Literature DB >> 32116635

Semantic Knowledge Representation for Strategic Interactions in Dynamic Situations.

Carlos Calvo Tapia1, José Antonio Villacorta-Atienza2, Sergio Díez-Hermano2, Maxim Khoruzhko3, Sergey Lobov3, Ivan Potapov3, Abel Sánchez-Jiménez2, Valeri A Makarov1,3.   

Abstract

Evolved living beings can anticipate the consequences of their actions in complex multilevel dynamic situations. This ability relies on abstracting the meaning of an action. The underlying brain mechanisms of such semantic processing of information are poorly understood. Here we show how our novel concept, known as time compaction, provides a natural way of representing semantic knowledge of actions in time-changing situations. As a testbed, we model a fencing scenario with a subject deciding between attack and defense strategies. The semantic content of each action in terms of lethality, versatility, and imminence is then structured as a spatial (static) map representing a particular fencing (dynamic) situation. The model allows deploying a variety of cognitive strategies in a fast and reliable way. We validate the approach in virtual reality and by using a real humanoid robot.
Copyright © 2020 Calvo Tapia, Villacorta-Atienza, Díez-Hermano, Khoruzhko, Lobov, Potapov, Sánchez-Jiménez and Makarov.

Entities:  

Keywords:  cognitive maps; dynamical systems; manipulation of objects; neural networks; semantic description

Year:  2020        PMID: 32116635      PMCID: PMC7031254          DOI: 10.3389/fnbot.2020.00004

Source DB:  PubMed          Journal:  Front Neurorobot        ISSN: 1662-5218            Impact factor:   2.650


  4 in total

Review 1.  Toward Reflective Spiking Neural Networks Exploiting Memristive Devices.

Authors:  Valeri A Makarov; Sergey A Lobov; Sergey Shchanikov; Alexey Mikhaylov; Viktor B Kazantsev
Journal:  Front Comput Neurosci       Date:  2022-06-16       Impact factor: 3.387

2.  Static internal representation of dynamic situations reveals time compaction in human cognition.

Authors:  José Antonio Villacorta-Atienza; Carlos Calvo Tapia; Sergio Díez-Hermano; Abel Sánchez-Jiménez; Sergey Lobov; Nadia Krilova; Antonio Murciano; Gabriela E López-Tolsa; Ricardo Pellón; Valeri A Makarov
Journal:  J Adv Res       Date:  2020-08-14       Impact factor: 10.479

3.  Spatial Memory in a Spiking Neural Network with Robot Embodiment.

Authors:  Sergey A Lobov; Alexey I Zharinov; Valeri A Makarov; Victor B Kazantsev
Journal:  Sensors (Basel)       Date:  2021-04-10       Impact factor: 3.576

4.  Score Prediction of Sports Events Based on Parallel Self-Organizing Nonlinear Neural Network.

Authors:  Junyao Ling
Journal:  Comput Intell Neurosci       Date:  2022-01-15
  4 in total

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