Skip to main content
Top
Published in: Journal of Intelligent Manufacturing 5/2020

15-10-2019

Formal modeling of cyber-physical resource scheduling in IIoT cloud environments

Authors: Shashi Bhushan Jha, Radu F. Babiceanu, Remzi Seker

Published in: Journal of Intelligent Manufacturing | Issue 5/2020

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In the recent years, the topic of Industrial Internet of Things (IIoT) has attracted a large number of academic researchers and industry practitioners. IIoT connects the actors, and the physical and cyber resources of industrial systems, manufacturing- or service-based, in a cloud-enabled overall data exchange system. This work outlines a formal model for operational scheduling of cyber-physical resources for different scenarios determined by resource and logistics availability and cost. Information exchange of physical work-in-process, resource failures, alternative resource options, order and logistics information, are used to deliver real-time scheduling to IIoT participants. The model is formalized using discrete state-machine diagrams for resource reliability and availability status, and logistics timing purposes. Low-performance solution invariants are generated and validated through functional requirements test case building. The data exchange network between the processing nodes of the IIoT environment is built on a software-defined network foundation. A simulation is then built for a series of work-in-process orders and their required processing operations, several manufacturing enterprises and associated physical logistics, and the cloud IIoT network cyber infrastructure for data and control information sharing. Both the formalized and the simulation models are run in the IIoT cloud and can be accessed by the participating enterprises. The formalized model provides insights on resource repair or replacement options, part transfer decisions, while the simulation model builds on those decisions and runs only validated scenarios anchored in timing- and cost-based constraints.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Literature
go back to reference Abdo, H., Kaouk, M., Flaus, J.-M., & Masse, F. (2018). A safety/security risk analysis approach of industrial control systems: a cyber bowtie—combining new version of attack tree with bowtie analysis. Computers and Security,72, 175–195.CrossRef Abdo, H., Kaouk, M., Flaus, J.-M., & Masse, F. (2018). A safety/security risk analysis approach of industrial control systems: a cyber bowtie—combining new version of attack tree with bowtie analysis. Computers and Security,72, 175–195.CrossRef
go back to reference Ahmed, E., & Rehmani, M. H. (2017). Mobile edge computing: opportunities, solution, and challenges. Future Generation Computing Systems,70, 59–63.CrossRef Ahmed, E., & Rehmani, M. H. (2017). Mobile edge computing: opportunities, solution, and challenges. Future Generation Computing Systems,70, 59–63.CrossRef
go back to reference Ashibani, Y., & Mahmoud, Q. H. (2017). Cyber physical security: analysis, challenges, and solutions. Computers and Security,68, 81–97.CrossRef Ashibani, Y., & Mahmoud, Q. H. (2017). Cyber physical security: analysis, challenges, and solutions. Computers and Security,68, 81–97.CrossRef
go back to reference Babiceanu, R. F., & Seker, R. (2016a). Big data and virtualization for manufacturing cyber-physical systems: a survey of the current status and future outlook. Computers in Industry,81, 128–137.CrossRef Babiceanu, R. F., & Seker, R. (2016a). Big data and virtualization for manufacturing cyber-physical systems: a survey of the current status and future outlook. Computers in Industry,81, 128–137.CrossRef
go back to reference Babiceanu, R. F., & Seker, R. (2016b). Secure and resilient manufacturing operations inspired by software-defined networking. Service orientation in holonic and multi-agent manufacturing (pp. 285–294). Heidelberg: Springer.CrossRef Babiceanu, R. F., & Seker, R. (2016b). Secure and resilient manufacturing operations inspired by software-defined networking. Service orientation in holonic and multi-agent manufacturing (pp. 285–294). Heidelberg: Springer.CrossRef
go back to reference Babiceanu, R. F., & Seker, R. (2017a). Trustworthiness requirements for manufacturing cyber-physical systems. Procedia Manufacturing,11, 973–981.CrossRef Babiceanu, R. F., & Seker, R. (2017a). Trustworthiness requirements for manufacturing cyber-physical systems. Procedia Manufacturing,11, 973–981.CrossRef
go back to reference Babiceanu, R. F., & Seker, R. (2017b). Cybersecurity and resilience modeling for software-defined networks-based manufacturing applications. Service orientation in holonic and multi-agent manufacturing (pp. 167–176). Heidelberg: Springer.CrossRef Babiceanu, R. F., & Seker, R. (2017b). Cybersecurity and resilience modeling for software-defined networks-based manufacturing applications. Service orientation in holonic and multi-agent manufacturing (pp. 167–176). Heidelberg: Springer.CrossRef
go back to reference Babiceanu, R. F., & Seker, R. (2018). Software-defined networking-based models for secure interoperability of manufacturing operations. Service orientation in holonic and multi-agent manufacturing (pp. 243–252). Heidelberg: Springer.CrossRef Babiceanu, R. F., & Seker, R. (2018). Software-defined networking-based models for secure interoperability of manufacturing operations. Service orientation in holonic and multi-agent manufacturing (pp. 243–252). Heidelberg: Springer.CrossRef
go back to reference Babiceanu, R. F., & Seker, R. (2019). Cyber-physical resource scheduling in the context of Industrial internet of things operations. Service orientation in holonic and multi-agent manufacturing (pp. 399–411). Heidelberg: Springer.CrossRef Babiceanu, R. F., & Seker, R. (2019). Cyber-physical resource scheduling in the context of Industrial internet of things operations. Service orientation in holonic and multi-agent manufacturing (pp. 399–411). Heidelberg: Springer.CrossRef
go back to reference Bakker, O. J., Chaplin, J. C., de Silva, L., Felli, P., Sanderson, D., Logan, B., et al. (2017). Toward process control from formal models of transformable manufacturing systems. Procedia CIRP,63, 521–526.CrossRef Bakker, O. J., Chaplin, J. C., de Silva, L., Felli, P., Sanderson, D., Logan, B., et al. (2017). Toward process control from formal models of transformable manufacturing systems. Procedia CIRP,63, 521–526.CrossRef
go back to reference Bal, M., & Hashemipour, M. (2011). Implementation of holonic scheduling and control in flow-line manufacturing systems: die-casting study. Production Planning and Control,22(2), 108–123.CrossRef Bal, M., & Hashemipour, M. (2011). Implementation of holonic scheduling and control in flow-line manufacturing systems: die-casting study. Production Planning and Control,22(2), 108–123.CrossRef
go back to reference Borangiu, T., Trentesaux, D., Thomas, A., Leitao, P., & Barata, J. (2019). Digital transformation of manufacturing through cloud services and resource virtualization. Computers in Industry,108, 150–162.CrossRef Borangiu, T., Trentesaux, D., Thomas, A., Leitao, P., & Barata, J. (2019). Digital transformation of manufacturing through cloud services and resource virtualization. Computers in Industry,108, 150–162.CrossRef
go back to reference Boyes, H., Hallaq, B., Cunningham, J., & Watson, T. (2018). The industrial internet of things (IIoT): an analysis framework. Computers in Industry,101, 1–12.CrossRef Boyes, H., Hallaq, B., Cunningham, J., & Watson, T. (2018). The industrial internet of things (IIoT): an analysis framework. Computers in Industry,101, 1–12.CrossRef
go back to reference Evancich, N., & Li, J. (2016). Attacks on industrial control systems. In E. J. M. Colbert & A. Kott (Eds.), Cyber-security of SCADA and other industrial control systems (pp. 95–110). Cham: Springer.CrossRef Evancich, N., & Li, J. (2016). Attacks on industrial control systems. In E. J. M. Colbert & A. Kott (Eds.), Cyber-security of SCADA and other industrial control systems (pp. 95–110). Cham: Springer.CrossRef
go back to reference Fitzgerald, J., Ingram, C., & Romanovsky, A. (2017). Concepts of dependable cyber-physical systems engineering: model-based approaches. Trustworthy cyber-physical engineering (pp. 1–22). Boca Raton: Taylor & Francis Group. Fitzgerald, J., Ingram, C., & Romanovsky, A. (2017). Concepts of dependable cyber-physical systems engineering: model-based approaches. Trustworthy cyber-physical engineering (pp. 1–22). Boca Raton: Taylor & Francis Group.
go back to reference Hakiri, A., Gokhale, A., Berthou, P., Schmidt, D. C., & Gayraud, T. (2014). Software-defined networking: challenges and research opportunities for future internet. Computer Networks,75, 453–471.CrossRef Hakiri, A., Gokhale, A., Berthou, P., Schmidt, D. C., & Gayraud, T. (2014). Software-defined networking: challenges and research opportunities for future internet. Computer Networks,75, 453–471.CrossRef
go back to reference Hatzivasilis, G., Fysarakis, K., Soultatos, O., Askoxylakis, I., Papaefstathiou, I., & Demetriou, G. (2018). The industrial internet of things as an enabler for a circular economy Hy-LP: a novel IIoT protocol, evaluated on a wind park’s SDN/NFV-enabled 5G industrial network. Computer Communications,119, 127–137.CrossRef Hatzivasilis, G., Fysarakis, K., Soultatos, O., Askoxylakis, I., Papaefstathiou, I., & Demetriou, G. (2018). The industrial internet of things as an enabler for a circular economy Hy-LP: a novel IIoT protocol, evaluated on a wind park’s SDN/NFV-enabled 5G industrial network. Computer Communications,119, 127–137.CrossRef
go back to reference Henry, M. H., Zaret, D. R., Carr, J. R., Gordon, D., & Layer, R. M. (2016). Cyber risk in industrial control systems. In E. J. M. Colbert & A. Kott (Eds.), Cyber-security of SCADA and other industrial control systems (pp. 133–166). Cham: Springer.CrossRef Henry, M. H., Zaret, D. R., Carr, J. R., Gordon, D., & Layer, R. M. (2016). Cyber risk in industrial control systems. In E. J. M. Colbert & A. Kott (Eds.), Cyber-security of SCADA and other industrial control systems (pp. 133–166). Cham: Springer.CrossRef
go back to reference Hofmann, E., & Rusch, M. (2017). Industry 4.0 and the current status as well as future prospects on logistics. Computers in Industry,89, 23–34.CrossRef Hofmann, E., & Rusch, M. (2017). Industry 4.0 and the current status as well as future prospects on logistics. Computers in Industry,89, 23–34.CrossRef
go back to reference Hu, F., Lu, Y., Vasilakos, A. V., Hao, Q., Ma, R., Patil, Y., et al. (2016). Robust cyber-physical systems: concept, models, and implementation. Future Generation Computer Systems,56, 449–475.CrossRef Hu, F., Lu, Y., Vasilakos, A. V., Hao, Q., Ma, R., Patil, Y., et al. (2016). Robust cyber-physical systems: concept, models, and implementation. Future Generation Computer Systems,56, 449–475.CrossRef
go back to reference Jarraya, Y., Madi, T., & Debbabi, M. (2014). A survey and a layered taxonomy of software-defined networking. IEEE Communications Survey and Tutorials,16(4), 1955–1982.CrossRef Jarraya, Y., Madi, T., & Debbabi, M. (2014). A survey and a layered taxonomy of software-defined networking. IEEE Communications Survey and Tutorials,16(4), 1955–1982.CrossRef
go back to reference Jeschke, S., Brecher, C., Meisen, T., Ozdemir, D., & Eschert, T. (2017). Industrial internet of things and cyber manufacturing systems (pp. 3–19). Cham: Springer.CrossRef Jeschke, S., Brecher, C., Meisen, T., Ozdemir, D., & Eschert, T. (2017). Industrial internet of things and cyber manufacturing systems (pp. 3–19). Cham: Springer.CrossRef
go back to reference Kim, D., & Gil, J.-M. (2015). Reliable and fault-tolerant software-defined network operations scheme for remote 3-D printing. Journal of Electronic Materials,44(3), 804–814.CrossRef Kim, D., & Gil, J.-M. (2015). Reliable and fault-tolerant software-defined network operations scheme for remote 3-D printing. Journal of Electronic Materials,44(3), 804–814.CrossRef
go back to reference Kreutz, D., Ramos, F. M. V., Verissiomo, P. E., Rothenberg, C. E., Azodolmolky, S., & Uhlig, S. (2015). Software-defined networking: a comprehensive survey. Proceedings of the IEEE,103(1), 14–75.CrossRef Kreutz, D., Ramos, F. M. V., Verissiomo, P. E., Rothenberg, C. E., Azodolmolky, S., & Uhlig, S. (2015). Software-defined networking: a comprehensive survey. Proceedings of the IEEE,103(1), 14–75.CrossRef
go back to reference Langner, R. (2012). Robust control system network: how to achieve reliable control after Stuxnet. New York: Momentum Press. Langner, R. (2012). Robust control system network: how to achieve reliable control after Stuxnet. New York: Momentum Press.
go back to reference Liu, X. F., Shahriar, M. R., Al Sunny, S. M. N., Leu, M. C., & Hu, L. (2017). Cyber-physical manufacturing cloud: architecture, virtualization, communication, and testbed. Journal of Manufacturing Systems,43, 352–364.CrossRef Liu, X. F., Shahriar, M. R., Al Sunny, S. M. N., Leu, M. C., & Hu, L. (2017). Cyber-physical manufacturing cloud: architecture, virtualization, communication, and testbed. Journal of Manufacturing Systems,43, 352–364.CrossRef
go back to reference Macaulay, T., & Singer, B. (2012). Cybersecurity for industrial control systems: SCADA, DCS, PLC, HMI, and SIS. Boca Raton: Taylor & Francis Group. Macaulay, T., & Singer, B. (2012). Cybersecurity for industrial control systems: SCADA, DCS, PLC, HMI, and SIS. Boca Raton: Taylor & Francis Group.
go back to reference Morariu, O., Morariu, C., & Borangiu, T. (2014). Resource, service, and product: real-time Monitoring solution for service oriented holonic manufacturing systems. Service orientation in holonic and multi-agent manufacturing and robotics (pp. 47–62). Heidelberg: Springer.CrossRef Morariu, O., Morariu, C., & Borangiu, T. (2014). Resource, service, and product: real-time Monitoring solution for service oriented holonic manufacturing systems. Service orientation in holonic and multi-agent manufacturing and robotics (pp. 47–62). Heidelberg: Springer.CrossRef
go back to reference Morgan, J., & O’Donnell, G. E. (2018). Cyber physical process monitoring systems. Journal of Intelligent Manufacturing,29(6), 1317–1328.CrossRef Morgan, J., & O’Donnell, G. E. (2018). Cyber physical process monitoring systems. Journal of Intelligent Manufacturing,29(6), 1317–1328.CrossRef
go back to reference Morreale, P. A., & Anderson, J. M. (2015). Software defined networking design and deployment. Boca Raton: Taylor & Francis Group. Morreale, P. A., & Anderson, J. M. (2015). Software defined networking design and deployment. Boca Raton: Taylor & Francis Group.
go back to reference O’Donovan, P., Gallagher, C., Bruton, K., & O’Sullivan, D. T. J. (2018). A fog computing industrial cyber-physical system for embedded low-latency machine learning Industry 4.0 applications. Manufacturing Letters,15(B), 139–142.CrossRef O’Donovan, P., Gallagher, C., Bruton, K., & O’Sullivan, D. T. J. (2018). A fog computing industrial cyber-physical system for embedded low-latency machine learning Industry 4.0 applications. Manufacturing Letters,15(B), 139–142.CrossRef
go back to reference Penas, O., Plateaux, R., Patalano, S., & Hammadi, M. (2017). Multi-scale approach from mechatronic to cyber-physical systems for the design of manufacturing systems. Computers in Industry,86, 52–69.CrossRef Penas, O., Plateaux, R., Patalano, S., & Hammadi, M. (2017). Multi-scale approach from mechatronic to cyber-physical systems for the design of manufacturing systems. Computers in Industry,86, 52–69.CrossRef
go back to reference Sampigethaya, K., & Poovendran, R. (2013). Aviation cyber-physical systems: foundations for future aircraft and air transport. Proceedings of the IEEE,101(8), 1834–1855.CrossRef Sampigethaya, K., & Poovendran, R. (2013). Aviation cyber-physical systems: foundations for future aircraft and air transport. Proceedings of the IEEE,101(8), 1834–1855.CrossRef
go back to reference Schilberg, D., Hoffmann, M., Schmitz, S., & Meisen, T. (2017). Interoperability in smart automation of cyber physical systems. In S. Jeschke, C. Brecher, H. Song, & D. B. Rawat (Eds.), Industrial internet of things cybermanufacturing systems (pp. 261–386). Cham: Springer.CrossRef Schilberg, D., Hoffmann, M., Schmitz, S., & Meisen, T. (2017). Interoperability in smart automation of cyber physical systems. In S. Jeschke, C. Brecher, H. Song, & D. B. Rawat (Eds.), Industrial internet of things cybermanufacturing systems (pp. 261–386). Cham: Springer.CrossRef
go back to reference Schmidt, R., Permin, E., Kerkhoff, J., Plutz, M., & Bockmann, M. G. (2017). Enhancing resiliency in production facilities through cyber physical systems. In S. Jeschke, C. Brecher, H. Song, & D. B. Rawat (Eds.), Industrial internet of things cyber manufacturing systems (pp. 287–313). Cham: Springer.CrossRef Schmidt, R., Permin, E., Kerkhoff, J., Plutz, M., & Bockmann, M. G. (2017). Enhancing resiliency in production facilities through cyber physical systems. In S. Jeschke, C. Brecher, H. Song, & D. B. Rawat (Eds.), Industrial internet of things cyber manufacturing systems (pp. 287–313). Cham: Springer.CrossRef
go back to reference Sood, S. K., & Singh, K. D. (2019). SNA based resource optimization in optical network using fog and cloud computing. Optical Switching and Networking,33, 114–121.CrossRef Sood, S. K., & Singh, K. D. (2019). SNA based resource optimization in optical network using fog and cloud computing. Optical Switching and Networking,33, 114–121.CrossRef
go back to reference Sullivan, D., Luiijf, E., & Colbert, E. J. M. (2016). Components of industrial control systems. In E. Colbert & A. Kott (Eds.), Cyber-security of SCADA and other industrial control systems (pp. 15–28). Cham: Springer.CrossRef Sullivan, D., Luiijf, E., & Colbert, E. J. M. (2016). Components of industrial control systems. In E. Colbert & A. Kott (Eds.), Cyber-security of SCADA and other industrial control systems (pp. 15–28). Cham: Springer.CrossRef
go back to reference Talhi, A., Fortineau, V., Huet, J.-C., & Lamouri, S. (2019). Ontology for cloud manufacturing based product lifecycle management. Journal of Intelligent Manufacturing,30(5), 2171–2192.CrossRef Talhi, A., Fortineau, V., Huet, J.-C., & Lamouri, S. (2019). Ontology for cloud manufacturing based product lifecycle management. Journal of Intelligent Manufacturing,30(5), 2171–2192.CrossRef
go back to reference Thames, L., & Schaefer, D. (2016). Software-defined cloud manufacturing for industry 4.0. Procedia CIRP,52, 12–17.CrossRef Thames, L., & Schaefer, D. (2016). Software-defined cloud manufacturing for industry 4.0. Procedia CIRP,52, 12–17.CrossRef
go back to reference Thomas, A., Borangiu, T., & Trentesaux, D. (2017). Holonic and multi-agent technologies for service and computing oriented manufacturing. Journal of Intelligent Manufacturing,28(7), 1501–1502.CrossRef Thomas, A., Borangiu, T., & Trentesaux, D. (2017). Holonic and multi-agent technologies for service and computing oriented manufacturing. Journal of Intelligent Manufacturing,28(7), 1501–1502.CrossRef
go back to reference Vogl, G. W., Weiss, B. A., & Helu, M. (2019). A review of diagnostic and prognostic capabilities and best practices for manufacturing. Journal of Intelligent Manufacturing,30(1), 79–95.CrossRef Vogl, G. W., Weiss, B. A., & Helu, M. (2019). A review of diagnostic and prognostic capabilities and best practices for manufacturing. Journal of Intelligent Manufacturing,30(1), 79–95.CrossRef
go back to reference Wan, J., Tang, S., Shu, Z., Li, D., Wang, S., Imran, M., et al. (2016). Software-defined industrial internet of things in the context of industry 4.0. IEEE Systems Journal,16(20), 7373–7380. Wan, J., Tang, S., Shu, Z., Li, D., Wang, S., Imran, M., et al. (2016). Software-defined industrial internet of things in the context of industry 4.0. IEEE Systems Journal,16(20), 7373–7380.
go back to reference Witkowski, K. (2017). Internet of things, big data, industry 4.0—innovative solutions in logistics and supply chain management. Procedia Manufacturing,182, 763–769. Witkowski, K. (2017). Internet of things, big data, industry 4.0—innovative solutions in logistics and supply chain management. Procedia Manufacturing,182, 763–769.
go back to reference Wu, D., Liu, S., Zhang, L., Terpenny, J., Gao, R. X., Kurfess, T., et al. (2017). A fog computing-based framework for process monitoring and prognosis in cyber-manufacturing. Journal of Manufacturing Systems,43, 25–34.CrossRef Wu, D., Liu, S., Zhang, L., Terpenny, J., Gao, R. X., Kurfess, T., et al. (2017). A fog computing-based framework for process monitoring and prognosis in cyber-manufacturing. Journal of Manufacturing Systems,43, 25–34.CrossRef
go back to reference Wu, D., Rosen, D. W., Wang, L., & Schaefer, D. (2015). Cloud-based design and manufacturing: a new paradigm in digital manufacturing and design innovation. Computer Aided Design,59, 1–14.CrossRef Wu, D., Rosen, D. W., Wang, L., & Schaefer, D. (2015). Cloud-based design and manufacturing: a new paradigm in digital manufacturing and design innovation. Computer Aided Design,59, 1–14.CrossRef
go back to reference Zhang, J., Ding, G., Zou, Y., Qin, S., & Fu, J. (2017). Review of job scheduling research and its perspectives under Industry 4.0. Journal of Intelligent Manufacturing,30(4), 1809–1830.CrossRef Zhang, J., Ding, G., Zou, Y., Qin, S., & Fu, J. (2017). Review of job scheduling research and its perspectives under Industry 4.0. Journal of Intelligent Manufacturing,30(4), 1809–1830.CrossRef
Metadata
Title
Formal modeling of cyber-physical resource scheduling in IIoT cloud environments
Authors
Shashi Bhushan Jha
Radu F. Babiceanu
Remzi Seker
Publication date
15-10-2019
Publisher
Springer US
Published in
Journal of Intelligent Manufacturing / Issue 5/2020
Print ISSN: 0956-5515
Electronic ISSN: 1572-8145
DOI
https://doi.org/10.1007/s10845-019-01503-x

Other articles of this Issue 5/2020

Journal of Intelligent Manufacturing 5/2020 Go to the issue

Premium Partners