A survey of model-driven techniques and tools for cyber-physical systems

Liu, Bo; Zhang, Yuanrui; Cao, Xue-lian; Liu, Yu; Gu, Bin; Wang, Tiexin

doi:10.1631/fitee.2000311

Cited by 11 publications

(5 citation statements)

References 89 publications

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“…The identified tools from the collected studies are illustrated along with their CPS domain in Table 7. Different tools are used in different domains according to their need/requirement to handle uncertainty in CPS 61 . Some of the tools are simulation tools and some of these are modeling tools.…”

Section: Resultsmentioning

confidence: 99%

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Uncertainty handling in cyber–physical systems: State‐of‐the‐art approaches, tools, causes, and future directions

Asmat

Khan

Hussain

2022

J Software Evolu Process

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Cyber-Physical System (CPS) is the set of heterogeneous physical units linked to a network and performs complex operations to achieve a goal. Uncertainty increases with the increase in complexity of CPS. Thus, uncertainty needs to be mitigated to assure the quality and reliability of a CPS. This study aims to identify current stateof-the-art approaches, tools, root causes, and metrics for uncertainty in the domain of CPS. We performed a systematic literature review and employed keyword-based search on publisher sites to find potential studies. After applying the devised inclusion and exclusion criteria on identified potentially relevant studies, selection of studies is validated using an index engine. The core contributions of this study are (i) to categorize the tools used for uncertainty mitigation and existing root causes of uncertainty in CPS domain, (ii) to categorize the tools used for uncertainty mitigation and existing root causes of uncertainty in CPS domain, and (iii) to identify the stateof-the-art methods that lack the ability to elaborate the metrics to measure the uncertainty in CPS. The results of the proposed study are beneficial in guiding future research on devising new approaches or tools to mitigate the causes of uncertainty in CPS.

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Section: Resultsmentioning

confidence: 99%

“…Different tools are used in different domains according to their need/requirement to handle uncertainty in CPS. 61 Some of the tools are simulation tools and some of these are modeling tools.…”

mentioning

confidence: 99%

Uncertainty handling in cyber–physical systems: State‐of‐the‐art approaches, tools, causes, and future directions

Asmat

Khan

Hussain

2022

J Software Evolu Process

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“…From exiting tools, the model driven languages/techniques can be consider to be useful are those compatible for the heterogeneous nature of CPS and not be specified for one domain. In a conducted survey by Liu and et al [48], they compared ten different tools and showed among them, the Ptolemy and the Ptolemy/CyPhySim can cope with CPS challenges. The selected assessment criteria were some of the CPS modelling requirements including heterogeneous modelling,time, concurrency, system evaluation and meeting diverse Quality of Services (QoS).…”

Section: ) Defining a Taxonomy Of Cpssmentioning

confidence: 99%

Cyber-Physical-Social Systems: Taxonomy, Challenges, and Opportunities

2022

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A Cyber-Physical-Social System (CPSS) is a novel paradigm of cyber-physical and cybersocial systems with a highly inhomogeneous and distributed nature integrating dynamic stochastic hybrid systems including computation, communication, sensing and actuation, and social systems. Developments range from isolated devices to homogeneous control systems with specific networks, including smart devices, social networks, and Internet of Things (IoT) devices which are connected to the Internet more than ever. They have changed business models and ecosystems across many disciplines. Their usage can be traced to homes such as smart homes, manufacturers in Industry 5.0, critical infrastructures, smart cities, medicines, healthcare systems, and many other examples. They can simplify and speed up tasks and provide a higher level of control and accessibility. In this study, we provide a systematic review of the definition of CPSS and propose a taxonomy to define CPSS more constructively. Furthermore, the importance of considering human and virtual communities is discussed as one of the main components of cyber-physicalsocial systems, and their relationships with cyber-physical systems. Finally, the issues and opportunities in CPSSs are described.

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“…The multi-attribute approach can also be used in this case. The procedure characterized above can be continued with successive sub-models of successive activities [1,2,[20][21][22][23][24][25][26]. New consecutive links that make real sense can be created.…”

Section: Design Of the Part Of The Tcu Electronics Responsible For The Hydraulic Systemmentioning

confidence: 99%

Concept of a Multi-Criteria and Multi-Disciplinary Design Activity Supporting Tool in the Design and Development Process of CPS

Pokojski

Knap²,

Skotnicki

2021

Advances in Transdisciplinary Engineering

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The approach presented in the paper is about the concept of a multi-criteria and multi-disciplinary tool supporting design activities while designing and developing CPS. Designers who solve CPS design problems try to build computer models, and examine, verify and validate them. Usually, these models, often created ad hoc, are very complex and large and evolve in time, so the entire processes have many stages and variants. These processes come to an end after one or several sequences of selected knowledge-based activities, which in general have been modified and improved before. These activities usually concern two groups of issues: substantial and decision-making. The presented activity supporting tool concept can be applied in the design process of CPS. The main goal of the new tool is to improve the design process through more precise, effective and problem-dedicated management of the design activity models. It also enables and supports the ad hoc modelling of the collaborative integration of activities for multidisciplinarity and multi-criteria optimization analysis.

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A survey of model-driven techniques and tools for cyber-physical systems

Cited by 11 publications

References 89 publications

Uncertainty handling in cyber–physical systems: State‐of‐the‐art approaches, tools, causes, and future directions

Uncertainty handling in cyber–physical systems: State‐of‐the‐art approaches, tools, causes, and future directions

Cyber-Physical-Social Systems: Taxonomy, Challenges, and Opportunities

Concept of a Multi-Criteria and Multi-Disciplinary Design Activity Supporting Tool in the Design and Development Process of CPS

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