iot device intelligence anomaly detection · braja das mar 28, 2018. contents 3/28/2018 iot device...
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Real Time IoT Device Intelligence Anomaly Detection
3/28/2018 IoT Device Intelligence and Real Time Anomaly Detection 1
Braja DasMar 28, 2018
Contents
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Definition : Total Quality Management
Real Time Anomaly Detection : Statistical Process Control, Pattern Recognition
Unsupervised Learning : Classification
IoT Device Intelligence : Data Exploration
Total Quality Management
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Quality Definition:“Cycles of continuous improvement.”
Quality Management Principles
Fig: Key Quality Management Principles
Real Time Anomaly Detection
IoT Device Intelligence-- Measurement for decisions and actions-- Maximize chance of success
Anomaly Detection-- Defects detection from observations-- Classify observations for decisions
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Data Exploration in IoT Device Intelligence
Data Exploration
-- Data exploration, cleaning, preparation takes 70% of project time.
-- Foundation of Predictive Modeling.
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HVAC Air Handling Unit
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Measures-- Outside/Return Air Temperature-- Supply Air Temperature-- Relative Humidity
Data Exploration in IoT Device Intelligence
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-- Binary Tree (Good/Bad)
-- Decision TreeAssociation Rule
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Questions?
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