IEEE Transactions on Industrial Cyber-Physical Systems · 2023 · 51 citations · 100 references
Artificial IntelligenceEngineeringIndustrial EngineeringIndustrial IotAi AdoptionIndustrial Control SystemIntelligent SystemsSystems EngineeringMechanical Artificial IntelligenceInternet Of ThingsIndustrial InformaticsEffective Icps DesignAi-augmented IcpsComputer EngineeringAi IntegrationComputer ScienceAi AugmentationCyber-physical Production SystemCyber Physical SystemsIndustrial Cyber-physical SystemsIntelligent Mechanical SystemsAutomationIndustrial Artificial IntelligenceIndustrial AutomationAugmented IntelligenceTechnology
Digital Transformation integrates information technology across a broad spectrum of industrial sectors. Industrial Cyber-Physical Systems (ICPS) play a vital role in this transformation by harmonizing machinery, production, logistics, and societal needs through innovative information technologies. This paper investigates the adoption of industrial artificial intelligence (industrial AI) as a methodology for effective ICPS design, introducing AI-Augmented ICPS (AICPS). The study conducts a survey, focusing on the components and interactions of AICPS. We propose design considerations for the implementation of AICPS and investigate the application of cutting-edge industrial AI techniques in each interaction. From the standpoint of AI augmentation, this paper offers insights by identifying key perspectives, including uncertainty of information, safety of AI, explainability of AI, human-societal interactive ICPS, and standardization of industrial AI. This paper aims to enhance understanding of AICPS and lay the groundwork for integrating independent industrial AI techniques into ICPS.
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