE/article/view/2395