Literature DB >> 33500893

SEAI: Social Emotional Artificial Intelligence Based on Damasio's Theory of Mind.

Lorenzo Cominelli1, Daniele Mazzei2, Danilo Emilio De Rossi1.   

Abstract

A socially intelligent robot must be capable to extract meaningful information in real time from the social environment and react accordingly with coherent human-like behavior. Moreover, it should be able to internalize this information, to reason on it at a higher level, build its own opinions independently, and then automatically bias the decision-making according to its unique experience. In the last decades, neuroscience research highlighted the link between the evolution of such complex behavior and the evolution of a certain level of consciousness, which cannot leave out of a body that feels emotions as discriminants and prompters. In order to develop cognitive systems for social robotics with greater human-likeliness, we used an "understanding by building" approach to model and implement a well-known theory of mind in the form of an artificial intelligence, and we tested it on a sophisticated robotic platform. The name of the presented system is SEAI (Social Emotional Artificial Intelligence), a cognitive system specifically conceived for social and emotional robots. It is designed as a bio-inspired, highly modular, hybrid system with emotion modeling and high-level reasoning capabilities. It follows the deliberative/reactive paradigm where a knowledge-based expert system is aimed at dealing with the high-level symbolic reasoning, while a more conventional reactive paradigm is deputed to the low-level processing and control. The SEAI system is also enriched by a model that simulates the Damasio's theory of consciousness and the theory of Somatic Markers. After a review of similar bio-inspired cognitive systems, we present the scientific foundations and their computational formalization at the basis of the SEAI framework. Then, a deeper technical description of the architecture is disclosed underlining the numerous parallelisms with the human cognitive system. Finally, the influence of artificial emotions and feelings, and their link with the robot's beliefs and decisions have been tested in a physical humanoid involved in Human-Robot Interaction (HRI).
Copyright © 2018 Cominelli, Mazzei and De Rossi.

Entities:  

Keywords:  artificial consciousness; artificial intelligence; cognitive systems; expert systems; humanoids; rules engine; social robotics; somatic markers

Year:  2018        PMID: 33500893      PMCID: PMC7805825          DOI: 10.3389/frobt.2018.00006

Source DB:  PubMed          Journal:  Front Robot AI        ISSN: 2296-9144


  11 in total

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Journal:  Conscious Cogn       Date:  2007-08-08

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Journal:  Cogn Neurodyn       Date:  2007-10-20       Impact factor: 5.082

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Review 7.  What is consciousness, and could machines have it?

Authors:  Stanislas Dehaene; Hakwan Lau; Sid Kouider
Journal:  Science       Date:  2017-10-27       Impact factor: 47.728

8.  Time of conscious intention to act in relation to onset of cerebral activity (readiness-potential). The unconscious initiation of a freely voluntary act.

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Journal:  Brain       Date:  1983-09       Impact factor: 13.501

9.  An android for enhancing social skills and emotion recognition in people with autism.

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Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2005-12       Impact factor: 3.802

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Authors:  Brian Scassellati; Henny Admoni; Maja Matarić
Journal:  Annu Rev Biomed Eng       Date:  2012-05-09       Impact factor: 9.590

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  1 in total

1.  Promises and trust in human-robot interaction.

Authors:  Lorenzo Cominelli; Francesco Feri; Roberto Garofalo; Caterina Giannetti; Miguel A Meléndez-Jiménez; Alberto Greco; Mimma Nardelli; Enzo Pasquale Scilingo; Oliver Kirchkamp
Journal:  Sci Rep       Date:  2021-05-06       Impact factor: 4.379

  1 in total

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