05159nam 22009495 450 991049518590332120260407091917.03-030-83903-610.1007/978-3-030-83903-1(CKB)4100000012008849(MiAaPQ)EBC6712512(Au-PeEL)EBL6712512(PPN)257350519(BIP)81352736(BIP)80849679(DE-He213)978-3-030-83903-1(iGPub)SPNA0083465(EXLCZ)99410000001200884920210807d2021 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierComputer Safety, Reliability, and Security 40th International Conference, SAFECOMP 2021, York, UK, September 8–10, 2021, Proceedings /edited by Ibrahim Habli, Mark Sujan, Friedemann Bitsch1st ed. 2021.Cham :Springer International Publishing :Imprint: Springer,2021.1 online resource (283 pages)Programming and Software Engineering,2945-9168 ;128523-030-83902-8 Includes bibliographical references and index.Machine Learning Safety Assurance -- Evaluation Framework for Performance Limitation under Sensor Attack -- Could We Relieve AI/ML Models of the Responsibility of Providing Dependable Uncertainty Estimates? A Study on Outside-Model Uncertainty Estimates -- Towards certification of a reduced footprint ACAS-Xu system: A hybrid ML-based solution -- Security Engineering -- IT design for resiliency using extreme value analysis -- Evaluating and Comparing Contextually Relevant Robustness for Neural Network Classifiers -- SAE 21434-based Risk Assessment of Security Incidents in Automated Road Vehicles -- Safety and Assurance Cases -- Automating the Assembly of Security Assurance Case -- Safety Case Maintenance: A Systematic Literature Review -- Towards Certified Analysis of Software Product Line Safety Cases -- Machine Learning Applications -- Safety assurance of machine learning for chassis control functions -- Safe Interaction of Automated Forklifts and Humans at Blind Cornersin a Warehouse with Infrastructure Sensors -- Machine Learning-based Fault Injection for Hazard Analysis and Risk Assessment -- Safety Validation and Simulation -- SASSI: Safety Analysis using Simulation-based Situation Coverage for Cobot Systems -- Attacks and Faults Injection in Self-Driving Agents on the Carla Simulator – Experience Report -- A Framework for Automated Quality Assurance and Documentation for Pharma 4.0 -- Fault Tolerance -- A Modular Approach To Non-Deterministic Dynamic Fault Trees -- Composition of Fault Forests.This book constitutes the proceedings of the 40th International Conference on Computer Safety, Reliability and Security, SAFECOMP 2021, which took place in York, UK, in September 2021. The 17 full papers included in this volume were carefully reviewed and selected from 76 submissions. They were organized in topical sections as follows: machine learning safety assurance; security engineering; safety and assurance cases; machine learning applications; safety validation and simulation; and fault tolerance.Programming and Software Engineering,2945-9168 ;12852Computer engineeringComputer networksSoftware engineeringApplication softwareRoboticsMicroprogrammingData protectionComputer Engineering and NetworksSoftware EngineeringComputer and Information Systems ApplicationsRoboticsControl Structures and MicroprogrammingData and Information SecurityEnginyeria de programarithubXarxes d'ordinadorsthubProgramari d'aplicacióthubRobòticathubProtecció de dadesthubLlibres electrònicsthubComputer engineering.Computer networks.Software engineering.Application software.Robotics.Microprogramming.Data protection.Computer Engineering and Networks.Software Engineering.Computer and Information Systems Applications.Robotics.Control Structures and Microprogramming.Data and Information Security.Enginyeria de programariXarxes d'ordinadorsProgramari d'aplicacióRobòticaProtecció de dades005.8Habli IbrahimSujan Mark-AlexanderBitsch FriedemannMiAaPQMiAaPQMiAaPQBOOK9910495185903321Computer Safety, Reliability, and Security2908259UNINA