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Autonomous Wireless Sensor Networks: from
development to long term implementation
Prof. Dr. Arturo Sanchez-Azofeifa1 (arturo.sanchez@ualberta.ca)
Saulo Castro1, Mauricio Vega-Araya2
1. Alberta Centre for Earth Observation Sciences (CEOS)
University of Alberta
2. Univesidad Nacional de Costa Rica
+
+
http://www.enviro-net.org/
+
Applications of some WSN in the
literature
Application Location #,sensor,nodes Institution Year Duration Variables
Links,between,weather,&,
hydrology:,catchment?
scale,monitoring Hawaii not,given U,Hawaii 2008 7,months
water:,pH,,temp,,
conductivity,,pO2,,
turbidity,,water,level
Soil,water,content
Almkerk,,
Netherlands 18
Twente,&,
Wageningen 2009 6,months
soil,moisture,
(Decagon)
Climate,,broadly Amazon UNAMA 2006
Petrel,nesting Maine 32
Intel,&,UC,
Berkeley 2002 7,months
light,,temp,,IR,,RH,,
barometric,pressure
Sediment Kansas 2 Kansas,State 2008 8,months opacity
Center?pivot,irrigation Texas 17 USDA 2008 1,month
IR,thermometer,for,
canopy,temp,,air,
temp,,RH,,solar,
radiation,,windspeed,,
rainfall
Traveling,irrigation Montana 5 USDA 2008 4,months
temp,,RH,,wind,
speed,,wind,direction
After MacGregor et al. 2013
+
•  Measurements at many spatial and
temporal scales
•  Changing data needs (usually sparse)
•  Increased spatial coverage in
heterogeneous environments.
•  Synchronized sampling across sensors.
•  Real-time data retrieval capabilities.
•  Landscape scale remote sensing
validation of biophysical products.
•  Reduced human effort with increased
information output.
•  Non-intrusive!
Advantages ofWSN in monitoring
+ Network Topologies and spatial design
+ Sensor Network Cyberinfrastructure
n  Near real-time data management for Wireless
Sensor Networks
n  Simplified data/trend visualization
n  Data mining: web data/metadata for cross-
discipline social network research cooperation and
analysis
+
+ Santa Rosa Environmental
Monitoring Super Site, Costa Rica
Santa Rosa National Park,
Environmental Monitoring
Super Site, Guanacaste,
Costa Rica:
•  10 billion data points/year
•  CO2/H20 fluxes (vegetation and
soil)
•  Hyperspectral canopy
observations
•  Wireless Sensor Networks
•  On-line/Real time
communication via satellite
technology
•  Drone research
•  Micro-Satellite testing site
(AlbertaSat)
•  Atmospheric Sounding
calibration site
•  NASA Calibration/Validation site
•  Airborne and ground-based
LiDAR
+Santa Rosa Environmental Monitoring
Super Site: NEE and APAR from WSNs.
0
0.2
0.4
0.6
0.8
1
1.2
2013-161
2013-185
2013-209
2013-233
2013-257
2013-281
2013-305
2013-329
2013-353
2014-09
2014-33
2014-57
2014-81
2014-105
2014-129
2014-153
2014-177
2014-201
2014-225
2014-249
2014-273
2014-297
2014-321
2014-345
2015-01
2015-25
2015-49
2015-73
2015-97
2015-121
2015-145
2015-169
2015-193
2015-217
2015-241
2015-265
2015-289
2015-313
2015-337
2015-361
2016-017
2016-041
2016-065
2016-089
FPAR
Terra MODIS v Environet FPAR Raw
MODIS FPAR Raw
Environet FPAR Score
+
0.00
0.10
0.20
0.30
0.40
0.50
0.60
0.70
0.80
0.90
1.00
0 0.2 0.4 0.6 0.8 1
EnviroNetFPARWSNEstimate
MODIS FPAR Estimate
Santa Rosa Environmental Monitoring
Super Site: FPAR MODIS Comparison
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 0.2 0.4 0.6 0.8 1
EnvironetFPARWSNEstimate
MODIS FPAR Estimate
MODIS TERRA MODIS AQUA
+Santa Rosa Environmental Monitoring
Super Site: NEE and APAR from WSNs.
+
Long term deployment of a WSN:
Brazil, 10 –years (2006-2016).
Temperature/RH Photosynthetic Active Radiation (PAR)
+
Final remarks: Challenges with
Environmental WSNs
n Standardization
n Durability of Hardware
n Power Management
n Data Management!!!
+Final Remarks: Changes on the
environmental monitoring paradigm
+
Current fact finding
Analyze data in motion – before it is stored
Low latency paradigm, push model
Data driven – bring the data to the query
Historical fact finding
Find and analyze information stored on disk
Batch paradigm, pull model
Query-driven: submits queries to static data
Traditional Computing Stream Computing
Query Data Results Data Query Results
Stream computing – Analyzing data in motion
+ Thank You!

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Autonomous Wireless Sensor Networks: from development to long term implementation

  • 1. + Autonomous Wireless Sensor Networks: from development to long term implementation Prof. Dr. Arturo Sanchez-Azofeifa1 (arturo.sanchez@ualberta.ca) Saulo Castro1, Mauricio Vega-Araya2 1. Alberta Centre for Earth Observation Sciences (CEOS) University of Alberta 2. Univesidad Nacional de Costa Rica
  • 2. +
  • 4. + Applications of some WSN in the literature Application Location #,sensor,nodes Institution Year Duration Variables Links,between,weather,&, hydrology:,catchment? scale,monitoring Hawaii not,given U,Hawaii 2008 7,months water:,pH,,temp,, conductivity,,pO2,, turbidity,,water,level Soil,water,content Almkerk,, Netherlands 18 Twente,&, Wageningen 2009 6,months soil,moisture, (Decagon) Climate,,broadly Amazon UNAMA 2006 Petrel,nesting Maine 32 Intel,&,UC, Berkeley 2002 7,months light,,temp,,IR,,RH,, barometric,pressure Sediment Kansas 2 Kansas,State 2008 8,months opacity Center?pivot,irrigation Texas 17 USDA 2008 1,month IR,thermometer,for, canopy,temp,,air, temp,,RH,,solar, radiation,,windspeed,, rainfall Traveling,irrigation Montana 5 USDA 2008 4,months temp,,RH,,wind, speed,,wind,direction After MacGregor et al. 2013
  • 5. + •  Measurements at many spatial and temporal scales •  Changing data needs (usually sparse) •  Increased spatial coverage in heterogeneous environments. •  Synchronized sampling across sensors. •  Real-time data retrieval capabilities. •  Landscape scale remote sensing validation of biophysical products. •  Reduced human effort with increased information output. •  Non-intrusive! Advantages ofWSN in monitoring
  • 6. + Network Topologies and spatial design
  • 7. + Sensor Network Cyberinfrastructure n  Near real-time data management for Wireless Sensor Networks n  Simplified data/trend visualization n  Data mining: web data/metadata for cross- discipline social network research cooperation and analysis
  • 8. +
  • 9. + Santa Rosa Environmental Monitoring Super Site, Costa Rica
  • 10. Santa Rosa National Park, Environmental Monitoring Super Site, Guanacaste, Costa Rica: •  10 billion data points/year •  CO2/H20 fluxes (vegetation and soil) •  Hyperspectral canopy observations •  Wireless Sensor Networks •  On-line/Real time communication via satellite technology •  Drone research •  Micro-Satellite testing site (AlbertaSat) •  Atmospheric Sounding calibration site •  NASA Calibration/Validation site •  Airborne and ground-based LiDAR
  • 11. +Santa Rosa Environmental Monitoring Super Site: NEE and APAR from WSNs. 0 0.2 0.4 0.6 0.8 1 1.2 2013-161 2013-185 2013-209 2013-233 2013-257 2013-281 2013-305 2013-329 2013-353 2014-09 2014-33 2014-57 2014-81 2014-105 2014-129 2014-153 2014-177 2014-201 2014-225 2014-249 2014-273 2014-297 2014-321 2014-345 2015-01 2015-25 2015-49 2015-73 2015-97 2015-121 2015-145 2015-169 2015-193 2015-217 2015-241 2015-265 2015-289 2015-313 2015-337 2015-361 2016-017 2016-041 2016-065 2016-089 FPAR Terra MODIS v Environet FPAR Raw MODIS FPAR Raw Environet FPAR Score
  • 12. + 0.00 0.10 0.20 0.30 0.40 0.50 0.60 0.70 0.80 0.90 1.00 0 0.2 0.4 0.6 0.8 1 EnviroNetFPARWSNEstimate MODIS FPAR Estimate Santa Rosa Environmental Monitoring Super Site: FPAR MODIS Comparison 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 0.2 0.4 0.6 0.8 1 EnvironetFPARWSNEstimate MODIS FPAR Estimate MODIS TERRA MODIS AQUA
  • 13. +Santa Rosa Environmental Monitoring Super Site: NEE and APAR from WSNs.
  • 14. + Long term deployment of a WSN: Brazil, 10 –years (2006-2016). Temperature/RH Photosynthetic Active Radiation (PAR)
  • 15. + Final remarks: Challenges with Environmental WSNs n Standardization n Durability of Hardware n Power Management n Data Management!!!
  • 16. +Final Remarks: Changes on the environmental monitoring paradigm
  • 17. + Current fact finding Analyze data in motion – before it is stored Low latency paradigm, push model Data driven – bring the data to the query Historical fact finding Find and analyze information stored on disk Batch paradigm, pull model Query-driven: submits queries to static data Traditional Computing Stream Computing Query Data Results Data Query Results Stream computing – Analyzing data in motion