M. Bundas, Chasity Nadeau, T. Nguyen, Jeannine Shantz, M. Balduccini, Tran Cao Son
{"title":"构建表征人工智能支持的网络物理和物联网系统行为的框架","authors":"M. Bundas, Chasity Nadeau, T. Nguyen, Jeannine Shantz, M. Balduccini, Tran Cao Son","doi":"10.1109/WF-IoT51360.2021.9595077","DOIUrl":null,"url":null,"abstract":"While Artificial Intelligence (AI) and Machine Learning provide a pathway of new and exciting possibilities for AI-Enabled Cyber-Physical and Internet of Things systems, these technology solutions are not without challenges that may hinder adoption. We do not always understand why AI components behave in the way they do, nor can we always predict what they will do under new circumstances. In this paper, we discuss possible approaches for extending the NIST CPS Framework in a way that provides designers, operators and other stakeholders with a shared vocabulary and a collaborative framework allowing them to discuss, identify, express, and verify requirements on the behavior of AI-enabled Cyber-Physical and Internet of Things Systems.","PeriodicalId":184138,"journal":{"name":"2021 IEEE 7th World Forum on Internet of Things (WF-IoT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Towards a Framework for Characterizing the Behavior of AI-Enabled Cyber-Physical and IoT Systems\",\"authors\":\"M. Bundas, Chasity Nadeau, T. Nguyen, Jeannine Shantz, M. Balduccini, Tran Cao Son\",\"doi\":\"10.1109/WF-IoT51360.2021.9595077\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"While Artificial Intelligence (AI) and Machine Learning provide a pathway of new and exciting possibilities for AI-Enabled Cyber-Physical and Internet of Things systems, these technology solutions are not without challenges that may hinder adoption. We do not always understand why AI components behave in the way they do, nor can we always predict what they will do under new circumstances. In this paper, we discuss possible approaches for extending the NIST CPS Framework in a way that provides designers, operators and other stakeholders with a shared vocabulary and a collaborative framework allowing them to discuss, identify, express, and verify requirements on the behavior of AI-enabled Cyber-Physical and Internet of Things Systems.\",\"PeriodicalId\":184138,\"journal\":{\"name\":\"2021 IEEE 7th World Forum on Internet of Things (WF-IoT)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-06-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE 7th World Forum on Internet of Things (WF-IoT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/WF-IoT51360.2021.9595077\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE 7th World Forum on Internet of Things (WF-IoT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/WF-IoT51360.2021.9595077","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Towards a Framework for Characterizing the Behavior of AI-Enabled Cyber-Physical and IoT Systems
While Artificial Intelligence (AI) and Machine Learning provide a pathway of new and exciting possibilities for AI-Enabled Cyber-Physical and Internet of Things systems, these technology solutions are not without challenges that may hinder adoption. We do not always understand why AI components behave in the way they do, nor can we always predict what they will do under new circumstances. In this paper, we discuss possible approaches for extending the NIST CPS Framework in a way that provides designers, operators and other stakeholders with a shared vocabulary and a collaborative framework allowing them to discuss, identify, express, and verify requirements on the behavior of AI-enabled Cyber-Physical and Internet of Things Systems.