Skip to main content

2019 | OriginalPaper | Buchkapitel

An Emergency Resource Scheduling Model Based on Edge Computing

verfasst von : Songyan Zhong, Tao He, Mengyu Li, Lanlan Rui, Guoxin Xia, Yu Zhu

Erschienen in: Artificial Intelligence for Communications and Networks

Verlag: Springer International Publishing

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

search-config
loading …

Abstract

In recent years, more and more researches are focusing on the field of disaster emergency management, especially in emergency resource dispatching. In a disaster scenario, a control center needs to obtain a large amount of real-time information at the scene to make decisions timely and accurately. Traditional Cloud Computing has many shortcomings in terms of delay and bandwidth, and Edge Computing (EC) will be more suitable for this scenario. We apply EC to the emergency rescue to cope with the problem of latency needs. First, we propose an edge-based emergency rescue architecture that consists of three layers: Cloud Layer, Edge Layer, and Resource Layer. Based on this, we give a resource scheduling model that requires the collaboration of Cloud and Edge Layers. The Cloud Layer gives a partition for these tasks, and all sub-tasks are assigning to the edge servers to get a locally optimal solution. Finally, these solutions from different edge servers are summarized to the Cloud Layer to get a globally optimal solution. We compare our algorithm with CS-GA and VRP. The simulation results show that RSE has good performance in scheduling time and cost.

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

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!

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!

Literatur
1.
Zurück zum Zitat Zhang, T.: Research on emergency resource scheduling in disaster emergency management. Hefei University of Technology (2015) Zhang, T.: Research on emergency resource scheduling in disaster emergency management. Hefei University of Technology (2015)
2.
Zurück zum Zitat Chai, X.R.: Research on disaster emergency rescue material dispatching system. University of Science and Technology of China (2009) Chai, X.R.: Research on disaster emergency rescue material dispatching system. University of Science and Technology of China (2009)
3.
Zurück zum Zitat Cai, J.M.: Research on time-varying and reliability related issues of earthquake disaster emergency logistics. Central South University (2012) Cai, J.M.: Research on time-varying and reliability related issues of earthquake disaster emergency logistics. Central South University (2012)
4.
Zurück zum Zitat Zhao, T.: Research on optimization of emergency disaster material distribution system for sudden natural disasters in China. Dalian Maritime University (2011) Zhao, T.: Research on optimization of emergency disaster material distribution system for sudden natural disasters in China. Dalian Maritime University (2011)
5.
Zurück zum Zitat Xue, H., Cai, B., Jiang, C., Yuan, Y.: Research on the robust decision of emergency material distribution for chain retail supply chain. In: Chinese Control and Decision Conference (CCDC), Shenyang, pp. 1922–1927 (2018) Xue, H., Cai, B., Jiang, C., Yuan, Y.: Research on the robust decision of emergency material distribution for chain retail supply chain. In: Chinese Control and Decision Conference (CCDC), Shenyang, pp. 1922–1927 (2018)
6.
Zurück zum Zitat Gu, Y.: Study on scheduling model of emergency materials distribution after natural disaster. In: 2nd International Workshop on Intelligent Systems and Applications, Wuhan, pp. 1–4 (2010) Gu, Y.: Study on scheduling model of emergency materials distribution after natural disaster. In: 2nd International Workshop on Intelligent Systems and Applications, Wuhan, pp. 1–4 (2010)
7.
Zurück zum Zitat Sun, Q., Kong, F., Zhang, L., Dang, X.: Study on emergency distribution route decision making. In: International Conference on Mechatronic Science, Electric Engineering and Computer (MEC), Jilin, pp. 338–341 (2011) Sun, Q., Kong, F., Zhang, L., Dang, X.: Study on emergency distribution route decision making. In: International Conference on Mechatronic Science, Electric Engineering and Computer (MEC), Jilin, pp. 338–341 (2011)
8.
Zurück zum Zitat Satria, D., Park, D., Jo, M.: Recovery for overloaded mobile edge computing. Future Gener. Comput. Syst. 70, 138–147 (2017)CrossRef Satria, D., Park, D., Jo, M.: Recovery for overloaded mobile edge computing. Future Gener. Comput. Syst. 70, 138–147 (2017)CrossRef
9.
Zurück zum Zitat Zhao, T., Zhou, S., Guo, X.: A cooperative scheduling scheme of l cloud and Internet cloud for delay-aware mobile cloud computing. In: Proceedings of IEEE GLOBECOM Workshops, pp. 1–6 (2015) Zhao, T., Zhou, S., Guo, X.: A cooperative scheduling scheme of l cloud and Internet cloud for delay-aware mobile cloud computing. In: Proceedings of IEEE GLOBECOM Workshops, pp. 1–6 (2015)
10.
Zurück zum Zitat Flores, H., Hui, P., Tarkoma, S., Li, Y., Srirama, S., Buyya, R.: Mobile code offloading: from concept to practice and beyond. IEEE Commun. Mag. 53, 80–88 (2015)CrossRef Flores, H., Hui, P., Tarkoma, S., Li, Y., Srirama, S., Buyya, R.: Mobile code offloading: from concept to practice and beyond. IEEE Commun. Mag. 53, 80–88 (2015)CrossRef
11.
Zurück zum Zitat Chen, X., Jiao, L., Li, W., Fu, X.: Efficient multi-user computation offloading for mobile-edge cloud computing. IEEE/ACM Trans. Netw. 24, 2795–2808 (2016)CrossRef Chen, X., Jiao, L., Li, W., Fu, X.: Efficient multi-user computation offloading for mobile-edge cloud computing. IEEE/ACM Trans. Netw. 24, 2795–2808 (2016)CrossRef
12.
Zurück zum Zitat You, C., Huang, K., Chae, H., Kim, B.H.: Energy-efficient resource allocation for mobile-edge computation offloading. IEEE Trans. Wirel. Commun. 16, 1397–1411 (2017)CrossRef You, C., Huang, K., Chae, H., Kim, B.H.: Energy-efficient resource allocation for mobile-edge computation offloading. IEEE Trans. Wirel. Commun. 16, 1397–1411 (2017)CrossRef
13.
Zurück zum Zitat Sardellitti, S., Scutari, G., Barbarossa, S.: Joint optimization of radio and computational resources for multicell mobile-edge computing. IEEE Trans. Signal Inf. Process. Over Netw. 1, 89–103 (2015)MathSciNetCrossRef Sardellitti, S., Scutari, G., Barbarossa, S.: Joint optimization of radio and computational resources for multicell mobile-edge computing. IEEE Trans. Signal Inf. Process. Over Netw. 1, 89–103 (2015)MathSciNetCrossRef
14.
Zurück zum Zitat Taleb, T., Dutta, S., Ksentini, A., Iqbal, M., Flinck, H.: Mobile edge computing potential in making cities smarter. IEEE Commun. Mag. 55, 38–43 (2017)CrossRef Taleb, T., Dutta, S., Ksentini, A., Iqbal, M., Flinck, H.: Mobile edge computing potential in making cities smarter. IEEE Commun. Mag. 55, 38–43 (2017)CrossRef
15.
Zurück zum Zitat Lin, S., Cheng, H.F., Li, W., Huang, Z., Hui, P., Peylo, C.: Ubii: physical world interaction through augmented reality. IEEE Trans. Mob. Comput. 16, 872–885 (2017)CrossRef Lin, S., Cheng, H.F., Li, W., Huang, Z., Hui, P., Peylo, C.: Ubii: physical world interaction through augmented reality. IEEE Trans. Mob. Comput. 16, 872–885 (2017)CrossRef
16.
Zurück zum Zitat Hu, Y., Patel, M., Sabella, D., et al.: Mobile edge computing: a key technology towards 5G. ETSI White Paper (2015) Hu, Y., Patel, M., Sabella, D., et al.: Mobile edge computing: a key technology towards 5G. ETSI White Paper (2015)
17.
Zurück zum Zitat Zhang, K., et al.: Energy-efficient offloading for mobile edge computing in 5G heterogeneous networks. IEEE Access J. 4, 5896–5907 (2016)CrossRef Zhang, K., et al.: Energy-efficient offloading for mobile edge computing in 5G heterogeneous networks. IEEE Access J. 4, 5896–5907 (2016)CrossRef
Metadaten
Titel
An Emergency Resource Scheduling Model Based on Edge Computing
verfasst von
Songyan Zhong
Tao He
Mengyu Li
Lanlan Rui
Guoxin Xia
Yu Zhu
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-22971-9_31