ieg 201402 flutura m2m data science
Post on 18-Oct-2014
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Information Excellence Group 2014 Spring "Business Analytics Industry Summit", M2M Data Science, Ganesh Parthasarathy, Sr Director, FLUTURATRANSCRIPT
FLUTURA:
Unlocking the
M2M
Data ScienceGanesh
Parthasarathy
Unlocking The Next Industrial Revolution – M2M Data Science
Flutura Decision Sciences and Analytics
DATA SCIENTIST
FLUTURA’S PACK OF DATA SCIENTISTS
What my mom thinks I do
What my friends thinks I do
KEEP CALM AND DIG DEEP INTO
DATA
What I actually do
3 HATS OF A DATA SCIENTIST
MATH TECHNOLOGY BUSINESS
Smart
Infrastructure No span of steel will tolerate…neglect. But if service by generations who use it and spared manmade hazards, such as war, it should have life without end
- Joseph Strauss, Chief Architect, Golden Gate Bridge
7
Tension
Temp
Service Strain
Incline
Behind the Scenes
Integrity Monitoring
• Alarm Patterns • Strain Trends • Maintenance Data
Raw Data Hypothesis
testing
EDA
Load Balancing • Equilibrium • Load point cluster • Prediction Models
Preventive Maintenance
• Damage Detection • Classification • Real time Alerts
Smart Infrastructure
Integrity Monitoring
• Alarm Patterns • Strain Trends • Maintenance Data
Load Balancing • Equilibrium • Load point cluster • Prediction Models
Preventive Maintenance
• Damage Detection • Classification • Real time Alerts
10
Smart Assets powered by Cerebra
“Enabling strong responses to weak signals at the last mile” is the key to sustainable “Zero unsafe behaviours and conditions” and to ensure our People are safe, our Environment is protected, our Assets are secure, and indeed our Reputations are intact - Srikanth M, Co-Founder of Flutura
Voltage
Temp
Crrnt Events
Service
Behind the Scenes
Raw Data
Hypothesis testing
EDA
Device Safety
• How healthy is the device? • Which device needs
attention? • Is there any device that are
critical? • Which parameters are
making the device unhealthy?
12
Smart Grids powered by Cerebra
"An analysis by the Electric Power Research Institute estimates that the implementation of smart grid technologies could reduce electricity use by more than 4 percent by 2030. That would mean a savings of $20.4 billion for businesses and consumers around the country..." - President Obama White House Press Release- October 2009
Smart Meter
DTR
SCADA Tamper Events
Outage Events
Behind the Scenes
Raw Data
Hypothesis testing
EDA
Peak Load Stress
• You can save 3% on your energy bill for every degree you lower your thermostat
• U.S. power plants emit roughly 2.4 billion tons of CO2 per year, approximately 40% of the nation’s total global warming pollution
Frequent Outages
• $188 Billion estimated value of economics losses per year in USA
• July 2012 India blackout was the largest power outage in Indian history
• 620 million people, about 9% of the world population
Smart Grids
Peak Load Stress
• You can save 3% on your energy bill for every degree you lower your thermostat
• U.S. power plants emit roughly 2.4 billion tons of CO2 per year, approximately 40% of the nation’s total global warming pollution
Frequent Outages
• $188 Billion estimated value of economics losses per year in USA
• July 2012 India blackout was the largest power outage in Indian history
• 620 million people, about 9% of the world population
M
FLUTURA’S M2M MANTRAS
M M
Mantra-1 : Think “MVP-Minimum Viable Product”
Mantra-2 : Think “Biz backward … NOT Tech forward”
1. What is the business problem you are solving ? Tightly framed ?
2. Why is important to solve this problem ?
3. Is the business pain acknowledged ?
4. How would the end user “feel”?
5. Are budgets allocated ?
6. What is the actual use case to solve the pain ?
Connect with business @ a deeper level !
Mantra-3 : Think “Data Signatures”
• Text Mining
• Collaborative Filtering
• Scoring Model
• Clustering
• Decision Trees
ML Algorithm can SPOT many Signatures
Mantra-4 : See Value in the Data
Mantra-5 : Think “Triangulation”
The “Real Juices”
Mantra-6 : Think “Data Products”
Focus on Actions Not Just Insights
Mantra-7 : “It’s not only science”
End User is always a human being
It’s not only science Data Products
Triangulation
Biz backward … NOT Tech forward
Data Signatures
See Value in the Data
FLUTURA’S M2M MANTRAS
Minimum Viable Product
ANY QUESTIONS?
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