IoT Device Intelligence Anomaly Detection · Braja Das Mar 28, 2018. Contents 3/28/2018 IoT Device...

Real Time IoT Device Intelligence Anomaly Detection

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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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