D. Cofer, Isaac Amundson, R. Sattigeri, Arjun Passi, Christopher Boggs, Eric Smith, Limei Gilham, Taejoon Byun, Sanjai Rayadurgam
{"title":"Run-Time Assurance for Learning-Based Aircraft Taxiing","authors":"D. Cofer, Isaac Amundson, R. Sattigeri, Arjun Passi, Christopher Boggs, Eric Smith, Limei Gilham, Taejoon Byun, Sanjai Rayadurgam","doi":"10.1109/DASC50938.2020.9256581","DOIUrl":null,"url":null,"abstract":"Aircraft systems that include learning-enabled components (LECs) and their software implementations are not amenable to verification and certification using current methods. We have produced a demonstration of a run-time assurance architecture based on a neural network aircraft taxiing application that shows how several advanced technologies could be used to ensure safe operation.","PeriodicalId":112045,"journal":{"name":"2020 AIAA/IEEE 39th Digital Avionics Systems Conference (DASC)","volume":"8 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-10-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"14","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 AIAA/IEEE 39th Digital Avionics Systems Conference (DASC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DASC50938.2020.9256581","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 14
Abstract
Aircraft systems that include learning-enabled components (LECs) and their software implementations are not amenable to verification and certification using current methods. We have produced a demonstration of a run-time assurance architecture based on a neural network aircraft taxiing application that shows how several advanced technologies could be used to ensure safe operation.