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3DS.COM Dassault Systèmes Confidential Information 3/20/2018 ref.: 3DS Document 2015Simulate and validate yourDNN inference with CATIAbefore ADAS industrialdeployment« AI in the Loop »Simon BerardCATIA Strategic Planning Senior Analyst

Agenda1WHY does Autonomous Driving Experience matter ?2WHAT are the mandatory capabilities ?3HOW does it work ?

WHAT IS AN AUTONOMOUS DRIVING EXPERIENCE FOR ?RE-TRAININGCONVERGENCEWHATNETWORK STRUCTUREPROGRAM ADVANCEMENTPROBLEM DEFINITIONNumber of known issuesWHYDifficultyto find and fixthe root causeHOW?Field testissues

DANGEROUSWHATSITUATIONSHOWHOW DOES AN AUTONOMOUSDRIVING EXPERIENCE MAKE THE DIFFERENCE ?BEHAVIORWHYSOFTWARE

WHY DOES DASSAULT SYSTEMES DEVELOPAN AUTONOMOUS DRIVING EXPERIENCE ?WHATWHYCOGNITIVE AUGMENTED DESIGNHOWTOWARDS

WHY DOES DASSAULT SYSTEMES DEVELOPAN AUTONOMOUS DRIVING EXPERIENCE ?AUTOMATION & SELF OPTIMIZING DESIGNMultidiscipline, Multiscale, MultiphysicsGenerative DesignWHYWHATHOW[MOD SIM]

WHAT TO EXPERIENCE ?AV FUNCTIONAL ARCHITECTURE COVERAGEHOWACTWHATTHINKWHYSENSE

WHAT TO EXPERIENCE ?AV FUNCTIONAL ARCHITECTURE AMPERSWHYSENSE

WHYWHATHOWWHAT TO EXPERIENCE ?PARAMETERS SPACE EXPLORATION

WHEN DOES AN AUTONOMOUSDRIVING EXPERIENCE APPLY OWVALIDATIONUPSTREAMWHYOWNERSHIP

WHAT ARE THE TRAPS ALONG THE WAY ?WHATHOWCONTROL THE BIAS AT ALL STAGESEXTERNAL COMPUTATIONSCROSSED-CAUSAL DEPENDENCIESWHYSYNCHRONIZATION BARRIERS

WHAT IS HAPPENING INSIDE THE CAR ?INTEGRATE, CO-EXECUTE AND VALIDATE VIRTUAL HETEROGENEOUS MODELS,VIA A REAL-TIME AND INTERACTIVE PLATFORM.STEERINGDAMPERSTIRESWHYVEHICLE DYNAMICSWHATCONTROLHOWSENSORS

WHAT IS HAPPENING OUTSIDE OF THE CAR ?STAGING OF INTERACTIVE EXPERIENCESBY COMPOSING PRODUCT, NATURE & LIFEREALTIME PHYSICSREUSE PRODUCT BEHAVIORSHOWCAD ASSETSWRITE EXPERIENCE SCENARIOUSING NATURAL LANGUAGEANIMATE IN CONTEXTOF EXPERIENCEWHYWHATBUILT-IN BEHAVIORS

HOW TO INTEGRATEA PROJECT IN THE EXPERIENCE ?Nvidia ADAS NetworkNvidia publicationEnd to End Learning for Self-Driving Cars[arXiv:1604.07316v1 [cs.CV] 25 Apr 2016]2016 Sully Chen ot-TensorFlowMechatronics SystemFreeze the Network21DEEP LEARNINGCOMPONENT TO VALIDATE4FMU CONVERSIONPHYSICALSYSTEM DESIGN65RESULTS ANALYSISCO-SIMULATIONEXPERIENCE SCENARIZATIONWHY7WHATHOWEXPORT TO PRODUCTION LEVEL3

HOW DOES IT WORK ?HOWACTWHATTHINKWHYSENSE

WHYWHATHOWAI IN THE LOOP

NEXT STEPS Generative Tests Real-time Environment interactionWHY Real-time for Hardware in the LoopWHATHOW Generative AI convergence

EXPERIENCE BENEFITSPossibility to explore variants of scenarios andconfigurations12 Play the experience guaranteeing physical accuracy3 Explore, experiment and see4 Combine Knowledge and Know How

193DS.COM Dassault Systèmes Confidential Information 3/20/2018

CATIA Strategic Planning Senior Analyst. Agenda 1 2 3 WHY does Autonomous Driving Experience matter ? . WHAT IS AN AUTONOMOUS DRIVING EXPERIENCE FOR ? NT PROBLEM DEFINITION NETWORK STRUCTURE CONVERGENCE RE-TRAINING? Number of known issues to find and fix the root cause Difficulty WHY T W Field test issues. HOW DOES AN AUTONOMOUS DRIVING .