追踪和融合各种风险因素推动更安全的未来.pdf

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1、Tracking and Fusing Diverse Risk Factors to Drive a SAFER FutureYoav BaninChief Product&Business Development OfficerNautoTahmida MahmudEngineering ManagerNautoCombined Risk Factors Create a Very Risky Scenario:Contextual Risk2 2023 NautoCombined Risk Factors Create a Very Risky Scenario:Contextual R

2、isk3 2023 NautoNauto:AI-Powered Fleet Management Solution Improving Driver Safety4 2023 NautoNautos Impact on Safety Metrics5 2023 NautoVerticalReductions in Severe DistractionsReductions in CPMM pre vs.post NautoLast Mile Delivery84%69%Food&Bev82%57%Utilities60%55%Services60%46%CPMM Collisions Per

3、Million MilesWhat Conditions Create the Highest Collision Risk?6 2023 NautoNautos Advantage-Unique Understanding of Collision Risk 7 2023 NautoProblem|Limitations of Single Factor Risk Detection8 2023 NautoSingle risk factors do not always represent a high levelof risk and often represent unremarkab

4、le situationsAlerting on them doesnt do much for safety andannoys the user which defeats the purpose of ensuringsafetyNauto AI Feature Progression9 2023 NautoStandalone AI featuresFused/Combo featuresPredefined,static,individual thresholdsAlgos work in isolationRisk combination/context is ignoredLin

5、ear risk escalation until threshold is reachedCombines risk factorsUnderstands contextual riskAllows more reaction time when distractedThe Solution|Holistic,Real-time Risk Fusion10 2023 NautoSAFER-Situational Assessment Fusing Exponential Risk Real-time,multi-signal model that predicts future collis

6、ion probability&real-time,holistic“risk”several seconds ahead using a time-series matrix leveraging existing detectorsSuppresses individual alerts in low-risk cases Triggers real-time alerts in high-risk cases when individual RTA would not triggerNauto Helps Accelerate Building Services Platforms&Re