Big Data Analytics for IoT and Machine Intelligence

Big Data Analytics for Internet of
Things and Machine Intelligence
Shamshad Ansari
President & CEO
Accure Inc.

Agenda
• Introduction
• Iot & Big Data
• IoT Reference Architecture
• IoT on Momentum
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com

Year 2020

Big Numbers of Small Things
Year 2020
$7.1
Trillion
$1.9
Trillion
50 Billion Connected Devices | Cisco
IoT Economic Vaule Added| Gartner
IoT Solutions Revenue| IDC
IoT
Processor
Cost Less
Than
$1
Gartner

What is IoT?
• Objects connected to
Internet and
communicating with each
other.
• Any object that can be
turned on and off could be
a part of the IoT.

Business Opportunities
Monitor
OptimizeControl
Improved
performance
Reduced cost
New innovative
products
1% savings across
all industries
$150 Billion
Savings
Source: GE

Is IoT New?
We’ve doing this
for many years
Yes
This is really very
facinating and looks
like IoT will change
the world
If IoT is not new, why is this buzz now?
- Widespread cell phone usage
- Reduced price of sensors
- Cheaper Internet connection
- Improvded technology to handle and make use of data

How Big Data Relates to IoT?
How much data?
Gas turbine comressor blade: 500GB/ day | GE
4.4
44
0.132
4.4
2015 2020
Overall
IoT
Zettabyte
An IoT Sensor generates
about 0.5MB per
variable per day
1000 sensors & 1000 variables = 500GB per day
IoT generates big data

IoT and Big Data
Data Ingestion Data Storage
Data
Processing
Data
Reporting
Action
A new mindset and technology is needed to handle IoT data

IoT Challanges
• Scale
– Size and fast growing data
– Large number of users
• Pace
– Fast pace analysis, command and control and cost
– Skill required to do data science and learn new
platform
• Environment
– Complex IoT infrastructure
– Security and privacy
– Lack of standards in data interoperability

IoT Solutions Until Now
• Complex and expensive
• Cost of failing was huge
• Mostly high-volume, homogenous devices,
where software needs are simple
– For simple things like thermostat, refrigerator etc.

Practical Solution Approach
• Think big. Start small
• Start small
– Experiment, learn, and refine
• Think big
– scale

Big Data IoT Architecture
Requirements
• Be able to handle hardware and software
hetrogenity
• Be able to scale big
• Provide low latency

Momentum as an IoT Platform
Momentum provides a configurable platform to manage IoT
• Per device level security
• Massive scalability – millions of concurrent sensors
• Real-time and batch analytics
• Predictive analytics
• Smart alerts

IoT Reference Architecture
Streaming
Gateway
Adapter
Local
Gateway
Scalable
storage
Batch analytics
Realtime
analytics Visualiza
tion

Working Example:
Smart Street Light Analytics
Environment Internal parts Weather
Temperature Temperature Temperature
Pressure Input voltage Pressure
Humidity Output voltage Humidity
Noise Light intensity Sand storm
Rain
Snow
Fog
External DataSensor Data

Momentum in Smart Street Lights
• Data Ingestion
• Predictive Model Building
• Predictive analytics – batch
• Realtime analytics

Momentum Demo – How to create
Streaming Hub

Predictive Modeling
Feature Engineering
• Set A = weather + holiday + weekday + weekend features for the
predicted day
• Set B = number of vehicles that passed each pole in each of the
previous 12 hours
• Set C = number of vehicles that passed in each of the previous 12
days at the same hour
• Set D = number of vehicles that passed in each of the previous 12
weeks at the same hour and the same day
Traing Sets
• Training set 1: feature set A only
• Training set 2: feature sets A+B
• Training set 3: feature sets A+B+C
• Training set 4: feature sets A+B+C+D

Load Data to Momentum
-Specify your source data
- RDBMS
- NoSQL
- Delimited files
- Full or continuos/incremental mode

Pre-processing & Transformation
Provide transformation logic in the form of familiar SQL statement

Predictive Modeling
Predictive Modeling without any programming

Scoring
Model A+B+C is preferred as it has the lowest RMS

Conclusion
• Momentum provide highly scalable IoT
platform
• Big data analytics without any programming
• Reduce implementation time and cost

Next Step
Visit us at www.accureanalytics.com
For an online demo
email us at info@accureanalytics.com

Big Data Analytics for IoT and Machine Intelligence

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