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Edge Computing based Human-Robot Cognitive Fusion: A Medical Case Study in the Autism Spectrum Disorder Therapy

arXiv 2401.00776 ↗First posted 1 Jan 2024cs.RO cs.AI cs.DCcited by 0

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Abstract (arXiv)

In recent years, edge computing has served as a paradigm that enables many future technologies like AI, Robotics, IoT, and high-speed wireless sensor networks (like 5G) by connecting cloud computing facilities and services to the end users. Especially in medical and healthcare applications, it provides remote patient monitoring and increases voluminous multimedia. From the robotics angle, robot-assisted therapy (RAT) is an active-assistive robotic technology in rehabilitation robotics, attracting researchers to study and benefit people with disability like autism spectrum disorder (ASD) children. However, the main challenge of RAT is that the model capable of detecting the affective states of ASD people exists and can recall individual preferences. Moreover, involving expert diagnosis and recommendations to guide robots in updating the therapy approach to adapt to different statuses and scenarios is a crucial part of the ASD therapy process. This paper proposes the architecture of edge cognitive computing by combining human experts and assisted robots collaborating in the same framework to achieve a seamless remote diagnosis, round-the-clock symptom monitoring, emergency warning, therapy alteration, and advanced assistance.

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References · 10

  1. 2019Convergence of Edge Computing and Deep Learning: A Comprehensive Surveycited by 120
  2. 2017Behavior Trees in Robotics and AI: An Introductioncited by 105
  3. 2020Hierarchical Needs Based Self-Adaptive Framework For Cooperative Multi-Robot Systemcited by 10
  4. 2020Needs-driven Heterogeneous Multi-Robot Cooperation in Rescue Missionscited by 10
  5. 2021How Can Robots Trust Each Other For Better Cooperation? A Relative Needs Entropy Based Robot-Robot Trust Assessment Modelcited by 9
  6. 2019Long-Term Personalization of an In-Home Socially Assistive Robot for Children With Autism Spectrum Disorderscited by 6
  7. 2023A Hierarchical Game-Theoretic Decision-Making for Cooperative Multi-Agent Systems Under the Presence of Adversarial Agentscited by 3
  8. 2023Utility Theory based Cognitive Modeling in the Application of Robotics: A Surveycited by 3
  9. 2023Hierarchical Needs-driven Agent Learning Systems: From Deep Reinforcement Learning To Diverse Strategiescited by 1
  10. 2023A Strategy-Oriented Bayesian Soft Actor-Critic Modelcited by 1

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