Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.
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 r...
Year 2020
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Big Numbers of Small Things
Year 2020
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
$7.1
Trillion
$...
What is IoT?
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
• Objects connected to
Internet and
comm...
Business Opportunities
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Monitor
OptimizeControl
Improv...
Is IoT New?
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
We’ve doing this
for many years
Yes
This ...
How Big Data Relates to IoT?
How much data?
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Gas turbi...
IoT and Big Data
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Data Ingestion Data Storage
Data
Pro...
IoT Challanges
• Scale
– Size and fast growing data
– Large number of users
• Pace
– Fast pace analysis, command and contr...
IoT Solutions Until Now
• Complex and expensive
• Cost of failing was huge
• Mostly high-volume, homogenous devices,
where...
Practical Solution Approach
• Think big. Start small
• Start small
– Experiment, learn, and refine
• Think big
– scale
© C...
Big Data IoT Architecture
Requirements
• Be able to handle hardware and software
hetrogenity
• Be able to scale big
• Prov...
Momentum as an IoT Platform
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Momentum provides a confi...
IoT Reference Architecture
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Streaming
Gateway
Adapter
...
Working Example:
Smart Street Light Analytics
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Environ...
Momentum in Smart Street Lights
• Data Ingestion
• Predictive Model Building
• Predictive analytics – batch
• Realtime ana...
Momentum Demo – How to create
Streaming Hub
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Predictive Modeling
Feature Engineering
• Set A = weather + holiday + weekday + weekend features for the
predicted day
• S...
Load Data to Momentum
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
-Specify your source data
- RDB...
Pre-processing & Transformation
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Provide transformatio...
Predictive Modeling
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Predictive Modeling without any p...
Scoring
© Copyright Accure Inc. All rights reserved. www.accureanalytics.com
Model A+B+C is preferred as it has the lowest...
Conclusion
• Momentum provide highly scalable IoT
platform
• Big data analytics without any programming
• Reduce implement...
Next Step
Visit us at www.accureanalytics.com
For an online demo
email us at info@accureanalytics.com
© Copyright Accure I...
Upcoming SlideShare
Loading in …5
×

Momentum in Big Data, IoT and Machine Intelligence

17,069 views

Published on

Accure Momentum is a big data and IoT platform that allows ingesting IoT stream at large scale and build predictive and preventive analytics.

Published in: Data & Analytics
  • Be the first to comment

Momentum in Big Data, IoT and Machine Intelligence

  1. 1. Big Data Analytics for Internet of Things and Machine Intelligence Shamshad Ansari President & CEO Accure Inc.
  2. 2. Agenda • Introduction • Iot & Big Data • IoT Reference Architecture • IoT on Momentum © Copyright Accure Inc. All rights reserved. www.accureanalytics.com
  3. 3. Year 2020 © Copyright Accure Inc. All rights reserved. www.accureanalytics.com
  4. 4. Big Numbers of Small Things Year 2020 © Copyright Accure Inc. All rights reserved. www.accureanalytics.com $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
  5. 5. What is IoT? © Copyright Accure Inc. All rights reserved. www.accureanalytics.com • 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.
  6. 6. Business Opportunities © Copyright Accure Inc. All rights reserved. www.accureanalytics.com Monitor OptimizeControl Improved performance Reduced cost New innovative products 1% savings across all industries $150 Billion Savings Source: GE
  7. 7. Is IoT New? © Copyright Accure Inc. All rights reserved. www.accureanalytics.com 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
  8. 8. How Big Data Relates to IoT? How much data? © Copyright Accure Inc. All rights reserved. www.accureanalytics.com 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
  9. 9. IoT and Big Data © Copyright Accure Inc. All rights reserved. www.accureanalytics.com Data Ingestion Data Storage Data Processing Data Reporting Action A new mindset and technology is needed to handle IoT data
  10. 10. 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 © Copyright Accure Inc. All rights reserved. www.accureanalytics.com
  11. 11. 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. © Copyright Accure Inc. All rights reserved. www.accureanalytics.com
  12. 12. Practical Solution Approach • Think big. Start small • Start small – Experiment, learn, and refine • Think big – scale © Copyright Accure Inc. All rights reserved. www.accureanalytics.com
  13. 13. Big Data IoT Architecture Requirements • Be able to handle hardware and software hetrogenity • Be able to scale big • Provide low latency © Copyright Accure Inc. All rights reserved. www.accureanalytics.com
  14. 14. Momentum as an IoT Platform © Copyright Accure Inc. All rights reserved. www.accureanalytics.com 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
  15. 15. IoT Reference Architecture © Copyright Accure Inc. All rights reserved. www.accureanalytics.com Streaming Gateway Adapter Local Gateway Scalable storage Batch analytics Realtime analytics Visualiza tion
  16. 16. Working Example: Smart Street Light Analytics © Copyright Accure Inc. All rights reserved. www.accureanalytics.com 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
  17. 17. Momentum in Smart Street Lights • Data Ingestion • Predictive Model Building • Predictive analytics – batch • Realtime analytics © Copyright Accure Inc. All rights reserved. www.accureanalytics.com
  18. 18. Momentum Demo – How to create Streaming Hub © Copyright Accure Inc. All rights reserved. www.accureanalytics.com
  19. 19. 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 © Copyright Accure Inc. All rights reserved. www.accureanalytics.com
  20. 20. Load Data to Momentum © Copyright Accure Inc. All rights reserved. www.accureanalytics.com -Specify your source data - RDBMS - NoSQL - Delimited files - Full or continuos/incremental mode
  21. 21. Pre-processing & Transformation © Copyright Accure Inc. All rights reserved. www.accureanalytics.com Provide transformation logic in the form of familiar SQL statement
  22. 22. Predictive Modeling © Copyright Accure Inc. All rights reserved. www.accureanalytics.com Predictive Modeling without any programming
  23. 23. Scoring © Copyright Accure Inc. All rights reserved. www.accureanalytics.com Model A+B+C is preferred as it has the lowest RMS
  24. 24. Conclusion • Momentum provide highly scalable IoT platform • Big data analytics without any programming • Reduce implementation time and cost © Copyright Accure Inc. All rights reserved. www.accureanalytics.com
  25. 25. Next Step Visit us at www.accureanalytics.com For an online demo email us at info@accureanalytics.com © Copyright Accure Inc. All rights reserved. www.accureanalytics.com

×