Ce diaporama a bien été signalé.
Nous utilisons votre profil LinkedIn et vos données d’activité pour vous proposer des publicités personnalisées et pertinentes. Vous pouvez changer vos préférences de publicités à tout moment.
A NEW PLATFORM FOR A NEW ERA
Creating the
Digital Brain
Kaushik Das
Senior Principal Data Scientist

© Copyright 2014 Pivotal. All rights reserved.

2
TODAY
We have analytics on Big Data
…and we have smart machines.

© Copyright 2014 Pivotal. All rights reserved.

3
But That Does not Help Us Prevent
Accidents Like the Macondo Disaster

© Copyright 2014 Pivotal. All rights reserved.

4
WHAT IF
We Could Prevent Disasters
Like This ?

© Copyright 2014 Pivotal. All rights reserved.

5
We Have All the Ingredients of a Smart System
Sensors

© Copyright 2014 Pivotal. All rights reserved.

Actuators

Decision...
But Where is the Brain?
Sensors

© Copyright 2014 Pivotal. All rights reserved.

?

Actuators

7
The Brain Brings it All Together
The Brain:
1.takes in the input from the eyes
2.analyzes it to compute the
trajectory of ...
Let’s Put in a Digital Brain
and Make Systems Smart

© Copyright 2014 Pivotal. All rights reserved.

9
Let’s Build a Digital Brain
The brain brings it all together
1.takes in the input from a large
number of sensors
2.Builds ...
And Now Let’s Prevent Disasters
Input:

Action:
Shut down to
prevent blowout

Sensors in drill

The Digital Brain:
Extract...
Smart System = Sensors + Digital Brain + Actuators
Data Lake

Sensors & actuators

Data Science for
Building Models
Data Lake Architecture
Unified Sources

Centralized Management
System monitoring

Real-time
ingestion

System management

...
The Digital Brain: Making a Smart Grid Smarter!
Input:

Data from smart
meters

Action:
Where to send trucks
and when, pre...
The Data Science that Goes into the Digital Brain
Identify patterns
based on frequency

© Copyright 2014 Pivotal. All righ...
Now the Power Company Knows a Tree has
Fallen Even Before the Residents Complain

© Copyright 2014 Pivotal. All rights res...
“Zero unplanned downtime
is a key goal for
GE’s use of the Industrial Internet”
Jeff Immelt, GE

© Copyright 2014 Pivotal....
WHAT IF
We can take this even further – what about
zero unplanned outages, zero industrial accidents
and zero environmenta...
FOR MORE DETAILS

http://blog.gopivotal.com/
features/creating-the-digital-brain

© Copyright 2014 Pivotal. All rights res...
A NEW PLATFORM FOR A NEW ERA
Prochain SlideShare
Chargement dans…5
×

Data Science and Smart Systems: Creating the Digital Brain

2 840 vues

Publié le

Big Data technologies enable us to build the digital brain of smart systems. I will illustrate with examples how we build a digital brain by collecting data from a large number of sensors and using the brain to find value in that data. We build a Data Lake using cutting edge technology from Pivotal and use it to store large amounts of sensor and other data. Then we can find patterns in that data by applying the Data Science methodology using sophisticated machine learning and statistical algorithms customized to run on big data within the Data Lake. Armed with these patterns the system can detect anomalies and respond in an appropriate manner. Data Science combined with sensors and actuators can make a system smart!

Publié dans : Technologie
  • How can I improve my memory before an exam? How can I improve my study skills? learn more... ♥♥♥ https://tinyurl.com/brainpill101
       Répondre 
    Voulez-vous vraiment ?  Oui  Non
    Votre message apparaîtra ici
  • Protect your brain from memory loss with brain pill. find out more... ➤➤ https://bit.ly/2GEWG9T
       Répondre 
    Voulez-vous vraiment ?  Oui  Non
    Votre message apparaîtra ici

Data Science and Smart Systems: Creating the Digital Brain

  1. 1. A NEW PLATFORM FOR A NEW ERA
  2. 2. Creating the Digital Brain Kaushik Das Senior Principal Data Scientist © Copyright 2014 Pivotal. All rights reserved. 2
  3. 3. TODAY We have analytics on Big Data …and we have smart machines. © Copyright 2014 Pivotal. All rights reserved. 3
  4. 4. But That Does not Help Us Prevent Accidents Like the Macondo Disaster © Copyright 2014 Pivotal. All rights reserved. 4
  5. 5. WHAT IF We Could Prevent Disasters Like This ? © Copyright 2014 Pivotal. All rights reserved. 5
  6. 6. We Have All the Ingredients of a Smart System Sensors © Copyright 2014 Pivotal. All rights reserved. Actuators Decision Support Tools 6
  7. 7. But Where is the Brain? Sensors © Copyright 2014 Pivotal. All rights reserved. ? Actuators 7
  8. 8. The Brain Brings it All Together The Brain: 1.takes in the input from the eyes 2.analyzes it to compute the trajectory of the ball 3.tells the body what action to take to hit the ball © Copyright 2014 Pivotal. All rights reserved. 8
  9. 9. Let’s Put in a Digital Brain and Make Systems Smart © Copyright 2014 Pivotal. All rights reserved. 9
  10. 10. Let’s Build a Digital Brain The brain brings it all together 1.takes in the input from a large number of sensors 2.Builds a model and uses it to analyze incoming data 3.tells the actuators what action to take Over a network of machines © Copyright 2014 Pivotal. All rights reserved. 10
  11. 11. And Now Let’s Prevent Disasters Input: Action: Shut down to prevent blowout Sensors in drill The Digital Brain: Extracts patterns and flags outliers/anomalies © Copyright 2014 Pivotal. All rights reserved. 11
  12. 12. Smart System = Sensors + Digital Brain + Actuators Data Lake Sensors & actuators Data Science for Building Models
  13. 13. Data Lake Architecture Unified Sources Centralized Management System monitoring Real-time ingestion System management Unified Data Management Tier Data mgmt. services Flexible Actions MDM RDM Audit and policy mgmt. Real-time insights Workflow management Micro batch ingestion Processing Tier In-memory Interactive insights MPP database Batch ingestion Distillation Tier Batch insights HDFS storage Unstructured and structured data © Copyright 2014 Pivotal. All rights reserved. 13
  14. 14. The Digital Brain: Making a Smart Grid Smarter! Input: Data from smart meters Action: Where to send trucks and when, preventive maintenance The Digital Brain: Uses Fourier transform extracts patterns and flags outliers/anomalies © Copyright 2014 Pivotal. All rights reserved. 14
  15. 15. The Data Science that Goes into the Digital Brain Identify patterns based on frequency © Copyright 2014 Pivotal. All rights reserved. Detect anomalies 15
  16. 16. Now the Power Company Knows a Tree has Fallen Even Before the Residents Complain © Copyright 2014 Pivotal. All rights reserved. 16
  17. 17. “Zero unplanned downtime is a key goal for GE’s use of the Industrial Internet” Jeff Immelt, GE © Copyright 2014 Pivotal. All rights reserved. 17
  18. 18. WHAT IF We can take this even further – what about zero unplanned outages, zero industrial accidents and zero environmental disasters? © Copyright 2014 Pivotal. All rights reserved. 18
  19. 19. FOR MORE DETAILS http://blog.gopivotal.com/ features/creating-the-digital-brain © Copyright 2014 Pivotal. All rights reserved. 19
  20. 20. A NEW PLATFORM FOR A NEW ERA

×