Soft Computing Techniques for Dependable Cyber-Physical Systems
Cyber-physical systems (CPSs) were envisaged as a way to manipulate the objects in the physical world through computer intelligence. This is usually done by providing a communication bridge between actuation and computing elements. This sought after control is hampered not only by the unavoidable ce...
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doaj-24df6ac6b2f043c3a8562a36c734324a2021-03-30T00:11:53ZengIEEEIEEE Access2169-35362019-01-017720307204910.1109/ACCESS.2019.29203178727458Soft Computing Techniques for Dependable Cyber-Physical SystemsMuhammad Atif0https://orcid.org/0000-0001-9924-3165Siddique Latif1https://orcid.org/0000-0001-5662-4777Rizwan Ahmad2Adnan K. Kiani3Junaid Qadir4Adeel Baig5Hisao Ishibuchi6Waseem Abbas7School of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, PakistanSchool of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, PakistanSchool of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, PakistanSchool of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, PakistanInformation Technology University (ITU), Lahore, PakistanSchool of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST), Islamabad, PakistanDepartment of Computer Science and Engineering, Southern University of Science and Technology, Shenzhen Key Laboratory of Computational Intelligence, University Key Laboratory of Evolving Intelligent Systems of Guangdong Province, Shenzhen, ChinaInformation Technology University (ITU), Lahore, PakistanCyber-physical systems (CPSs) were envisaged as a way to manipulate the objects in the physical world through computer intelligence. This is usually done by providing a communication bridge between actuation and computing elements. This sought after control is hampered not only by the unavoidable certainty found in the physical world but also by the limitations of contemporary communication networks. These limitations hamper fine-grained control of elements that may be separated by large-scale distances. In this regard, soft computing is an emerging paradigm that can help to manage the unreliability of CPS by using techniques, including fuzzy systems, neural networks, evolutionary computation, probabilistic reasoning, and rough sets. We present a comprehensive contemporary review of soft computing techniques for CPS dependability modeling, analysis, and improvement. This paper provides an overview of CPS applications, explores the foundations of dependability engineering, and highlights the potential role of soft computing techniques for CPS dependability with various case studies while also identifying common pitfalls and future directions. In addition, this paper provides a comprehensive survey of the use of various soft computing techniques for making CPS dependable. This paper is timely due to the increasingly central role that CPSs are beginning to play in modern societies and the need to leverage all the relevant methodologies and tools (such as those provided by soft computing) for the development of highly dependable CPS.https://ieeexplore.ieee.org/document/8727458/Cyber-physical-systemssoft computingmachine learningsmart systemscommunication networksdependability |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Muhammad Atif Siddique Latif Rizwan Ahmad Adnan K. Kiani Junaid Qadir Adeel Baig Hisao Ishibuchi Waseem Abbas |
spellingShingle |
Muhammad Atif Siddique Latif Rizwan Ahmad Adnan K. Kiani Junaid Qadir Adeel Baig Hisao Ishibuchi Waseem Abbas Soft Computing Techniques for Dependable Cyber-Physical Systems IEEE Access Cyber-physical-systems soft computing machine learning smart systems communication networks dependability |
author_facet |
Muhammad Atif Siddique Latif Rizwan Ahmad Adnan K. Kiani Junaid Qadir Adeel Baig Hisao Ishibuchi Waseem Abbas |
author_sort |
Muhammad Atif |
title |
Soft Computing Techniques for Dependable Cyber-Physical Systems |
title_short |
Soft Computing Techniques for Dependable Cyber-Physical Systems |
title_full |
Soft Computing Techniques for Dependable Cyber-Physical Systems |
title_fullStr |
Soft Computing Techniques for Dependable Cyber-Physical Systems |
title_full_unstemmed |
Soft Computing Techniques for Dependable Cyber-Physical Systems |
title_sort |
soft computing techniques for dependable cyber-physical systems |
publisher |
IEEE |
series |
IEEE Access |
issn |
2169-3536 |
publishDate |
2019-01-01 |
description |
Cyber-physical systems (CPSs) were envisaged as a way to manipulate the objects in the physical world through computer intelligence. This is usually done by providing a communication bridge between actuation and computing elements. This sought after control is hampered not only by the unavoidable certainty found in the physical world but also by the limitations of contemporary communication networks. These limitations hamper fine-grained control of elements that may be separated by large-scale distances. In this regard, soft computing is an emerging paradigm that can help to manage the unreliability of CPS by using techniques, including fuzzy systems, neural networks, evolutionary computation, probabilistic reasoning, and rough sets. We present a comprehensive contemporary review of soft computing techniques for CPS dependability modeling, analysis, and improvement. This paper provides an overview of CPS applications, explores the foundations of dependability engineering, and highlights the potential role of soft computing techniques for CPS dependability with various case studies while also identifying common pitfalls and future directions. In addition, this paper provides a comprehensive survey of the use of various soft computing techniques for making CPS dependable. This paper is timely due to the increasingly central role that CPSs are beginning to play in modern societies and the need to leverage all the relevant methodologies and tools (such as those provided by soft computing) for the development of highly dependable CPS. |
topic |
Cyber-physical-systems soft computing machine learning smart systems communication networks dependability |
url |
https://ieeexplore.ieee.org/document/8727458/ |
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