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SensorBench:
Benchmarking Approaches to
Processing Wireless Sensor
Network Data
Alasdair J G Gray
A.J.G.Gray@hw.ac.uk
alasdairjggray.co.uk
@gray_alasdair
Example WSN Applications
WSN Frameworks
Resource Concerns
 Energy
 Running off battery
 Computation Capabilities
 Limited CPU
 Limited memory
 Limited storage
 Radio Transmission
 Limited range
 Energy impact
 Lost transmissions
18 August 2014 SICSA CENSIS Workshop 3
SensorBench
 WSN Platform-agnostic benchmark
 Identifies Variables
 Characterises Tasks
 Measures Performance Metrics
 Simulation of platforms
 Enables
 Cross-platform comparison
 Accurate predictions
Available from
http://code.google.com/p/sensorbench
18 August 2014 SICSA CENSIS Workshop 4
Benchmark Experiments
1. Impact of network size
2. Impact of node layout
3. Impact of node density
4. Impact of acquisition interval
5. Impact of proportion of source nodes
6. Impact of packet loss
7. Impact of task
18 August 2014 SICSA CENSIS Workshop 7
7: Impact of Task
Variable Value
Tasks {Select, aggregation, join, LR, Outlier}
Acquisition Intervals (s) {1, 2, 4, 8, 16, 32, 64, 128}
Network Size 25
Node Layout irregular
Node Density 3
Proportion of Sources 80
Radio Loss Rate 0
18 August 2014 SICSA CENSIS Workshop 8
7: Impact of Task
18 August 2014 SICSA CENSIS Workshop 10
Thank you
SensorBench: benchmarking approaches
to processing wireless sensor network
data.
Ixent Galpin, Alan B. Stokes, George Valkanas,
Alasdair J. G. Gray, Norman W. Paton,
Alvaro A. A. Fernandes, Kai-Uwe Sattler, and
Dimitrios Gunopulos
DOI: 10.1145/2618243.2618252
SSDBM 2014: 21
http://code.google.com/p/sensorbench
 www.alasdairjggray.co.uk
 A.J.G.Gray@hw.ac.uk
 @gray_alasdair
18 August 2014 SICSA CENSIS Workshop 11

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SensorBench

  • 1. SensorBench: Benchmarking Approaches to Processing Wireless Sensor Network Data Alasdair J G Gray A.J.G.Gray@hw.ac.uk alasdairjggray.co.uk @gray_alasdair
  • 4. Resource Concerns  Energy  Running off battery  Computation Capabilities  Limited CPU  Limited memory  Limited storage  Radio Transmission  Limited range  Energy impact  Lost transmissions 18 August 2014 SICSA CENSIS Workshop 3
  • 5. SensorBench  WSN Platform-agnostic benchmark  Identifies Variables  Characterises Tasks  Measures Performance Metrics  Simulation of platforms  Enables  Cross-platform comparison  Accurate predictions Available from http://code.google.com/p/sensorbench 18 August 2014 SICSA CENSIS Workshop 4
  • 6. Benchmark Experiments 1. Impact of network size 2. Impact of node layout 3. Impact of node density 4. Impact of acquisition interval 5. Impact of proportion of source nodes 6. Impact of packet loss 7. Impact of task 18 August 2014 SICSA CENSIS Workshop 7
  • 7. 7: Impact of Task Variable Value Tasks {Select, aggregation, join, LR, Outlier} Acquisition Intervals (s) {1, 2, 4, 8, 16, 32, 64, 128} Network Size 25 Node Layout irregular Node Density 3 Proportion of Sources 80 Radio Loss Rate 0 18 August 2014 SICSA CENSIS Workshop 8
  • 8. 7: Impact of Task 18 August 2014 SICSA CENSIS Workshop 10
  • 9. Thank you SensorBench: benchmarking approaches to processing wireless sensor network data. Ixent Galpin, Alan B. Stokes, George Valkanas, Alasdair J. G. Gray, Norman W. Paton, Alvaro A. A. Fernandes, Kai-Uwe Sattler, and Dimitrios Gunopulos DOI: 10.1145/2618243.2618252 SSDBM 2014: 21 http://code.google.com/p/sensorbench  www.alasdairjggray.co.uk  A.J.G.Gray@hw.ac.uk  @gray_alasdair 18 August 2014 SICSA CENSIS Workshop 11

Editor's Notes

  1. Bird habitat monitoring, Coastal monitoring, Glacier movement, Farms, Volcanoes… Cost effective monitoring, high spatial/temporal resolution What is the underlying technology/software?
  2. Many other frameworks Run on many different devices How to effectively compare?
  3. Trade-off of capabilities vs QoS vs Lifetime Every system performed their own bespoke evaluations, how do you compare?
  4. Simulation allows long-term analysis vs real-time analysis in test bed Accurate predictions of lifetime in the wild
  5. Each experiment has one independent variable Each system is only capable of certain tasks
  6. Investigates affects of in-network computation
  7. Each system only capable of one task