Title: Sensor
1Sensor Computing Infrastructure for
Environmental RisksSCIER FP6-2005-IST-5
- Stathes Hadjiefthymiades (NKUA)
- 1st Student Workshop on Wireless Sensor Networks
- Brussels, Oct. 2008
2Main Objectives
- Sensor network infrastructures for the detection
and monitoring of disastrous natural hazards. - Advanced sensor fusion and management schemes.
- Risk evolution models simulated on GRID.
- Multi-risk platform.
- Public-private sector cooperation.
3SCIER architecture
4SCIER Sensing Subsystem
- Sensor Infrastructure
- In-field sensor nodes (humidity, temp, wind
speed/direction) - Out-of-field vision sensors (vision sensor)
- Sensor Data Fusion
5SCIER Computing Subsystem
- Computation and Storage
- Environmental models
- Flash Floods (FL), forest fires (FF)
- GIS Infrastructure
- Storage, analysis and visualization of monitored
data, spatial calibration and event localization - Predictive Modeling
- Front-End Subsystem
6Local Alerting Control Unit (LACU)
Alerting Infrastructure
Sensor Infrastructure
Computing Subsystem
Sensing system proxy
LACU Software modules
XML
OSGI
JDBC
DataBase
Data flow
Control flow
7Computing Subsystem Architecture
8LACU Fusion Component (FF)
- Receives sensor data and executes fusion
algorithms. - Generates fused data with degree of reliability.
- Fused data fed to the Computing Subsystem.
92nd Level Fusion Process (FF) in CS
- Camera data and Fused sensor data from LACUs are
processed . - Algorithms
- Voting algorithm
- Dempster Shafer Theory of Evidence
- Triggers simulations according to the final
probability of fire, flood, etc.
10FF simulation modeling
- Simulation of several possible futures through
the GRID infrastructure. - GRID used to simulate many possible future
situations (1-100) under different propagation
conditions - results analyzed to identify the size and shape
of the resulting burned area, and provide
probabilities for each of the simulated futures.
11FL Modeling
- Conditions stored in metadata catalog
- Engine for parsing and evaluating conditions
based on incoming data. - Interface with Simulation subsystem triggering
model execution based on fusion result
conditions
Metadata Catalog
Sensor input data
Condition evaluation engine
Fusion Decision
12SCIER GRID and FL with web-services
Sensors
- Collect data (locationtimevalue)
- precipitation
- temperature
- humidity
- wind
Fusion
SCIER central point
User interface
GRID
Forwards data to storage Issues simulation
jobs Runs web server with UI
Executes fire modelling jobs
HTTP
ArcGIS
File share, SQL
SQL
Web services
Services
- Storage for
- fire models executables
- model input data
- model structural data
- model output data
- Pre-prepared WS CS scenarios
Simulation PC(s)
Executes 1D flood modelling jobs Incorporates
pre-calculated flood maps lookup
13System Validation Evaluation
- Testing includes both fires and flooding
- Gestosa, Portugal (experimental and controlled
burns) - Stamata, Attica, Greece (fires, system deployed)
- Aubagne, Bouches du Rhone, S. France (fires and
floods, deployment underway) - Brno, Czech Republic (floods, system deployed)
14System Validation Evaluation
- Gestosa, Portugal (experimental and controlled
burns)
15System Validation Evaluation
- Stamata, Attica, Greece (fires, system deployed)
16System Validation Evaluation
- Aubagne, Bouches du Rhone, S. France (fires and
floods, deployment underway)
17Thank you!
Project website http//www.scier.eu