Skip to main content
Erschienen in: Neural Computing and Applications 17/2023

11.02.2021 | S.I. : New Trends of Neural Computing for Advanced Applications

A novel framework for message dissemination with consideration of destination prediction in VFC

verfasst von: Bingyi Liu, Ze Wang, Jing Qin, Yi Jiang, Xinhai Chen, Enshu Wang, Shengwu Xiong

Erschienen in: Neural Computing and Applications | Ausgabe 17/2023

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The rapid development of intelligent transportation systems (ITS) and the emergency of ever-growing vehicular applications pose significant challenges to the underlying communication system. Without the support of powerful communication, many vehicular services will just stay in conceptual phase and cannot be put into practice. Recently, vehicular fog computing (VFC) is introduced as a promising solution to provide low-latency services on roads, which utilizes enormous vehicles on roads as communication and computation resources and extends cloud computing service to an edge network. On the other hand, the publish/subscribe (pub/sub) paradigm provides a loosely coupled and scalable communication which can facilitate flexible and dynamic vehicular network services. Motivated by the merits of these two research fields, in this paper, we propose a novel joint design of pub/sub-communication model based on VFC architecture, which employs fog nodes as the data platform for messages aggregation. Specifically, we describe a method to predict the vehicle’s destination and construct a stable VFC on roads. Then, a message dissemination approach is designed based on our communication model. Finally, the experimental results confirm the efficiency of our proposed scheme in real-world urban scenarios.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • 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!

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!

Literatur
1.
Zurück zum Zitat Ang L, Seng KP, Ijemaru G, Zungeru AM (2019) Deployment of iov for smart cities: applications, architecture, and challenges. IEEE Access 7:6473–6492CrossRef Ang L, Seng KP, Ijemaru G, Zungeru AM (2019) Deployment of iov for smart cities: applications, architecture, and challenges. IEEE Access 7:6473–6492CrossRef
2.
Zurück zum Zitat Bitam S, Mellouk A, Zeadally S (2015) Vanet-cloud: a generic cloud computing model for vehicular ad hoc networks. IEEE Wirel Commun 22(1):96–102CrossRef Bitam S, Mellouk A, Zeadally S (2015) Vanet-cloud: a generic cloud computing model for vehicular ad hoc networks. IEEE Wirel Commun 22(1):96–102CrossRef
3.
Zurück zum Zitat Cao Y, Wang N, Kamel G, Kim YJ (2017) An electric vehicle charging management scheme based on publish/subscribe communication framework. IEEE Syst J 11(3):1822–1835CrossRef Cao Y, Wang N, Kamel G, Kim YJ (2017) An electric vehicle charging management scheme based on publish/subscribe communication framework. IEEE Syst J 11(3):1822–1835CrossRef
4.
Zurück zum Zitat Chun S, Shin S, Seo S, Eom S, Jung J, Lee K (2016) A pub/sub-based fog computing architecture for internet-of-vehicles. In: 2016 IEEE international conference on cloud computing technology and science (CloudCom), pp. 90–93 Chun S, Shin S, Seo S, Eom S, Jung J, Lee K (2016) A pub/sub-based fog computing architecture for internet-of-vehicles. In: 2016 IEEE international conference on cloud computing technology and science (CloudCom), pp. 90–93
5.
Zurück zum Zitat Fernando N, Loke SW, Rahayu JW (2013) Mobile cloud computing: a survey. Future Gener Comput Syst 29(1):84–106CrossRef Fernando N, Loke SW, Rahayu JW (2013) Mobile cloud computing: a survey. Future Gener Comput Syst 29(1):84–106CrossRef
6.
Zurück zum Zitat Hasenburg J, Stanek F, Tschorsch F, Bermbach D (2020) Managing latency and excess data dissemination in fog-based publish/subscribe systems. In: 2020 IEEE international conference on fog computing (ICFC), pp 9–16 Hasenburg J, Stanek F, Tschorsch F, Bermbach D (2020) Managing latency and excess data dissemination in fog-based publish/subscribe systems. In: 2020 IEEE international conference on fog computing (ICFC), pp 9–16
7.
Zurück zum Zitat Li Y, Zhang W, Zhu R, Li G, Ma M, Shu L, Luo C (2019) Fog-based pub/sub index with boolean expressions in the internet of industrial vehicles. IEEE Trans Ind Inform 15(3):1629–1642CrossRef Li Y, Zhang W, Zhu R, Li G, Ma M, Shu L, Luo C (2019) Fog-based pub/sub index with boolean expressions in the internet of industrial vehicles. IEEE Trans Ind Inform 15(3):1629–1642CrossRef
8.
Zurück zum Zitat Liu B, Jia D, Lu K, Chen H, Yang R, Wang J, Barnard Y, Wu L (2017) Infrastructure-assisted message dissemination for supporting heterogeneous driving patterns. IEEE Trans Intell Transp Syst 18(10):2865–2876CrossRef Liu B, Jia D, Lu K, Chen H, Yang R, Wang J, Barnard Y, Wu L (2017) Infrastructure-assisted message dissemination for supporting heterogeneous driving patterns. IEEE Trans Intell Transp Syst 18(10):2865–2876CrossRef
9.
Zurück zum Zitat Liu B, Jia D, Wang J, Lu K, Wu L (2017) Cloud-assisted safety message dissemination in vanet-cellular heterogeneous wireless network. IEEE Syst J 11(1):128–139CrossRef Liu B, Jia D, Wang J, Lu K, Wu L (2017) Cloud-assisted safety message dissemination in vanet-cellular heterogeneous wireless network. IEEE Syst J 11(1):128–139CrossRef
10.
Zurück zum Zitat Liu C, Liu K, Guo S, Xie R, Lee VC, Son SH (2020) Adaptive offloading for time-critical tasks in heterogeneous internet of vehicles. IEEE Internet Things J 7(9):7999–8011CrossRef Liu C, Liu K, Guo S, Xie R, Lee VC, Son SH (2020) Adaptive offloading for time-critical tasks in heterogeneous internet of vehicles. IEEE Internet Things J 7(9):7999–8011CrossRef
11.
Zurück zum Zitat Liu K, Ng JKY, Lee VCS, Son SH, Stojmenovic I (2016) Cooperative data scheduling in hybrid vehicular ad hoc networks: Vanet as a software defined network. IEEE/ACM Trans Netw 24(3):1759–1773CrossRef Liu K, Ng JKY, Lee VCS, Son SH, Stojmenovic I (2016) Cooperative data scheduling in hybrid vehicular ad hoc networks: Vanet as a software defined network. IEEE/ACM Trans Netw 24(3):1759–1773CrossRef
13.
Zurück zum Zitat Liu K, Xu X, Chen M, Liu B, Wu L, Lee VCS (2019) A hierarchical architecture for the future internet of vehicles. IEEE Commun Mag 57(7):41–47CrossRef Liu K, Xu X, Chen M, Liu B, Wu L, Lee VCS (2019) A hierarchical architecture for the future internet of vehicles. IEEE Commun Mag 57(7):41–47CrossRef
14.
Zurück zum Zitat Minh QT, Tran CM, Le TA, Nguyen BT, Tran TM, Balan RK (2018) Fogfly: a traffic light optimization solution based on fog computing. In: Proceedings of the 2018 ACM international joint conference and 2018 international symposium on pervasive and ubiquitous computing and wearable computers, UbiComp/ISWC 2018 Adjunct, Singapore, October 08–12, 2018, pp 1130–1139 Minh QT, Tran CM, Le TA, Nguyen BT, Tran TM, Balan RK (2018) Fogfly: a traffic light optimization solution based on fog computing. In: Proceedings of the 2018 ACM international joint conference and 2018 international symposium on pervasive and ubiquitous computing and wearable computers, UbiComp/ISWC 2018 Adjunct, Singapore, October 08–12, 2018, pp 1130–1139
15.
Zurück zum Zitat Ning Z, Huang J, Wang X (2019) Vehicular fog computing: enabling real-time traffic management for smart cities. IEEE Wirel Commun 26(1):87–93CrossRef Ning Z, Huang J, Wang X (2019) Vehicular fog computing: enabling real-time traffic management for smart cities. IEEE Wirel Commun 26(1):87–93CrossRef
16.
Zurück zum Zitat Paranjothi A, Tanik U, Wang Y, Khan MS (2019) Hybrid-vehfog: a robust approach for reliable dissemination of critical messages in connected vehicles. Trans Emerg Telecommun Technol 30(6):e3595 Paranjothi A, Tanik U, Wang Y, Khan MS (2019) Hybrid-vehfog: a robust approach for reliable dissemination of critical messages in connected vehicles. Trans Emerg Telecommun Technol 30(6):e3595
17.
Zurück zum Zitat Patra S, Manzoni P, Calafate T, Zamora CW, Cano JC (2019) Leveraging a publish/subscribe fog system to provide collision warnings in vehicular networks. Sensors 19(18):3852CrossRef Patra S, Manzoni P, Calafate T, Zamora CW, Cano JC (2019) Leveraging a publish/subscribe fog system to provide collision warnings in vehicular networks. Sensors 19(18):3852CrossRef
18.
Zurück zum Zitat Rahman SA, Mourad A, Barachi ME, Orabi WA (2018) A novel on-demand vehicular sensing framework for traffic condition monitoring. Veh Commun 12:165–178 Rahman SA, Mourad A, Barachi ME, Orabi WA (2018) A novel on-demand vehicular sensing framework for traffic condition monitoring. Veh Commun 12:165–178
19.
Zurück zum Zitat Rocha Filho GP, Meneguette RI, Neto JRT, Valejo A, Weigang L, Ueyama J, Pessin G, Villas LA (2020) Enhancing intelligence in traffic management systems to aid in vehicle traffic congestion problems in smart cities. Ad Hoc Netw 107:102265CrossRef Rocha Filho GP, Meneguette RI, Neto JRT, Valejo A, Weigang L, Ueyama J, Pessin G, Villas LA (2020) Enhancing intelligence in traffic management systems to aid in vehicle traffic congestion problems in smart cities. Ad Hoc Netw 107:102265CrossRef
20.
Zurück zum Zitat Silva A, Reza KMN, Oliveira A (2019) Improvement and performance evaluation of gpsr-based routing techniques for vehicular ad hoc networks. IEEE Access 7:21722–21733CrossRef Silva A, Reza KMN, Oliveira A (2019) Improvement and performance evaluation of gpsr-based routing techniques for vehicular ad hoc networks. IEEE Access 7:21722–21733CrossRef
21.
Zurück zum Zitat Togou MA, Hafid A, Khoukhi L (2016) SCRP: stable cds-based routing protocol for urban vehicular ad hoc networks. IEEE Trans Intell Transp Syst 17(5):1298–1307CrossRef Togou MA, Hafid A, Khoukhi L (2016) SCRP: stable cds-based routing protocol for urban vehicular ad hoc networks. IEEE Trans Intell Transp Syst 17(5):1298–1307CrossRef
22.
Zurück zum Zitat Vahedian A, Zhou X, Tong L, Li Y, Luo J (2017) Forecasting gathering events through continuous destination prediction on big trajectory data. In: Proceedings of the 25th ACM SIGSPATIAL international conference on advances in geographic information systems, pp 1–10 Vahedian A, Zhou X, Tong L, Li Y, Luo J (2017) Forecasting gathering events through continuous destination prediction on big trajectory data. In: Proceedings of the 25th ACM SIGSPATIAL international conference on advances in geographic information systems, pp 1–10
24.
Zurück zum Zitat Xu C, Liu H, Zhang Y, Wang P (2020) Mutual authentication for vehicular network in complex and uncertain driving. Neural Comput Appl 32(1):61–72CrossRef Xu C, Liu H, Zhang Y, Wang P (2020) Mutual authentication for vehicular network in complex and uncertain driving. Neural Comput Appl 32(1):61–72CrossRef
25.
Zurück zum Zitat Zhang F, Jin B, Zhuo W, Wang Z, Zhang L (2012) A content-based publish/subscribe system for efficient event notification over vehicular ad hoc networks. In: UIC/ATC 2012, Fukuoka, Japan, September 4–7, 2012, pp 64–71. IEEE Computer Society Zhang F, Jin B, Zhuo W, Wang Z, Zhang L (2012) A content-based publish/subscribe system for efficient event notification over vehicular ad hoc networks. In: UIC/ATC 2012, Fukuoka, Japan, September 4–7, 2012, pp 64–71. IEEE Computer Society
26.
Zurück zum Zitat Zhu C, Pastor G, Xiao Y, Li Y, Ylä-Jääski A (2018) Fog following me: Latency and quality balanced task allocation in vehicular fog computing. In: 15th annual IEEE international conference on sensing, communication, and networking, SECON 2018, Hong Kong, China, June 11–13, 2018, pp 298–306. IEEE Zhu C, Pastor G, Xiao Y, Li Y, Ylä-Jääski A (2018) Fog following me: Latency and quality balanced task allocation in vehicular fog computing. In: 15th annual IEEE international conference on sensing, communication, and networking, SECON 2018, Hong Kong, China, June 11–13, 2018, pp 298–306. IEEE
Metadaten
Titel
A novel framework for message dissemination with consideration of destination prediction in VFC
verfasst von
Bingyi Liu
Ze Wang
Jing Qin
Yi Jiang
Xinhai Chen
Enshu Wang
Shengwu Xiong
Publikationsdatum
11.02.2021
Verlag
Springer London
Erschienen in
Neural Computing and Applications / Ausgabe 17/2023
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-021-05754-9

Weitere Artikel der Ausgabe 17/2023

Neural Computing and Applications 17/2023 Zur Ausgabe

Premium Partner