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Abstract This paper introduces a formal definition of a Cyber-Physical System (CPS) in the spirit of the CPS Framework proposed by the National Institute of Standards and Technology (NIST). It shows that using this definition, various problems related to concerns in a CPS can be precisely formalized and implemented using Answer Set Programming (ASP). These include problems related to the dependency or conflicts between concerns, how to mitigate an issue, and what the most suitable mitigation strategy for a given issue would be. It then shows how ASP can be used to develop an implementation that addresses the aforementioned problems. The paper concludes with a discussion of the potentials of the proposed methodologies.more » « less
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Nguyen, Thanh H; Son, Tran C; Bundas, Matthew; Balduccini, Marcello; Garwood, Kathleen C; Griffor, Edward (, Principles and Practice of Multi-Agent Systems (PRIMA 2020))This paper presents a framework for reasoning about trustworthiness in cyber-physical systems (CPS) that combines ontology-based reasoning and answer set programming (ASP). It introduces a formal definition of CPS and several problems related to trustworthiness of a CPS such as the problem of identification of the most vulnerable components of the system and of computing a strategy for mitigating an issue. It then shows how a combination of ontology based reasoning and ASP can be used to address the aforementioned problems. The paper concludes with a discussion of the potentials of the proposed methodologies.more » « less
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Burns, Martin; Roth, Thomas; Griffor, Edward; Boynton, Paul; Sztipanovits, Janos; Neema, Himanshu (, 2018 Winter Simulation Innovation Workshop)NIST, in collaboration with Vanderbilt University, has assembled an open-source tool set for designing and implementing federated, collaborative and interactive experiments with cyber-physical systems (CPS). These capabilities are used in our research on CPS at scale for Smart Grid, Smart Transportation, IoT and Smart Cities. This tool set, "Universal CPS Environment for Federation (UCEF)," includes a virtual machine (VM) to house the development environment, a graphical experiment designer, a model repository, and an initial set of integrated tools including the ability to compose Java, C++, MATLABTM, OMNeT++, GridLAB-D, and LabVIEWTM based federates into consolidated experiments. The experiments themselves are orchestrated using a "federation manager federate," and progressed using courses of action (COA) experiment descriptions. UCEF utilizes a method of uniformly wrapping federates into a federation. The UCEF VM is an integrated toolset for creating and running these experiments and uses High Level Architecture (HLA) Evolved to facilitate the underlying messaging and experiment orchestration. Our paper introduces the requirements and implementation of the UCEF technology and indicates how we intend to use it in CPS Measurement Science.more » « less
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