General Objective
The main objective of the Project is the development of an integrated training framework embedded on the humanoid robot TEO, developed at UC3M, so that its artificial intelligence learns during its interaction with the human and personalizes the HRI between them. The learning system will be supported by the development of a series of disruptive enabling technologies in the field of AI and will incorporate characteristics of human-to-human communication, such as the “recipient desing” (model of the interlocutor, prediction of intentions, mood, etc.), and mechanisms to improve the interpretability of the robot’s behavior by the human.
The project aims its application in the field of a more social and reliable assistive robotics for a group of patients with reduced mobility, cognitive problems and/or limited language ability, who are assisted by a robot in residential or hospital environments.
Specific Objectives
Scientific and technological
OBJ1. Transfering “recipient design” capability from human-human communication to HRI through computational modeling.
OBJ2. Designing interpretable and explainable models of human behavior from the analysis of multimodal evidence (sensors) and using Deep Generative Neural Networks improved by the relevant cognitive ingredients.
OBJ3. Providing computational models to decode human intention from physiological signals (wearable sensors) and to anticipate their actions.
OBJ4. Developing the robot an intelligent manipulation strategy using non-verbal commands.
OBJ5. Develop a learning framework that provides a more symmetric and bidirectional personalized HRI, using cognitive models of the internal state of the interlocutor, and establishing a bidirectional communication with the human.
OBJ6. Deploying three demonstrators in the field of assistive robotics to evaluate the scientific and technological developments of the project: 1) residential scenario; 2) companion robots for patients in hospital settings; and 3) rehabilitation robots for patients with motor and cognitive impairments.
Transversal
TO1. Creating an interdisciplinary community and an innovation ecosystem oriented to the project’s objective that integrates researchers, technology companies and hospitals.
TO2. Promoting collaboration between researchers from different fields and the training of young research talents with multidisciplinary knowledge.