Skip to main content
Erschienen in: The Journal of Supercomputing 7/2017

20.02.2017

An efficient cloud storage system for tele-health services

verfasst von: Longbin Chen, Meikang Qiu, Wenyun Dai, Houcine Hassan

Erschienen in: The Journal of Supercomputing | Ausgabe 7/2017

Einloggen

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

search-config
loading …

Abstract

Healthcare service is a critical aspect of our daily lives. Enabled by technologies such as wearable devices and wireless sensor networks, tele-health has becoming a promising new field in IT industry. Wearable devices, which detect real-time human body conditions, form body sensor networks (BSNs) for patients. In a cloud-enabled tele-health ecosystem, health data are collected by the BSN and sent to mobile devices such as smart phones and tablets. These embedded devices process the data and forward them to remote data centers. Due to the energy and time constraints of embedded systems, the effectiveness of storage systems become a critical issue. For years, memory technologies such as SRAMs and DRAMs have been widely used in computer systems. SRAMs are fast while DRAMs have high density. However, SRAMs have the disadvantage of power leakage and low density. DRAMs are slower in read and write operations. New memory technology for embedded tele-health is needed. In the paper, we propose a hybrid memory system for embedded tele-health. We combine phase-change memory PCM with flash memory to meet energy and latency requirement while reducing capital expenditure. Moreover, the data allocation and storage on server side is also a challenging problem in tele-health. Effective storage system designs are desired to efficiently store and manage health care data from users. Therefore, in the paper, we design a ecosystem for tele-health including the memory storage for embedded devices and data storage for tele-health data centers. To fully utilize the proposed ecosystem, we design several resource allocation algorithms with dynamic programming and heuristics. The experiments show that our approaches can achieve up to 30% performance enhancement compared to greedy approaches.

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 Guthaus MR (2001) MiBench: a free, commercially representative embedded benchmark suite. In: IEEE WWC, pp 3–14 Guthaus MR (2001) MiBench: a free, commercially representative embedded benchmark suite. In: IEEE WWC, pp 3–14
2.
Zurück zum Zitat Hu J (2012) Optimizing data allocation and memory configuration for non-volatile memory based hybrid SPM on embedded CMPs. In: IPDPSW. Shanghai, China, pp 982–989 Hu J (2012) Optimizing data allocation and memory configuration for non-volatile memory based hybrid SPM on embedded CMPs. In: IPDPSW. Shanghai, China, pp 982–989
4.
Zurück zum Zitat Lai S (2003) Current status of the phase change memory and its future. In: IEEE International on Electron Devices Meeting, 2003. IEDM’03 Technical Digest Lai S (2003) Current status of the phase change memory and its future. In: IEEE International on Electron Devices Meeting, 2003. IEDM’03 Technical Digest
5.
Zurück zum Zitat Li J, Qiu M (2011) Resource allocation robustness in multi-core embedded systems with inaccurate information. J Syst Archit 57(9):840–849CrossRef Li J, Qiu M (2011) Resource allocation robustness in multi-core embedded systems with inaccurate information. J Syst Archit 57(9):840–849CrossRef
6.
Zurück zum Zitat Meza J (2012) Enabling efficient and scalable hybrid memories using fine-granularity DRAM cache management. IEEE Comput Archit Lett 11(2):61–64CrossRef Meza J (2012) Enabling efficient and scalable hybrid memories using fine-granularity DRAM cache management. IEEE Comput Archit Lett 11(2):61–64CrossRef
7.
Zurück zum Zitat Okhonin S (2008) Ultra-scaled Z-RAM cell. In: Proceedings of the IEEE International SOI Conference, pp 157–158 Okhonin S (2008) Ultra-scaled Z-RAM cell. In: Proceedings of the IEEE International SOI Conference, pp 157–158
8.
Zurück zum Zitat Qiu M, Chen Z (2014) Energy-aware data allocation with hybrid memory for mobile cloud systems. Syst J IEEE PP(99):1–10 Qiu M, Chen Z (2014) Energy-aware data allocation with hybrid memory for mobile cloud systems. Syst J IEEE PP(99):1–10
9.
Zurück zum Zitat Qiu M, Ming Z (2015) Phase-change memory optimization for green cloud with genetic algorithm. IEEE Trans Comput 64(12):3528–3540MathSciNetCrossRefMATH Qiu M, Ming Z (2015) Phase-change memory optimization for green cloud with genetic algorithm. IEEE Trans Comput 64(12):3528–3540MathSciNetCrossRefMATH
10.
Zurück zum Zitat Ramos LE (2011) Page placement in hybrid memory systems. In: Proceedings of the International Conference on Supercomputing, pp 85–95 Ramos LE (2011) Page placement in hybrid memory systems. In: Proceedings of the International Conference on Supercomputing, pp 85–95
12.
Zurück zum Zitat Tian W (2013) Task allocation on nonvolatile-memory-based hybrid main memory. IEEE Trans Very Large Scale Integr (VLSI) Syst 21(7):1271–1284CrossRef Tian W (2013) Task allocation on nonvolatile-memory-based hybrid main memory. IEEE Trans Very Large Scale Integr (VLSI) Syst 21(7):1271–1284CrossRef
13.
Zurück zum Zitat Wilton SJE, Jouppi NP (1996) CACTI: an enhanced cache access and cycle time model. IEEE J Solid-State Circuits 31(5):677–688CrossRef Wilton SJE, Jouppi NP (1996) CACTI: an enhanced cache access and cycle time model. IEEE J Solid-State Circuits 31(5):677–688CrossRef
14.
15.
Zurück zum Zitat Zhang L, Qiu M (2010) Variable partitioning and scheduling for MPSoC with virtually shared scratch pad memory. J Signal Process Syst 58(2):247–265MathSciNetCrossRef Zhang L, Qiu M (2010) Variable partitioning and scheduling for MPSoC with virtually shared scratch pad memory. J Signal Process Syst 58(2):247–265MathSciNetCrossRef
Metadaten
Titel
An efficient cloud storage system for tele-health services
verfasst von
Longbin Chen
Meikang Qiu
Wenyun Dai
Houcine Hassan
Publikationsdatum
20.02.2017
Verlag
Springer US
Erschienen in
The Journal of Supercomputing / Ausgabe 7/2017
Print ISSN: 0920-8542
Elektronische ISSN: 1573-0484
DOI
https://doi.org/10.1007/s11227-017-1977-y

Weitere Artikel der Ausgabe 7/2017

The Journal of Supercomputing 7/2017 Zur Ausgabe