Arteris, Inc. · NASDAQ:AIP
Arteris — Linley 2022 Spring Processor Conference
15 slides from Arteris's conference presentation, Apr 20, 2022
Slide 1: Is the Missing Safety Ingredient in Automotive AI Traceability?
® Is the Missing Safety Ingredient in Automotive AI Traceability? LINLEY 2022 SPRING PROCESSOR CONFERENCE APRIL 20-21, 2022 PAUL GRAYKOWSKI Senior Technical Marketing Manager
Slide 2: Arteris – The Leading SoC System IP Company
Arteris – The Leading SoC System IP Company FOUNDED IN 2013, GLOBAL, PUBLIC CONTENT OF THIS SLIDE HAS BEEN REMOVED April 27, 2022 Copyright © 2022 Arteris IP – CONFIDENTIAL 3
Slide 3: AI/ML Automotive SoCs and ISO 26262 Compliance
AI/ML Automotive SoCs and ISO 26262 Compliance April 20, 2022 Paul Graykowski 4
Slide 4: Cars Become Supercomputers on Wheels
Cars Become Supercomputers on Wheels CAR COMPETENCIES TURN FROM MECHANICAL TO SOFTWARE AND ELECTRONICS CONTENT OF THIS SLIDE HAS BEEN REMOVED Advanced Interconnect Enables Novel SoC Architectures April 27, 2022 Copyright © 2022 Arteris IP – CONFIDENTIAL 5
Slide 5: Automotive is Driving High-Value AI/ML systems
Automotive is Driving High-Value AI/ML systems AT EDGE (VEHICLE), DATACENTER, AND FOG (INFRASTRUCTURE AND COMMUNICATIONS) April 20, 2022 Paul Graykowski 6
Slide 6: Challenges for ISO 26262 Compliant AI/ML SoCs
Challenges for ISO 26262 Compliant AI/ML SoCs • Hardware integration is only the beginning – Transaction protocols, performance modeling, verification, validation • ISO 26262 processes, analyses, deliverables are key! – IP, whether internally developed or commercial, must be developed using quality
Slide 7: Functions, Failure Modes & Safety Mechanisms
Functions, Failure Modes & Safety Mechanisms Function Failure Modes Safety Mechanisms Packetization External interface corruption; External External placeholder (ECC/Parity); Packet validity protocol violation; Packet corruption checker; Duplication; Initiator timeout Transport Packet corruption ECC
Slide 8: Tracking Requirements
Tracking Requirements Traffic Sign Recognition Pedestrian Detection Requirement : High Performance with Low Power Consumption Lane Detection – SoCs for ADAS perform many different image detection – AI/ML utilized to improve safety • Learning for object detection & tracking – Maintain reliability wit
Slide 9: Chip Design Traceability: The Requirement
Chip Design Traceability: The Requirement A MUST FOR SAFETY CERTIFICATIONS Requires linking artifacts forwards and backwards in time, and at two different levels. (1) Along the ”V”, and (2) Across the “V”. April 20, 2022 Paul Graykowski 10
Slide 10: Chip Design Traceability: The Problem
Chip Design Traceability: The Problem INFORMATION TO BE TRACED RESIDES IN MANY DIFFERENT SYSTEMS April 20, 2022 Paul Graykowski 11
Slide 11: Chip Design Traceability: The Solution
Chip Design Traceability: The Solution ARTERIS HARMONY TRACE DESIGN DATA INTELLIGENCE SOLUTION April 20, 2022 Paul Graykowski 12
Slide 12: Functional Safety Requires Traceability
Functional Safety Requires Traceability • Requirement to artifact traceability requires bi-directional feedback • Downstream modification may violate requirement(s) • Downstream modification may indicate needed change in requirement(s) • Identify and review early in the process • Historical reports
Slide 13: Safety Standards Continue to Evolve
Safety Standards Continue to Evolve • ISO 26262:2018, “Road Vehicles— Today, ISO 26262:2018 is the most Functional Safety” “actionable” for semiconductor & IP vendors – Systematic & random errors leading to safety-related failures • ISO/PAS 21448:2019, “Safety of the Intended Functionality (SOTIF)”
Slide 14: Lessons learned integrating AI and ML into functionally safe automotive SoCs
Lessons learned integrating AI and ML into functionally safe automotive SoCs • Navigating the path to safety compliance of the supercomputer on wheels requires traceability • Bi-directional traceability connects requirements to artifacts • Potential impacts must be detected quickly and addressed • R
Slide 15: Thank You
® Thank You [email protected] Paul Graykowski | 16