Literature DB >> 29040294

Towards social autonomous vehicles: Efficient collision avoidance scheme using Richardson's arms race model.

Faisal Riaz1, Muaz A Niazi2.   

Abstract

This paper presents the concept of a social autonomous agent to conceptualize such Autonomous Vehicles (AVs), which interacts with other AVs using social manners similar to human behavior. The presented AVs also have the capability of predicting intentions, i.e. mentalizing and copying the actions of each other, i.e. mirroring. Exploratory Agent Based Modeling (EABM) level of the Cognitive Agent Based Computing (CABC) framework has been utilized to design the proposed social agent. Furthermore, to emulate the functionality of mentalizing and mirroring modules of proposed social agent, a tailored mathematical model of the Richardson's arms race model has also been presented. The performance of the proposed social agent has been validated at two levels-firstly it has been simulated using NetLogo, a standard agent-based modeling tool and also, at a practical level using a prototype AV. The simulation results have confirmed that the proposed social agent-based collision avoidance strategy is 78.52% more efficient than Random walk based collision avoidance strategy in congested flock-like topologies. Whereas practical results have confirmed that the proposed scheme can avoid rear end and lateral collisions with the efficiency of 99.876% as compared with the IEEE 802.11n-based existing state of the art mirroring neuron-based collision avoidance scheme.

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Year:  2017        PMID: 29040294      PMCID: PMC5645089          DOI: 10.1371/journal.pone.0186103

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


  6 in total

1.  Mapping the information flow from one brain to another during gestural communication.

Authors:  Marleen B Schippers; Alard Roebroeck; Remco Renken; Luca Nanetti; Christian Keysers
Journal:  Proc Natl Acad Sci U S A       Date:  2010-05-03       Impact factor: 11.205

Review 2.  Origins and development of mirroring mechanisms: A neuroconstructivist framework.

Authors:  Ermanno Quadrelli; Chiara Turati
Journal:  Br J Dev Psychol       Date:  2015-08-10

3.  Potential distractions and unsafe driving behaviors among drivers of 1- to 12-year-old children.

Authors:  Michelle L Macy; Patrick M Carter; C Raymond Bingham; Rebecca M Cunningham; Gary L Freed
Journal:  Acad Pediatr       Date:  2014 May-Jun       Impact factor: 3.107

4.  Faces in the mirror, from the neuroscience of mimicry to the emergence of mentalizing.

Authors:  Antonella Tramacere; Pier Francesco Ferrari
Journal:  J Anthropol Sci       Date:  2015-05-11

5.  The role of mirroring and mentalizing networks in mediating action intentions in autism.

Authors:  Lauren E Libero; Jose O Maximo; Hrishikesh D Deshpande; Laura G Klinger; Mark R Klinger; Rajesh K Kana
Journal:  Mol Autism       Date:  2014-10-14       Impact factor: 7.509

6.  A comparison of health outcomes in older versus younger adults following a road traffic crash injury: a cohort study.

Authors:  Bamini Gopinath; Ian A Harris; Michael Nicholas; Petrina Casey; Fiona Blyth; Christopher G Maher; Ian D Cameron
Journal:  PLoS One       Date:  2015-04-01       Impact factor: 3.240

  6 in total

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