Skip to main content
Springer Nature Link
Log in

Mobile Cloud Platform: Architecture, Deployment and Big Data Applications

  • Conference paper
  • First Online:
Cloud Computing, Security, Privacy in New Computing Environments (CloudComp 2016, SPNCE 2016)

  • 958 Accesses

Abstract

With the rapid development of technology, mobile devices have become the basic necessities of life. Mobile devices have a great advantage of rapid calculation and Transmission and containing a variety of sensors. So we can distribute some computing tasks to our mobile devices. However, mobile devices still face a significant bottleneck. Such as the upper limit of computing power. Mobile devices will be inadequate when dealing with large-scale operations. Lack of storage capacity, mobile devices can not save a large amount of data. Small battery capacity, Equipment can not guarantee a long duration of working. In order to give the users a good experience, We need to use the resources of the mobile cloud platform to solve these problems. Mobile cloud platform has become the most essential facilities. The mobile cloud platform will not only consolidate resources and optimize computing power, but also serve as a processing platform with strong storage ability and decision-making capability. In such a strong demand, build a mobile cloud platform has become an indispensable thing.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Log in via an institution

Subscribe and save

Springer+ Basic
$34.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or eBook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Similar content being viewed by others

References

  1. Chen, M., Zhang, Y., Hu, L., Taleb, T., Sheng, Z.: Cloud-based wireless network: virtualized, reconfigurable, smart wireless network to enable 5G technologies. Mob. Netw. Appl. 20(6), 704–712 (2015)

    Article  Google Scholar 

  2. He, K., Chen, J., Du, R., Wu, Q., Xue, G., Zhang, X.: DeyPoS: deduplicatable dynamic proof of storage for multi-user environments. IEEE Trans. Comput. 65, 3631–3645 (2016)

    Article  MATH  MathSciNet  Google Scholar 

  3. Rahimi, M.R., Ren, J., Liu, C.H., Vasilakos, A.V., Venkatasubramanian, N.: Mobile cloud computing: a survey, state of art and future directions. Mob. Netw. Appl. 19(2), 133–143 (2014)

    Article  Google Scholar 

  4. Fortino, G., Trunfio, P.: Internet of Things Based on Smart Objects, Technology, Middleware and Applications. Springer, Heidelberg (2014). ISBN 978-3-319-00490-7

    Book  Google Scholar 

  5. Taleb, T., Ksentini, A., Frangoudis, P.: Follow-me cloud: when cloud services follow mobile users. IEEE Trans. Cloud Comput. 1 (2016)

    Google Scholar 

  6. Tian, D., Zhou, J., Wang, Y., Zhang, G., Xia, H.: An adaptive vehicular epidemic routing method based on attractor selection model. Ad Hoc Netw. 36(P2), 465–481 (2015)

    Google Scholar 

  7. Tian, D., Zhou, J., Wang, Y., Lu, Y.: A dynamic and self-adaptive network selection method for multimode communications in heterogeneous vehicular telematics. IEEE Trans. Intell. Transp. Syst. 16(6), 3033–3049 (2015)

    Article  Google Scholar 

  8. Lei, L., Zhong, Z., Zheng, K., Chen, J., Meng, H.: Challenges on wireless heterogeneous networks for mobile cloud computing. IEEE Wirel. Commun. 20(3), 34–44 (2013)

    Article  Google Scholar 

  9. Liu, F., Shu, P., Jin, H., Ding, L., Yu, J., Niu, D., Li, B.: Gearing resource-poor mobile devices with powerful clouds: architectures, challenges, and applications. IEEE Wirel. Commun. 20(3), 14–22 (2013)

    Article  Google Scholar 

  10. Chen, J., He, K., Yuan, Q., Xue, G., Du, R., Wang, L.: Batch identification game model for invalid signatures in wireless mobile networks. PP(99), 1 (2016)

    Google Scholar 

  11. Chen, J., He, K., Du, R., Zheng, M., Xiang, Y., Yuan, Q.: Dominating set and network coding-based routing in wireless mesh networks. IEEE Trans. Parallel Distrib. Syst. 26(2), 423–433 (2015)

    Article  Google Scholar 

  12. Fortino, G., Russo, W.: Using P2P, grid and agent technologies for the development of content distribution networks. Future Gener. Comput. Syst. 24(3), 180–190 (2008)

    Article  Google Scholar 

  13. Lin, K., Chen, M., Deng, J., Hassan, M.M.: Enhanced fingerprinting and trajectory prediction for IoT localization in smart buildings. IEEE Trans. Autom. Sci. Eng. 13(3), 1–14 (2016)

    Article  Google Scholar 

  14. Taleb, T., Ksentini, A., Sericola, B.: On service resilience in cloud-native 5G mobile systems. IEEE J. Sel. Areas Commun. 34(3), 483–496 (2016)

    Article  Google Scholar 

  15. Qiu, M., Chen, Z., Ming, Z., Qin, X.: Energy-aware data allocation with hybrid memory for mobile cloud systems. IEEE Syst. J. 11, 1–10 (2014)

    Google Scholar 

  16. Liu, C.H., Fan, J.: Scalable and efficient diagnosis for 5G data center network traffic. IEEE Access 2, 841–855 (2014)

    Article  Google Scholar 

  17. Liu, C.H., Kind, A., Vasilakos, A.V.: Sketching the data center network traffic. IEEE Netw. 27(4), 33–39 (2013)

    Article  Google Scholar 

  18. Liu, C.H., Kind, A., Liu, T.: Summarizing data center network traffic by partitioned conservative update. IEEE Commun. Lett. 17(11), 2168–2171 (2013)

    Article  Google Scholar 

  19. Lin, K., Wang, W., Wang, X., Ji, W.: QoE-driven spectrum assignment for 5G wireless networks using SDR. IEEE Wirel. Commun. 22(6), 48–55 (2015)

    Article  Google Scholar 

  20. Zheng, K., Zhao, L., Mei, J., Shao, B., Xiang, W., Hanzo, L.: Survey of large-scale MIMO systems. IEEE Commun. Surv. Tutorials 17, 1738–1760 (2015)

    Article  Google Scholar 

  21. Lin, K., Song, J., Luo, J., Ji, W., Hossain, M.S., Ghoneim, A.: GVT: green video transmission in the mobile cloud networks. IEEE Trans. Circ. Syst. Video Technol. 27, 159–169 (2016)

    Article  Google Scholar 

  22. Ksentini, A., Taleb, T., Messaoudi, F.: A LISP-based implementation of follow me cloud. IEEE Access 2, 1340–1347 (2014)

    Article  Google Scholar 

  23. Taleb, T., Ksentini, A.: An analytical model for follow me cloud (2013)

    Google Scholar 

  24. Ksentini, A., Taleb, T., Chen, M.: A Markov decision process-based service migration procedure for follow me cloud (2014)

    Google Scholar 

  25. Shu, P., Liu, F., Jin, H., Chen, M., Wen, F., Qu, Y.: eTime: energy-efficient transmission between cloud and mobile devices. In: Proceedings - IEEE INFOCOM, vol. 12, no. 11, pp. 195–199 (2013)

    Google Scholar 

  26. Chen, M., Zhang, Y., Li, Y., Mao, S.: EMC: emotion-aware mobile cloud computing in 5G. IEEE Netw. 29(2), 32–38 (2015)

    Article  Google Scholar 

  27. Sheng, Z., Fan, J., Liu, C.H., Leung, V.C.M., Liu, X., Leung, K.K.: Energy-efficient relay selection for cooperative relaying in wireless multimedia networks. IEEE Trans. Veh. Technol. 64(3), 1156–1170 (2015)

    Article  Google Scholar 

  28. Liu, C.H., Leung, K.K., Gkelias, A.: A generic admission-control methodology for packet networks. IEEE Trans. Wireless Commun. 13(2), 604–617 (2014)

    Article  Google Scholar 

  29. Gkelias, A., Boccardi, F., Liu, C.H., Leung, K.K.: MIMO routing with QoS provisioning. In: International Symposium on Wireless Pervasive Computing, pp. 46–50 (2008)

    Google Scholar 

  30. Aloi, G., Caliciuri, G., Fortino, G., Gravina, R., Pace, P., Russo, W., Savaglio, C.: Enabling IoT interoperability through opportunistic smartphone-based mobile gateways. J. Netw. Comput. Appl. (2016)

    Google Scholar 

  31. Lei, L., Kuang, Y., Cheng, N., Shen, X.: Delay-optimal dynamic mode selection and resource allocation in device-to-device communications part II: practical algorithm. IEEE Trans. Veh. Technol. 65(5), 1 (2015)

    Google Scholar 

  32. Taleb, T., Ksentini, A., Kobbane, A.: Lightweight mobile core networks for machine type communications. IEEE Access 2, 1128–1137 (2014)

    Article  Google Scholar 

  33. Taleb, T., Ksentini, A., Chen, M., Jantti, R.: Coping with emerging mobile social media applications through dynamic service function chaining. IEEE Trans. Wireless Commun. 15(4), 1 (2015)

    Google Scholar 

  34. Chen, M., Hao, Y., Lai, C.-F., Wu, D., Li, Y., Hwang, K.: Opportunistic workflow scheduling over co-located clouds in mobile environment. IEEE (2016). https://doi.org/10.1109/TSC.2016.2589247

  35. Gai, K., Qiu, M., Zhao, H., Tao, L., Zong, Z.: Dynamic energy-aware cloudlet-based mobile cloud computing model for green computing. J. Netw. Comput. Appl. 59(C), 46–54 (2015)

    Google Scholar 

  36. EPIC. http://epic.hust.edu.cn

  37. Qiu, M., Ming, Z., Li, J., Gai, K., Zong, Z.: Phase-change memory optimization for green cloud with genetic algorithm. IEEE Trans. Comput. 64(12), 1 (2015)

    Article  MATH  MathSciNet  Google Scholar 

  38. Liu, F., Shu, P., Lui, J.C.S.: AppATP: an energy conserving adaptive mobile-cloud transmission protocol. IEEE Trans. Comput. 64(11), 3051–3063 (2015)

    Article  MathSciNet  Google Scholar 

  39. Zhang, T., Zhang, X., Liu, F., Leng, H., Yu, Q., Liang, G.: eTrain: making wasted energy useful by utilizing heartbeats for mobile data transmissions, pp. 113–122 (2015)

    Google Scholar 

  40. Pena, P.A., Sarkar, D., Maheshwari, P.: A big-data centric framework for smart systems in the world of internet of everything. In: 2015 International Conference on Computational Science and Computational Intelligence (CSCI), pp. 306–311. IEEE (2015)

    Google Scholar 

  41. Xu, J., Shi, M., Chen, C., Zhang, Z., Fu, J., Liu, C.H.: ZQL: a unified middleware bridging both relational and NoSQL databases. In: 2016 IEEE 14th International Conference on Dependable, Autonomic and Secure Computing, 14th International Conference on Pervasive Intelligence and Computing, 2nd International Conference on Big Data Intelligence and Computing and Cyber Science and Technology Congress (DASC/PiCom/DataCom/CyberSciTech) (2016)

    Google Scholar 

  42. Wu, C., Fu, J., Zhang, Z., Liu, C.H.: Efficient on/off-line query pre-processing for telecom social streaming data. In: 2016 IEEE 14th International Conference on Dependable, Autonomic and Secure Computing, 14th International Conference on Pervasive Intelligence and Computing, 2nd International Conference on Big Data Intelligence and Computing and Cyber Science and Technology Congress (DASC/PiCom/DataCom/CyberSciTech) (2016)

    Google Scholar 

  43. Chen, M., Qian, Y., Chen, J., Hwang, K., Mao, S., Hu, L.: Privacy protection and intrusion avoidance for cloudlet-based medical data sharing. IEEE Trans. Cloud Comput. (2016)

    Google Scholar 

  44. Li, Y., Dai, W., Ming, Z., Qiu, M.: Privacy protection for preventing data over-collection in smart city. IEEE Trans. Comput. 65(5), 1 (2015)

    MathSciNet  Google Scholar 

  45. Chen, M., Zhang, Y., Li, Y., Hassan, M., Alamri, A.: AIWAC: affective interaction through wearable computing and cloud technology. IEEE Wirel. Commun. 22(1), 20–27 (2015)

    Article  Google Scholar 

  46. Wan, J., Zou, C., Ullah, S., Lai, C.F., Zhou, M., Wang, X.: Cloud-enabled wireless body area networks for pervasive healthcare. IEEE Netw. 27(5), 56–61 (2013)

    Article  Google Scholar 

  47. Chen, M., Ma, Y., Hao, Y., Li, Y., Wu, D., Zhang, Y., Song, E.: CP-Robot: cloud-assisted pillow robot for emotion sensing and interaction. In: Wan, J., Humar, I., Zhang, D. (eds.) Industrial IoT 2016. LNICSSITE, vol. 173, pp. 81–93. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-44350-8_9

    Chapter  Google Scholar 

  48. Chen, M., Qian, Y., Mao, S., Tang, W., Yang, X.: Software-defined mobile networks security. Mob. Netw. Appl. 21, 729–743 (2016)

    Article  Google Scholar 

  49. Fortino, G., Giannantonio, R., Gravina, R., Kuryloski, P.: Enabling effective programming and flexible management of efficient body sensor network applications. IEEE Trans. Hum.-Mach. Syst. 43(1), 115–133 (2013)

    Article  Google Scholar 

  50. Fortino, G., Galzarano, S., Gravina, R., Li, W.: A framework for collaborative computing and multi-sensor data fusion in body sensor networks. Inf. Fusion 22, 50–70 (2014)

    Article  Google Scholar 

  51. Zhang, Y.: GroRec: a group-centric intelligent recommender system integrating social, mobile and big data technologies. IEEE Trans. Serv. Comput. 9, 786–795 (2016)

    Article  Google Scholar 

  52. Zhang, Y., Chen, M., Huang, D., Wu, D., Li, Y.: iDoctor: personalized and professionalized medical recommendations based on hybrid matrix factorization. Future Gener. Comput. Syst. 66, 30–35 (2016)

    Article  Google Scholar 

  53. Chen, M., Hao, Y., Mao, S., Wu, D., Zhou, Y.: User intent-oriented video QoE with emotion detection networking. In: IEEE Globelcom, pp. 1552–1559 (2016, accept)

    Google Scholar 

  54. Gao, G., Liu, C.H., Chen, M., Guo, S.: Cloud-based video actor identification with batch-orthogonal local-sensitive hashing and sparse representation. IEEE Trans. Multimedia 18, 1749–1761 (2016)

    Article  Google Scholar 

  55. Cicirelli, F., Fortino, G., Giordano, A., Guerrieri, A., Spezzano, G., Vinci, A.: On the design of smart homes: a framework for activity recognition in home environment. J. Med. Syst. 40(9), 1–17 (2016)

    Article  Google Scholar 

  56. Fortino, G., Guerrieri, A., O’Hare, G.M.P., Ruzzelli, A.: A flexible building management framework based on wireless sensor and actuator networks. J. Netw. Comput. Appl. 35(6), 1934–1952 (2012)

    Article  Google Scholar 

  57. Zhang, Y., Chen, M., Mao, S., Hu, L., Leung, V.C.: Cap: community activity prediction based on big data analysis. IEEE Netw. 28(4), 52–57 (2014)

    Article  Google Scholar 

  58. Wenbo, Y., Quanyu, W., Zhenwei, G.: Smart home implementation based on internet and WiFi technology. In: 2015 34th Chinese Control Conference (CCC), pp. 9072–9077. IEEE (2015)

    Google Scholar 

  59. Shu, Z., Wan, J., Zhang, D., Li, D.: Cloud-integrated cyber-physical systems for complex industrial applications. Mob. Netw. Appl. 21(5), 865–878 (2016)

    Article  Google Scholar 

  60. Liu, C.H., Zhang, Z., Chen, M.: Personalized multimedia recommendations for cloud-integrated cyber-physical systems. IEEE Syst. J. 11, 106–117 (2015)

    Article  Google Scholar 

  61. Yuan, W., Deng, P., Taleb, T., Wan, J.: An unlicensed taxi identification model based on big data analysis. IEEE Trans. Intell. Transp. Syst. 17(6), 1–11 (2016)

    Article  Google Scholar 

Download references

Acknowledgement

This work was supported by the National Natural Science Foundation of China under grant No. 61103234 and No. 61272417, China Scholarship Council, and the Fundamental Research Funds for the Central Universities under grant No. DUT16QY18.

Author information

Authors and Affiliations

  1. Embedded and Pervasive Computing (EPIC) Lab, Huazhong University of Science and Technology, Wuhan, 430074, China

    Mengchen Liu, Jun Yang, Dengming Xiao, Yiming Miao, Lu Wang, Wei Li, Zeru Wei & Jiayi Lu

  2. School of Computer Science and Technology, Dalian University of Technology, Dalian, China

    Kai Lin

Authors
  1. Mengchen Liu
    View author publications

    You can also search for this author in PubMed Google Scholar

  2. Kai Lin
    View author publications

    You can also search for this author in PubMed Google Scholar

  3. Jun Yang
    View author publications

    You can also search for this author in PubMed Google Scholar

  4. Dengming Xiao
    View author publications

    You can also search for this author in PubMed Google Scholar

  5. Yiming Miao
    View author publications

    You can also search for this author in PubMed Google Scholar

  6. Lu Wang
    View author publications

    You can also search for this author in PubMed Google Scholar

  7. Wei Li
    View author publications

    You can also search for this author in PubMed Google Scholar

  8. Zeru Wei
    View author publications

    You can also search for this author in PubMed Google Scholar

  9. Jiayi Lu
    View author publications

    You can also search for this author in PubMed Google Scholar

Corresponding author

Correspondence to Kai Lin .

Editor information

Editors and Affiliations

  1. South China University of Technology, Guangzhou, China

    Jiafu Wan

  2. Dalian University of Technology, Dalian, China

    Kai Lin

  3. South China University of Technology, Guangzhou, China

    Delu Zeng

  4. School of Computer Science, Guangzhou University, Guangzhou, China

    Jin Li

  5. Deakin University, Burwood, Australia

    Yang Xiang

  6. Southwest University, Chongqing, China

    Xiaofeng Liao

  7. Shenzhen University, Nankai, China

    Jiwu Huang

  8. Nankai University, Nankai, China

    Zheli Liu

Rights and permissions

Reprints and permissions

Copyright information

© 2018 ICST Institute for Computer Sciences, Social Informatics and Telecommunications Engineering

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Liu, M. et al. (2018). Mobile Cloud Platform: Architecture, Deployment and Big Data Applications. In: Wan, J., et al. Cloud Computing, Security, Privacy in New Computing Environments. CloudComp SPNCE 2016 2016. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, vol 197. Springer, Cham. https://doi.org/10.1007/978-3-319-69605-8_7

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-69605-8_7

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-69604-1

  • Online ISBN: 978-3-319-69605-8

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics