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A System for Semantic Data Fusion in Sensor Networks. Alex Wun, Milenko Petrovic and Hans-Arno Jacobsen Department of Electrical and Computer Engineering Department of Computer Science University of Toronto. Sensor Network Management. Manufacturer. Supplier/ Distributor.
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A System for Semantic Data Fusion in Sensor Networks Alex Wun, Milenko Petrovic and Hans-Arno Jacobsen Department of Electrical and Computer Engineering Department of Computer Science University of Toronto
Sensor Network Management Manufacturer Supplier/ Distributor Business Activity Monitoring RFID Tracking SLA Monitoring Retailer Logistics Need data fusion of sensor events in distributed applications
Research ChallengesAddressed • Detect emergent application level events using data from distributed sensor networks • Translate sensor events according to application semantics • Decouple sensor event translation mechanisms from application event detection logic
System Architecture Independent Sensor Networks Distributed CPS Broker Federation
Demonstration Setup Application client Application client Sensor gateway Sensor gateway P/S client P/S client P/S broker FactoryLogistics Ontology Environmental Monitoring Ontology Sensor motes
Factory Logistics Ontology FactoryEvent EquipmentReport EnergyReport InventoryReport EquipmentStatus EquipmentFailure InventoryArrival InventoryShipped InventoryNew QAReport Multi-sourceLight Reading Light Reading Temp Reading factoryStatus equipFailure energyStatus Equipment: on, off, active, done Inventory: arrival, received, shipping, shipped Equipment: normal, warning critical QA Test: pass, fail Energy Consumption Estimate:watt-hours
Environmental Monitoring Ontology EnvironmentEvent GeologicEvent OceanicEvent VolcanoStatus EarthquakeStatus CarbonReport SulfurReport Light and Temp Readings Light and Temp Readings Light Reading volcanoMonitor earthquake ocean Volcano:inactive, dormant, active Earthquake:stable, caution, warning Ocean: high-carbon, high-sulfur,volcanic activity
References • Alex Wun, Milenko Petrovic and Hans-Arno Jacobsen, A System for Semantic Data Fusion in Sensor Networks, DEBS 2007 • http://microtopss.msrg.utoronto.ca • http://padres.msrg.utoronto.ca
System Features and Concepts • Sensor events translated using application ontologies • Event detection can mix high-level semantic events with fine-grained sensor data