momentum in big data, iot and machine intelligence

Big Data Analytics for Internet of Things and Machine Intelligence

Shamshad AnsariPresident & CEO

Accure Inc.

© Copyright Accure Inc. All rights reserved. www.accureanalytics.com

Agenda

• Introduction• Iot & Big Data• IoT Reference Architecture• IoT on Momentum


Year 2020


Big Numbers of Small ThingsYear 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

$1Gartner


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 costNew 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

2015 2020

4.4

44

0.1324.4

OverallIoT

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 ModelingFeature 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 dayTraing 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 [email protected]

http://www.accureanalytics.com/

mailto:[email protected]

momentum in big data, iot and machine intelligence

Data & Analytics