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Related Experiment Videos

Ubiquitous green computing techniques for high demand applications in Smart environments.

Marina Zapater1, Cesar Sanchez, Jose L Ayala

  • 1CEI Campus Moncloa, UCM-UPM, Madrid 28040, Spain. marina@die.upm.es

Sensors (Basel, Switzerland)
|November 1, 2012
PubMed
Summary

This study introduces an energy-saving method for smart environments by reallocating low-demand tasks from powerful data centers to less utilized sensor network nodes, reducing overall energy consumption and execution time.

Keywords:
ambient intelligencedata centersgreen computingheterogeneous systemshigh performance computingsmart citiesubiquitous sensor network

Related Experiment Videos

Area of Science:

  • Computer Science
  • Ubiquitous Computing
  • Green Computing

Background:

  • Smart city and ambient intelligence applications require significant computational power, often relying on data centers.
  • While sensor node energy consumption in WSNs is studied, the high power demands of supercomputing facilities in smart environments are overlooked.
  • High-performance computing facilities contribute significantly to economic and environmental impact due to substantial energy consumption.

Purpose of the Study:

  • To propose an energy-minimization technique for workload assignment in ubiquitous sensor network deployments.
  • To address the energy consumption issue of high-performance facilities in smart environment services.
  • To optimize resource utilization by redistributing computational tasks.

Main Methods:

  • Developed an energy-minimization workload assignment technique.
  • Incorporated heterogeneity and application-awareness into the task allocation strategy.
  • Redistributed low-demand computational tasks from high-performance facilities to idle, low-to-medium resource nodes within the WSN infrastructure.

Main Results:

  • The proposed technique successfully reduces energy consumed by the entire infrastructure.
  • Implementation of non-optimal allocation policies led to a decrease in total execution time.
  • Demonstrated effective workload redistribution from high-performance computing to WSN nodes.

Conclusions:

  • The proposed workload assignment technique offers a viable solution for minimizing energy consumption in smart environments.
  • Heterogeneity and application-aware task redistribution are effective in reducing both energy usage and execution time.
  • This approach highlights the importance of considering the energy impact of data centers in ubiquitous sensor network applications.