Performance Evaluation of Industrial Internet of Things Services in Devices of Cloud-Fog-Dew-Things Computing]
Resumo
A large amount of data, called the big data, generated by the devices that are part of the Industrial Internet of Things (IIoT), is expected for years to come. This scenario creates challenges for sending, processing, and storing all data centrally in the cloud. Recent work proposes to decentralize the processing and storage of data to nearby devices to solve these challenges. This paradigm, called dew computing, gained attention in the academy, being developed and evaluated in several areas of application. However, no study has evaluated dew computing in the IIoT environment in practice. To fill this gap, we developed a proof of concept for IIoT to assess aspects of processing and communication between cloud, fog, dew, and IIoT devices. The results of this evaluation showed that dew and IIoT devices could cooperate in the decentralization of cloud computing and help reduce the negatives impact of big data.
Palavras-chave:
Evaluation, IIoT, Cloud, Fog, Dew
Referências
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M. O. Alabi "Big data 3d printing technology and industry of the future" International Journal of Big Data and Analytics in Healthcare (IJBDAH) vol. 2 no. 2 pp. 1-20 2017.
A. Al-Abassi H. Karimipour H. HaddadPajouh A. Dehghantanha and R. M. Parizi "Industrial big data analytics: challenges and opportunities" in Handbook of Big Data Privacy Springer pp. 37-61 2020.
J. Butt "A strategic roadmap for the manufacturing industry to implement industry 4.0" Designs vol. 4 no. 2 pp. 11 2020.
R. Basir S. Qaisar M. Ali M. Aldwairi M. I. Ashraf A. Mahmood et al. "Fog computing enabling industrial internet of things: State-of-the-art and research challenges" Sensors vol. 19 no. 21 pp. 4807 2019.
C. Ballas M. Marsden D. Zhang N. E. O'Connor and S. Little Performance of video processing at the edge for crowd-monitoring applications 2018.
P. P. Ray "An introduction to dew computing: Definition concept and implications" IEEE Access vol. 6 pp. 723-737 2018.
G. V. Research Industrial internet of things (iiot) market size share trends analysis report by component by end use (manufacturing energy power oil gas healthcare logistics transport agriculture) and segment forecasts 2019–2025 2019.
E. Oztemel and S. Gursev "Literature review of industry 4.0 and related technologies" Journal of Intelligent Manufacturing pp. 1-56 2018.
M. Khan X. Wu X. Xu and W. Dou "Big data challenges and opportunities in the hype of industry 4.0" 2017 IEEE International Conference on Communications (ICC) pp. 1-6 2017.
M. Chen S. Mao and Y. Liu "Big data: A survey" Mobile networks and applications vol. 19 no. 2 pp. 171-209 2014.
M. H. ur Rehman I. Yaqoob K. Salah M. Imran P. P. Jayaraman and C. Perera "The role of big data analytics in industrial internet of things" Future Generation Computer Systems 2019.
Z. Pang M. Luvisotto and D. Dzung "Wireless high-performance communications: The challenges and opportunities of a new target" IEEE Industrial Electronics Magazine vol. 11 no. 3 pp. 20-25 2017.
Y. Wang "Cloud-dew architecture" International Journal of Cloud Computing vol. 4 no. 3 pp. 199-210 2015.
Y. Wang and Y. Pan "Cloud-dew architecture: realizing the potential of distributed database systems in unreliable networks" Proceedings of International Conference on Parallel and Distributed Processing Techniques and Applications pp. 85-89 Jul. 2015.
Y. Wang "The relationships among cloud computing fog computing and dew computing" Dew Computing Research 2015.
S. Ristov K. Cvetkov and M. Gusev "Implementation of a horizontal scalable balancer for dew computing services" Scalable Computing: Practice and Experience vol. 17 no. 2 pp. 79-90 2016.
Y. Wang "Definition and categorization of dew computing" Open Journal of Cloud Computing vol. 3 no. 1 pp. 1-7 2016.
B. Kitchenham "Procedures for performing systematic reviews" Keele United Kingdom Keele University vol. 33 no. 2004 pp. 1-26 2004.
A. Rajakaruna A. Manzoor P. Porambage M. Liyanage M. Ylianttila and A. Gurtov Lightweight dew computing paradigm to manage heterogeneous wireless sensor networks with uavs 2018.
H. Noguchi T. Demizu M. Kataoka and Y. Yamato "Distributed search architecture for object tracking in the internet of things" IEEE Access vol. 6 pp. 60152-60159 2018.
G. Oparin V. Bogdanova S. Gorsky and A. Pashinin "Service-oriented application for parallel solving the parametric synthesis feedback problem of controlled dynamic systems" Proceedings of International Convention on Information and Communication Technology Electronics and Microelectronics pp. 353-358 2017.
P. Brezany T. Ludescher and T. Feilhauer "Cloud-dew computing support for automatic data analysis in life sciences" Proceedings of International Convention on Information and Communication Technology Electronics and Microelectronics pp. 365-370 2017.
P. P. Ray D. Dash and D. De "Internet of things-based real-time model study on e-healthcare: Device message service and dew computing" Computer Networks vol. 149 pp. 226-239 2019.
F. A. Khan A. Rahman M. Alharbi and Y. K. Qawqzeh "Awareness and willingness to use phr: a roadmap towards cloud-dew architecture based phr framework" Multimedia Tools and Applications pp. 1-15 2018.
Y. Gordienko S. Stirenko O. Alienin K. Skala Z. Sojat A. Rojbi J. L. Benito E. A. González U. Lushchyk L. Sajn et al. "Augmented coaching ecosystem for non-obtrusive adaptive personalized elderly care on the basis of cloud-fog-dew computing paradigm" Proceedings of International Convention on Information and Communication Technology Electronics and Microelectronics pp. 359-364 2017.
M. Gusev "A dew computing solution for iot streaming devices" International Convention on Information and Communication Technology Electronics and Microelectronics pp. 387-392 2017.
C. T. B. Garrocho and R. A. R. Oliveira "Counting time in drops: views on the role and importance of smartwatches in dew computing" Wireless Networks pp. 1-19 2019.
M. Gushev "Dew computing architecture for cyber-physical systems and iot" Internet of Things 2020.
G. Kanagachidambaresan R. Anand E. Balasubramanian and V. Mahima Internet of Things for Industry 4.0 Springer 2020.
Z. Sojat and K. Skala "Views on the role and importance of dew computing in the service and control technology" 2016 39th International Convention on Information and Communication Technology Electronics and Microelectronics (MIPRO) pp. 164-168 2016.
C. T. Garrocho M. J. da Silva and R. A. Oliveira "D2d pervasive communication system with out-of-band control autonomous to 5g networks" Wireless Networks vol. 26 no. 1 pp. 373-386 2020.
X. Li D. Li J. Wan A. V. Vasilakos C.-F. Lai and S. Wang "A review of industrial wireless networks in the context of industry 4.0" Wireless networks vol. 23 no. 1 pp. 23-41 2017.
B. N. Silva M. Khan and K. Han "Internet of things: A comprehensive review of enabling technologies architecture and challenges" IETE Technical Review vol. 35 no. 2 pp. 205-220 2018.
M. Fomichev F. Alvarez D. Steinmetzer P. Gardner-Stephen and M. Hollick "Survey and systematization of secure device pairing" IEEE Communications Surveys & Tutorials vol. 20 no. 1 pp. 517-550 2017.
S. Vitturi C. Zunino and T. Sauter "Industrial communication systems and their future challenges: next-generation ethernet iiot and 5g" Proceedings of the IEEE vol. 107 no. 6 pp. 944-961 2019.
M. Perez-Lara J. A. Saucedo-Martinez J. A. Marmolejo-Saucedo T. E. Salais-Fierro and P. Vasant "Vertical and horizontal integration systems in industry 4.0" Wireless Networks pp. 1-9 2018.
T. Alladi V. Chamola R. M. Parizi and K. R. Choo "Blockchain applications for industry 4.0 and industrial iot: A review" IEEE Access vol. 7 pp. 176935-176951 2019.
C. T. B. Garrocho C. M. S. Ferreira A. Junior C. F. Cavalcanti and R. R. Oliveira "Industry 4.0: Smart contract-based industrial internet of things process management" Anais Estendidos do IX Simposio Brasileiro de Engenharia de Sistemas Computacionais pp. 137-142 2019.
C. T. B. Garrocho M. C. Silva C. M. S. Ferreira C. F. M. da Cunha Cavalcanti and R. A. R. Oliveira "Real-time systems implications in the blockchain-based vertical integration of industry 4.0" Computer vol. 53 no. 9 pp. 46-55 2020.
E. Sisinni A. Saifullah S. Han U. Jennehag and M. Gidlund "Indus-trial internet of things: Challenges opportunities and directions" IEEE Transactions on Industrial Informatics vol. 14 no. 11 pp. 4724-4734 2018.
M. Weiser "The computer for the 21 st century" Scientific american vol. 265 no. 3 pp. 94-105 1991.
M. O. Alabi "Big data 3d printing technology and industry of the future" International Journal of Big Data and Analytics in Healthcare (IJBDAH) vol. 2 no. 2 pp. 1-20 2017.
A. Al-Abassi H. Karimipour H. HaddadPajouh A. Dehghantanha and R. M. Parizi "Industrial big data analytics: challenges and opportunities" in Handbook of Big Data Privacy Springer pp. 37-61 2020.
J. Butt "A strategic roadmap for the manufacturing industry to implement industry 4.0" Designs vol. 4 no. 2 pp. 11 2020.
R. Basir S. Qaisar M. Ali M. Aldwairi M. I. Ashraf A. Mahmood et al. "Fog computing enabling industrial internet of things: State-of-the-art and research challenges" Sensors vol. 19 no. 21 pp. 4807 2019.
C. Ballas M. Marsden D. Zhang N. E. O'Connor and S. Little Performance of video processing at the edge for crowd-monitoring applications 2018.
P. P. Ray "An introduction to dew computing: Definition concept and implications" IEEE Access vol. 6 pp. 723-737 2018.
G. V. Research Industrial internet of things (iiot) market size share trends analysis report by component by end use (manufacturing energy power oil gas healthcare logistics transport agriculture) and segment forecasts 2019–2025 2019.
E. Oztemel and S. Gursev "Literature review of industry 4.0 and related technologies" Journal of Intelligent Manufacturing pp. 1-56 2018.
M. Khan X. Wu X. Xu and W. Dou "Big data challenges and opportunities in the hype of industry 4.0" 2017 IEEE International Conference on Communications (ICC) pp. 1-6 2017.
M. Chen S. Mao and Y. Liu "Big data: A survey" Mobile networks and applications vol. 19 no. 2 pp. 171-209 2014.
M. H. ur Rehman I. Yaqoob K. Salah M. Imran P. P. Jayaraman and C. Perera "The role of big data analytics in industrial internet of things" Future Generation Computer Systems 2019.
Z. Pang M. Luvisotto and D. Dzung "Wireless high-performance communications: The challenges and opportunities of a new target" IEEE Industrial Electronics Magazine vol. 11 no. 3 pp. 20-25 2017.
Y. Wang "Cloud-dew architecture" International Journal of Cloud Computing vol. 4 no. 3 pp. 199-210 2015.
Y. Wang and Y. Pan "Cloud-dew architecture: realizing the potential of distributed database systems in unreliable networks" Proceedings of International Conference on Parallel and Distributed Processing Techniques and Applications pp. 85-89 Jul. 2015.
Y. Wang "The relationships among cloud computing fog computing and dew computing" Dew Computing Research 2015.
S. Ristov K. Cvetkov and M. Gusev "Implementation of a horizontal scalable balancer for dew computing services" Scalable Computing: Practice and Experience vol. 17 no. 2 pp. 79-90 2016.
Y. Wang "Definition and categorization of dew computing" Open Journal of Cloud Computing vol. 3 no. 1 pp. 1-7 2016.
B. Kitchenham "Procedures for performing systematic reviews" Keele United Kingdom Keele University vol. 33 no. 2004 pp. 1-26 2004.
A. Rajakaruna A. Manzoor P. Porambage M. Liyanage M. Ylianttila and A. Gurtov Lightweight dew computing paradigm to manage heterogeneous wireless sensor networks with uavs 2018.
H. Noguchi T. Demizu M. Kataoka and Y. Yamato "Distributed search architecture for object tracking in the internet of things" IEEE Access vol. 6 pp. 60152-60159 2018.
G. Oparin V. Bogdanova S. Gorsky and A. Pashinin "Service-oriented application for parallel solving the parametric synthesis feedback problem of controlled dynamic systems" Proceedings of International Convention on Information and Communication Technology Electronics and Microelectronics pp. 353-358 2017.
P. Brezany T. Ludescher and T. Feilhauer "Cloud-dew computing support for automatic data analysis in life sciences" Proceedings of International Convention on Information and Communication Technology Electronics and Microelectronics pp. 365-370 2017.
P. P. Ray D. Dash and D. De "Internet of things-based real-time model study on e-healthcare: Device message service and dew computing" Computer Networks vol. 149 pp. 226-239 2019.
F. A. Khan A. Rahman M. Alharbi and Y. K. Qawqzeh "Awareness and willingness to use phr: a roadmap towards cloud-dew architecture based phr framework" Multimedia Tools and Applications pp. 1-15 2018.
Y. Gordienko S. Stirenko O. Alienin K. Skala Z. Sojat A. Rojbi J. L. Benito E. A. González U. Lushchyk L. Sajn et al. "Augmented coaching ecosystem for non-obtrusive adaptive personalized elderly care on the basis of cloud-fog-dew computing paradigm" Proceedings of International Convention on Information and Communication Technology Electronics and Microelectronics pp. 359-364 2017.
M. Gusev "A dew computing solution for iot streaming devices" International Convention on Information and Communication Technology Electronics and Microelectronics pp. 387-392 2017.
C. T. B. Garrocho and R. A. R. Oliveira "Counting time in drops: views on the role and importance of smartwatches in dew computing" Wireless Networks pp. 1-19 2019.
M. Gushev "Dew computing architecture for cyber-physical systems and iot" Internet of Things 2020.
G. Kanagachidambaresan R. Anand E. Balasubramanian and V. Mahima Internet of Things for Industry 4.0 Springer 2020.
Z. Sojat and K. Skala "Views on the role and importance of dew computing in the service and control technology" 2016 39th International Convention on Information and Communication Technology Electronics and Microelectronics (MIPRO) pp. 164-168 2016.
C. T. Garrocho M. J. da Silva and R. A. Oliveira "D2d pervasive communication system with out-of-band control autonomous to 5g networks" Wireless Networks vol. 26 no. 1 pp. 373-386 2020.
X. Li D. Li J. Wan A. V. Vasilakos C.-F. Lai and S. Wang "A review of industrial wireless networks in the context of industry 4.0" Wireless networks vol. 23 no. 1 pp. 23-41 2017.
B. N. Silva M. Khan and K. Han "Internet of things: A comprehensive review of enabling technologies architecture and challenges" IETE Technical Review vol. 35 no. 2 pp. 205-220 2018.
M. Fomichev F. Alvarez D. Steinmetzer P. Gardner-Stephen and M. Hollick "Survey and systematization of secure device pairing" IEEE Communications Surveys & Tutorials vol. 20 no. 1 pp. 517-550 2017.
S. Vitturi C. Zunino and T. Sauter "Industrial communication systems and their future challenges: next-generation ethernet iiot and 5g" Proceedings of the IEEE vol. 107 no. 6 pp. 944-961 2019.
M. Perez-Lara J. A. Saucedo-Martinez J. A. Marmolejo-Saucedo T. E. Salais-Fierro and P. Vasant "Vertical and horizontal integration systems in industry 4.0" Wireless Networks pp. 1-9 2018.
T. Alladi V. Chamola R. M. Parizi and K. R. Choo "Blockchain applications for industry 4.0 and industrial iot: A review" IEEE Access vol. 7 pp. 176935-176951 2019.
C. T. B. Garrocho C. M. S. Ferreira A. Junior C. F. Cavalcanti and R. R. Oliveira "Industry 4.0: Smart contract-based industrial internet of things process management" Anais Estendidos do IX Simposio Brasileiro de Engenharia de Sistemas Computacionais pp. 137-142 2019.
C. T. B. Garrocho M. C. Silva C. M. S. Ferreira C. F. M. da Cunha Cavalcanti and R. A. R. Oliveira "Real-time systems implications in the blockchain-based vertical integration of industry 4.0" Computer vol. 53 no. 9 pp. 46-55 2020.
E. Sisinni A. Saifullah S. Han U. Jennehag and M. Gidlund "Indus-trial internet of things: Challenges opportunities and directions" IEEE Transactions on Industrial Informatics vol. 14 no. 11 pp. 4724-4734 2018.
M. Weiser "The computer for the 21 st century" Scientific american vol. 265 no. 3 pp. 94-105 1991.
Publicado
23/11/2020
Como Citar
GARROCHO, Charles; CAVALCANTI, Carlos Frederico; OLIVEIRA, Ricardo Augusto.
Performance Evaluation of Industrial Internet of Things Services in Devices of Cloud-Fog-Dew-Things Computing]. In: SIMPÓSIO BRASILEIRO DE ENGENHARIA DE SISTEMAS COMPUTACIONAIS (SBESC), 10. , 2020, Evento Online.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2020
.
p. 119-126.
ISSN 2237-5430.
