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Design and Validation of a Cyber-Physical Medication Dispensing Platform Integrating Edge AI Verification, Distributed Control, and Cloud Synchronization.

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Title: Design and Validation of a Cyber-Physical Medication Dispensing Platform Integrating Edge AI Verification, Distributed Control, and Cloud Synchronization.
Authors: Phatcharasaksakol B; International School of Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand., Sittithanon S; International School of Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand., Pianapitham V; International School of Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand., Chantrapanichkul V; International School of Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand., Tang J; Chulalongkorn School of Integrated Innovation, Chulalongkorn University, Bangkok 10330, Thailand.; Center of Excellence in Disaster and Risk Management Information Systems, Chulalongkorn University, Bangkok 10330, Thailand., Chancharoen R; Department of Mechanical Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand.; Center of Excellence for Human-Robot Collaboration and Systems Integration, Chulalongkorn University, Bangkok 10330, Thailand.
Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2026 Jun 16; Vol. 26 (12). Date of Electronic Publication: 2026 Jun 16.
Publication Type: Journal Article
Journal Info: Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220 (Electronic) Linking ISSN: 14248220 NLM ISO Abbreviation: Sensors (Basel) Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Design and Validation of a Cyber-Physical Medication Dispensing Platform Integrating Edge AI Verification, Distributed Control, and Cloud Synchronization.
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  Data: <searchLink fieldCode="AU" term="%22Phatcharasaksakol+B%22">Phatcharasaksakol B</searchLink>; International School of Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand.<br /><searchLink fieldCode="AU" term="%22Sittithanon+S%22">Sittithanon S</searchLink>; International School of Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand.<br /><searchLink fieldCode="AU" term="%22Pianapitham+V%22">Pianapitham V</searchLink>; International School of Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand.<br /><searchLink fieldCode="AU" term="%22Chantrapanichkul+V%22">Chantrapanichkul V</searchLink>; International School of Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand.<br /><searchLink fieldCode="AU" term="%22Tang+J%22">Tang J</searchLink>; Chulalongkorn School of Integrated Innovation, Chulalongkorn University, Bangkok 10330, Thailand.; Center of Excellence in Disaster and Risk Management Information Systems, Chulalongkorn University, Bangkok 10330, Thailand.<br /><searchLink fieldCode="AU" term="%22Chancharoen+R%22">Chancharoen R</searchLink>; Department of Mechanical Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand.; Center of Excellence for Human-Robot Collaboration and Systems Integration, Chulalongkorn University, Bangkok 10330, Thailand.
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  Data: <searchLink fieldCode="JN" term="%22101204366%22">Sensors (Basel, Switzerland)</searchLink> [Sensors (Basel)] 2026 Jun 16; Vol. 26 (12). <i>Date of Electronic Publication: </i>2026 Jun 16.
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