Intelligence at the Edge

Chapter 8: Using Deep Learning with Your IoT Digital Twin

By Brad Klenz

Introduction

How Can Analytics Be Used to Create a Digital Twin?

Digital Twin Examples

Smart Grid

Connected Vehicle

Smart Building

Sensors Might Be Too Expensive

Sensors Might Interfere with the Device

Sensors Might Not Communicate Well

Data Might Be Collected at Different Intervals

Analytic Techniques to Fill the Gaps

Anomaly Detection

Using Your System Model for Anomaly Detection

Operating Modes for Anomaly Detection

Changes in Relationships Between the Parts of Your System

Changes in Patterns Over Time

Predicting the Future with Your Digital Twin Model

Using Your Digital Twin Model for Simulations

Building Your Digital Twin Model

Applying Deep Learning Techniques

Real-time ...