Cognitive Systems



Artificial Perception and Cognition will focus on 1) joint attention mechanisms using innovative interaction modalities and 2) multi-objective dynamic decision-making. We will use multi-modal sensor fusion enabling an Interactive Artificial Agent (IAA) to capture context and behavior cues in group interactions. Dynamic Light Projection to regulate the attention in the context of group interactions, by dynamically control the displayed information that is deemed useful for the current interaction and the IAA role, will be explored. The goal is to explore an innovative HRI as means to maximize interaction throughput. Following up the work on novel hardware implementations of probabilistic computation, more complex algorithms needed in robotics will be developed. Beyond the safety while navigating in cluttered and populated spaces, one important aspect towards the acceptance of mobile assistive robots is their ability to follow social norms. One of the research team's focus is in enhancing current SLAM algorithms to cope with highly dynamic environments 
and allow the robot to recognize different obstacle categories (including humans) and what is the context of the detected obstacles. 


Projects



Publications


R. Araújo, Antonio Pedro Aguiar, Nuno Lau, Soft Computing, 2024
B. Jin, N. Gonçalves, L. Cruz, I. Medvedev, Yuanyu Yu, Jiujiang Wang, , Simulated multimodal deep facial diagnosis, Expert Systems with Applications, 2024
David Portugal, R. P. Rocha, Joao P. Castilho, Inquiring the robot operating system community on the state of adoption of the ROS 2 robotics middleware, International Journal of Intelligent Robotics and Applications, Springer, 2024
Carlos Ferreira Gomes , J. Verissimo Lisboa, Gestão Operacional de Empresas, 2024
Lucas Macedo da Silva, Symone G. S. Alcalá, Talles Marcelo G. de A. Barbosa, R. Araújo, Object and Defect Detection in Additive Manufacturing Using Deep Learning Algorithms, Production Engineering - Research and Development, Vol. 18, No. 6, pp. 889-902, Springer, 2024
G. Gouveia, J. Alves, P. Sousa, R. Araújo, Jérôme Mendes, A Modular Industrial Hardware Control System for Smart Industries, Processes, Vol. 12, no. 6, pp. 1165, MDPI, Basel, Switzerland, 2024
A. Emami, R. Araújo, Sergio Cruz, A. Pedro Aguiar, Engineering Approach to Construct Robust Filter for Mismatched Nonlinear Dynamic Systems, International Journal of Robust and Nonlinear Control, Vol. 34, no. 18, pp. 12142-12166, Wiley, 2024
D. Areia Cruz, J. Batista, Causality and tractable probabilistic models, Frontiers in Computer Science, 2024
J. Morais Ferreira, L. Martins Almeida, V. Santos, Improved humanoid gait using learning-based analysis of a new wearable 3D force system, 1, Universidade de Aveiro, Portugal, 2023, Supervised by
Ana Xavier, Paula Vagos, Lara Palmeira, P. Menezes, B. Patrão, Sofia Abreu Mendes, Marta Tavares, The Me and the Us of Emotions: a cluster-randomized controlled trial of the feasibility and efficacy of a compassion-based social–emotional learning program for children, Frontiers in Psychology, Volume 14, Frontiers, 2023
Gustavo Assunção, Alessandra Sorrentino, J. Dias, M. Castelo-Branco, P. Menezes, Filippo Cavallo, , Adapting Behavior and Persistence via Reinforcement and Self-Emotion Mediated Exploration in a Social Robot, ROMAN20, 33nd IRRR International Conference on Robot and Human Interactive Communication, Busa, Korea, 2023
M. Nogueira, Joao Braz Simoes, P. Menezes, F O R M S - Creating new visual perceptions of dance movement through machine learning, ACM SIGGRAPH 2023, Los Angeles, 2023
J. Ruivo Carvalho Paulo, Teresa Sousa, J. Perdiz, , P. Menezes, , G. Pires, M. Castelo-Branco, A multimodal framework for motor function characterization in ASD, ENBENG, IEEE Portuguese Meeting on Bioengineering, Porto, 2023
Gabriela Simões, A. Barata Pires Lopes, C. De Paulo Carona, R. Pereira, U. J. Nunes, Deep-Learning Based Classification of Engagement for Child-Robot Interaction, 2023 IEEE International Conference on Autonomous Robot Systems and Competitions (ICARSC), Tomar, Portugal, 2023
S. Da Silva Santos, L. Marques, Pedro Neto, A Robotic System to Automate the Disassembly of PCB Components, In: Lino Marques, José Luís Lima, Cristina Santos, Danilo Tardioli, Manuel Ferre (eds) ROBOT 2023: Sixth Iberian Robotics Conference. ROBOT 2023. Advances in Intelligent Systems and Computing, Springer, 2023