cover image: Risk Assessment & Control Coordination for AI services : - Case11 Guidance in Plant Operation - Institute for Future Initiatives, The University of Tokyo

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Risk Assessment & Control Coordination for AI services : - Case11 Guidance in Plant Operation - Institute for Future Initiatives, The University of Tokyo

25 Apr 2022

Risk Assessment & Control Summary Step 5 - Organize the roles of each stakeholder based on the examination of each risk chain - Values & Risk Environ Control SummaryUncerta Caused Risk Scenario mental RC Objectives № inly by userchange AI System AI Service Provider User Performance Examine data distribution A/B Testing Reduction Due to Develop New Model Understanding AI Model Understanding AI Mode. [...] ◼ Explanation of use case/materials ◼ Clear expression of grounds for ◼ Develop New Model judgment ◼ Model robustness ◼ Shared awareness of rules for ◼ Output of model judgment basis ◼ Final decision-making addressing abnormal parameters. [...] ◼ Autocorrection of abnormal ◼ Understanding of AI use-case ◼ Establishment of adequate cost parameters ◼ Acquisition of business expertise ◼ Performance of internal audits ◼ Identifying errors in judgment ◼ Shared awareness of rules for AI System ◼ Examine data distribution addressing abnormal parameters. [...] B AI Development PJ ◼ Verification through A/B testing ◼ Understanding AI Model Change ◼ Examination of noise impact ◼ Establish ROI ◼ Sensor maintenance ◼ Determination of need for change ◼ Alternative operation ◼ Data noise correction in AI model ◼ Saving of usage logs ◼ Understanding AI Model Change ◼ System operation monitoring ◼ Changing of AI model Control Coordination Control Coordination S. [...] B) Control Coordination Step 3 - Examine the risk chain (relation of risk factors) for each important risk scenario - Response to Quality Audits R011 Inability to provide appropriate explanations when subjected to quality audits Service Provider ① Recognize how Users to respond to AI System Communicaqtiuonality audits Understand Action Data AI Model Application User Human Consensus Responsibilit P.

Authors

LW member

Pages
23
Published in
Japan