41
3
Internet of Things and Artificial Intelligence:
A New Road to the Future Digital World
Mrutyunjaya Panda
Utkal University
Bhubaneswar, India
B.K. Tripathy
VIT University
Vellore, India
CONTENTS
3.1 Introduction ..........................................................................................................................42
3.1.1 Working Principles of IoT .......................................................................................42
3.1.2 The Internet of Insecure Things ............................................................................43
3.2 Artificial Intelligence ...........................................................................................................43
3.2.1 Machine Learning ..................................................................................................43
3.3 IoT Basics ...............................................................................................................................44
3.3.1 Technology Challenges in IoT ................................................................................44
3.3.1.1 Data Integration from Multiple Sources ...............................................44
3.3.1.2 Scalability ..................................................................................................44
3.3.1.3 Device Management ................................................................................ 45
3.3.1.4 Device Diversity ....................................................................................... 45
3.3.1.5 Flexibility ................................................................................................... 45
3.4 IoT and AI ............................................................................................................................. 45
3.4.1 IoT Challenges and Capabilities ............................................................................ 45
3.4.2 IoT Won’t Work without AI .................................................................................... 45
3.5 Deep Learning and Its Role for IoT .................................................................................. 46
3.5.1 How Does a Computer Learn? and How Do Deep Learning
Algorithms Learn? ............................................................................................ 46
3.5.2 Complementing Deep Learning Algorithms with IoT Datasets ....................... 47
3.5.2.1 Deep Learning Algorithms and Time Series Data ............................... 48
3.5.2.2 IoT Implications ......................................................................................... 48
3.5.2.3 Implications for Smart Cities ................................................................... 48
3.5.2.4 Deep Learning as a Solution to IoT ........................................................ 48
3.6 Proposed Methodology and Datasets Used .................................................................... 48
3.6.1 Deep Learning with CNN ..................................................................................... 49
3.6.2 Training DCNN ....................................................................................................... 49
3.6.3 DCNN Layers and Functions ................................................................................ 49
3.6.4 Smart Grid ................................................................................................................ 50
3
Internet of Things and Artificial Intelligence:
A New Road to the Future Digital World
Mrutyunjaya Panda
Utkal University
Bhubaneswar, India
B.K. Tripathy
VIT University
Vellore, India
CONTENTS
3.1 Introduction ..........................................................................................................................42
3.1.1 Working Principles of IoT .......................................................................................42
3.1.2 The Internet of Insecure Things ............................................................................43
3.2 Artificial Intelligence ...........................................................................................................43
3.2.1 Machine Learning ..................................................................................................43
3.3 IoT Basics ...............................................................................................................................44
3.3.1 Technology Challenges in IoT ................................................................................44
3.3.1.1 Data Integration from Multiple Sources ...............................................44
3.3.1.2 Scalability ..................................................................................................44
3.3.1.3 Device Management ................................................................................ 45
3.3.1.4 Device Diversity ....................................................................................... 45
3.3.1.5 Flexibility ................................................................................................... 45
3.4 IoT and AI ............................................................................................................................. 45
3.4.1 IoT Challenges and Capabilities ............................................................................ 45
3.4.2 IoT Won’t Work without AI .................................................................................... 45
3.5 Deep Learning and Its Role for IoT .................................................................................. 46
3.5.1 How Does a Computer Learn? and How Do Deep Learning
Algorithms Learn? ............................................................................................ 46
3.5.2 Complementing Deep Learning Algorithms with IoT Datasets ....................... 47
3.5.2.1 Deep Learning Algorithms and Time Series Data ............................... 48
3.5.2.2 IoT Implications ......................................................................................... 48
3.5.2.3 Implications for Smart Cities ................................................................... 48
3.5.2.4 Deep Learning as a Solution to IoT ........................................................ 48
3.6 Proposed Methodology and Datasets Used .................................................................... 48
3.6.1 Deep Learning with CNN ..................................................................................... 49
3.6.2 Training DCNN ....................................................................................................... 49
3.6.3 DCNN Layers and Functions ................................................................................ 49
3.6.4 Smart Grid ................................................................................................................ 50