Top Banner
Image Source: IEEE Spectrum
11

Making sense of IoT, M2M and Big Data

Apr 14, 2017

Download

Technology

Welcome message from author
This document is posted to help you gain knowledge. Please leave a comment to let me know what you think about it! Share it to your friends and learn new things together.
Transcript
Page 1: Making sense of IoT, M2M and Big Data

Image Source: IEEE Spectrum

Page 2: Making sense of IoT, M2M and Big Data
Page 3: Making sense of IoT, M2M and Big Data

The IoT Architecture

Information Value

Loop

ApplicationsAnalyticsData AggregationNetworksSensors

M2M

Big Data

IoT

Page 4: Making sense of IoT, M2M and Big Data

The IoT Equation

Page 5: Making sense of IoT, M2M and Big Data

Sensors – The Eyes & Ears

Cost of a Sensor

µ-Processor Clock Speed

Key Issues: Power Constraints Energy

Harvest Data Transfer Event-driven Security Encryption,

Bandwidth Interoperability Std. vs Prop.

Small, Low Power, Low Memory Devices

Page 6: Making sense of IoT, M2M and Big Data

Networks – The Lifeline

Home Area Network(Bluetooth, 6LoPAN, ZigBee, WiFi)

Neighborhood Area Network

(WiFi-Mesh, Cellular)

Wide Area Network(Fixed, Cellular WAN)

Key Issues: Coverage Range, Reliability Capacity Uplink-biased, Protocol

Overhead Security Authentication, Privacy Multiple Access Last Grasp, Sleep

Mode Addressing IPv6, Multicast/Broadcast Protocol s MQTT, COAP QoS Variability OFDM, DSCP

Too Many Devices, Too Many Types

Page 7: Making sense of IoT, M2M and Big Data

Data Processing – The Brian

SQL/NoSQL Queries

Key Techniques: Distributed Storage (Hadoop HDFS) Parallel Processing (MAP-Reduce, Apache

Pig/Hive/HBase) In-memory Processing (Apache Spark)

Too Many, Too Much, Too FastDATA BIG DATA

Page 8: Making sense of IoT, M2M and Big Data

Analytics – The Mind

Open-source Analytics Tools

Key Areas:Artificial Intelligence (AI)Machine LearningDeep LearningComplex Event Processing (CEP)Natural Language Processing (NPL)

Making Sense of Data

Page 9: Making sense of IoT, M2M and Big Data

Applications – The Life of IoT

Page 10: Making sense of IoT, M2M and Big Data

Case Study – Connected Vehicles

Autopilot Smart Charging

Solar Charging

Vehicle to Grid

Page 11: Making sense of IoT, M2M and Big Data