SlideShare a Scribd company logo
Two-Day IoT Workshop
I am delivering my 2-day intensive workshop:
“Planning Your IoT Business and Product Line”
Mountain View Computer History Museum on Dec. 14-15
Details at: http://www.iot-inc.com/training
Register at: http://iotworldevent.com/academy/2015/ Use
discount code: IoTInc25
Will be also delivering my 1-day workshop on January 13,
2016, the day of our next meetup
© Iot-Inc. 2014
Presentation, recording of Meetup and announcements for today’s meeting
will be sent in one week to everyone who provided their email upon signup
for this meeting or any other past Meetup
My email: bruce@iot-inc.com
Coming Up
© Iot-Inc. 2014
Next Meeting, Wednesday, January 14, 2016
IoT Business Meetup, Silicon Valley Meetup, Internet of
Thursdays Meetup and the Industrial Internet Meetup
IoT Mega Meetup: Four IoT Meetups Unite
powered by#IndustrialInternet
Digital Industrial – OT+IT
Himagiri Mukkamala, Head of Engineering, Predix
Build your digital industry
powered by#IndustrialInternet
powered by#IndustrialInternet
SOFTWARE IS IMPACTING EVERY INDUSTRY
20BN
Hotel Service
50BN
Taxi Service
18BN
Consumer App Economy
The world’s largest taxi company that owns no vehicles
The world’s largest accommodation provider that owns no real-estate
The world’s largest consumer hardware company only creates a few apps
powered by#IndustrialInternet
DIGITAL INDUSTRIAL IN FULL FORCE
Industrial Internet no longer is a probability, but an inevitability…
Installed base
of Smart Meters
to grow
by 2020
a day
generated by
GE Machines
Cars connected to
Internet grow six
fold by 2020100M
By 2020 over
by 2020
Terabytes
106
Copyright, General Electric Corporation, 2015
powered by#IndustrialInternet
4
APPLICATIONS
PLATFORM
ENTERPRISE (IT)
~$206B
INDUSTRIAL (OT)
~$225B
$125B$131B$82B
$100B$75B$88B
Source: Harbor Research, IDC, TCG Analysis
II MARKET BY 2020: $225BN
CONSUMER (IT)
~$170B
© General Electric Company, 2015. All Rights Reserved.
powered by#IndustrialInternet
Something’s wrong here…
?
XLS
alert
ITOT
powered by#IndustrialInternet
75-80% of intelligent
industry solutions will be
data intensive.
This goes beyond what traditional
systems can deliver such as back-
office, ERP-related billing,
procurement, and enterprise asset
management systems — leveraging
massive amounts of sensor data
via advanced predictive analytics.
Source: IDC
powered by#IndustrialInternet
CERT
NoSQL
Mobile
Connectivity
Asset Data mgmt.
CloudBig-Data
Cyber-SecurityData-Science
SQL
Predictive
Firewall
Wi-Fi Statistics
datamining
SaaS
CEAP
PMML
encryption
Data
datavisualization
PaaS
IaaS
DisasterRecoveryDashboards
CEP
DeepLearning
management
ZigBee
Accesscontrol
Videoanalytics
6LoWPAN
machinelearning
Storm
Spark
Embedded
Graph
master
Cassandra
SQ
MapReduce
4.9Bluetooth
powered by#IndustrialInternet
API API API
Connect Analyze Optimize
Predix
your cloud platform for the Industrial Internet
powered by#IndustrialInternet
Big Data
Physics
Analytics
Virtual Models
Digital Twin
+
powered by#IndustrialInternet
Go backwards to understand what happened
Go forward to understand what to do
Can the Digital Twin Time Travel?
powered by#IndustrialInternet
© 2015 General Electric Company - All rights reserved
Segmentation
Books
Demographic Psychographic [Model of ONE]
New Industries and Services [New Revenue]
Digital Consumer Leadership – Digital Transformation
10101110
101011101001
1010101110110
1001010101010
00100011101
0111
1st child,
5-10 months
Parents live
~ 600 miles
Parents 40th
anniversary,
July
Spends
$1.2K/month
online
Profiling, Prediction [PL of ONE]
digital
models
business
outcome
transformation
 expansion
Age 25-34
Income  $70K
FemaleAge 25-34
Income  $70K
Female
insights
applications
platform
PHYSICAL DIGITAL
10101011010110110111010
10101010111101011011010
10101010101010110100101
10001110100110100010101
101010101010101101
21 yrs.
$89B rev (‘14)
39 yrs.
$183B rev (‘14)
17 yrs.
$66B rev (‘14)
powered by#IndustrialInternet
© 2015 General Electric Company - All rights reserved
Digital Industrial Leadership – Digital Twin
New Services  Products [New Revenue]
101101011011101
011011101100101
111001111011010
110110101101110
101101110110111
011010111101010
101011101011011
010110111
Flies 80% in
Pacific NW
Due for overhaul
in 7.1 months
Last inspection found
distress ranking  2
Temp. T49
delta  10o F
Per Asset … PER FLIGHT [Model of ONE]
Per Asset Analytics [PL of ONE]
digital
models
business
outcome
transformation
 expansion
Flying in
North America
insights
applications
platform
Fleet
Flying in
North America
2-3 Service Years
Fleet Analytics
Services  Products
2.6 Service Years
Engineering models that continuously increase insights in each asset to deliver specific business
outcomes.
0 10 20 30 40
0
0.1
0.2
0.3
0.4
0.5
0.6
Life
Trips [K]
P{Event}
110010010000111111011010
101000100010000101101000
110000100011010011000100
110001100110001010001011
100000001101110000011100
110100011100100100001111
110110101010001000100001
011010001100100100001111
110110101010001000100001
0 10 20 30 40
0
0.01
0.02
0.03
0.04
0.05
0.06
Life
Trips [K]
P{Event}
30 40 50 60 70 80 90
0
0.1
0.2
0.3
0.4
0.5
Performance
Efficiency [%]
P{E}
50 55 60 65 70 75
0
0.1
0.2
0.3
0.4
0.5
Efficiency [%]
P{E}
Performance
Customized Optimizers
•  Dynamic controls
+ Digital Twin + PREDIX
Fleet LIFE Fleet PERF.
Individual LIFE Individual PERF.
…
powered by#IndustrialInternet
© 2015 General Electric Company - All rights reserved
Swarms can generate valuable content to
broker to other swarms or individuals:
•  Optimal configurations
•  Failure mode identification
•  Optimal controls
•  New algorithms
•  New security and fraud mitigation
techniques
Digital Twin – Creating the Cloud-Based Data Economy
• Dynamic teams of cooperative machines with similar operational and/or financial objectives.
• Generate content on their current  optimal states for specific operational and financial objectives.
Optimal settings for new operational modes:
Possible Security Anomalies:
I’m a new addition to this ridge. What
is the prevailing wind direction?
Generally 183o ± 5o. We’re also sending
our optimal vortex wake configuration.
We detected a suboptimal unit
rotation outside control tolerances.
Should we raise an alert?
We observed the same anomaly last week
during scheduled tower maintenance.
Check the service schedule.
I’m seeing an anomaly – is it a
precursor to a failure?
We saw it and then experienced a blade
rupture two days later… Coincidence?
Failure mode inquiries:
Translate and
Understand for
Specific Assets 
Conditions
2
New
Services
1
Publish and Search across
domains, objectives,
scenarios, and modes
1011011010110111010110111
0110111011010110110101101
1101011011101101110110101
1011010110111010110111011
0111011010111101010101011
1010110110101101110101101
1101101110110101101101011
0111010110111011011101101
0110110101101110101101110
1101110110101111010101010
11101
I’m newly installed. What is
the right fuel to air ratio at
this site? Generally 1.75% ± .05%.
We also see temperature
swings of 40o.
1.77% is
currently
optimal
Simulate
1.75% ±
.05% at
current
state
powered by#IndustrialInternet
© 2015 General Electric Company - All rights reserved
Key Enabling Technologies for Digital Twin
PREDIX PLATFORM
Inspection Capabilities
Automated Data Pre-processing
T4
9T3
cycles
Inputs
Domain Data1
Dynamic Performance Estimation
Cumulative Damage
Microstructure-Based Lifing
Physical+Digital Engineering Models2
Knowledge Extraction
Model Generation  Automation
Industrial Analytics3
4
Innovation, Speed, and Scale
powered by#IndustrialInternet
Predix Platform Architecture
powered by#IndustrialInternet
End-to-end platform, machine to cloud
powered by#IndustrialInternet
Connect ALL your OT / IT Systems
•  ANY asset (GE, non-GE; new, old)
•  ANY TIME, ANY PLACE connectivity
•  EDGE analytics
•  PUSH software updates
•  SECURED device management
OT / IT systems
powered by#IndustrialInternet
Digitize, Analyze, Monetize in the Cloud
•  ASSET DATA models, from pipe to plant
•  ANALYTIC modeling (R, Matlab, …)
•  Packaged DATA SCIENCES (GE, partners)
•  Data at SCALE (fast, vast)
•  METERING and COSTING (BizOps)
powered by#IndustrialInternet
powered by#IndustrialInternet
Build  design your apps FASTER
•  DEVOPS frequent deployments
•  AUTOMATION with Microservices
•  Roles-based EXPERIENCE for industries
•  ANY dev tool, programming language
powered by#IndustrialInternet
Ready for
the Cloud?
General Electric Company reserves the right to make changes in specifications and features, or discontinue the product or service described at any time, without notice or obligation. These materials
do not constitute a representation, warranty or documentation regarding the product or service featured. Illustrations are provided for informational purposes, and your configuration may differ.
This information does not constitute legal, financial, coding, or regulatory advice in connection with your use of the product or service. Please consult your professional advisors for any such advice.
No part of this document may be distributed, reproduced or posted without the express written permission of General Electric Company.
GE, Predixand the GE Monogram are trademarks of General Electric Company.
©2015 General Electric Company – All rights reserved.
powered by#IndustrialInternet
The Industrial Internet needs coders.
pivotpodcast.com #PivotPodcast

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Hey IT, Meet OT with Hima Mukkamala

  • 1.
  • 2.
  • 3. Two-Day IoT Workshop I am delivering my 2-day intensive workshop: “Planning Your IoT Business and Product Line” Mountain View Computer History Museum on Dec. 14-15 Details at: http://www.iot-inc.com/training Register at: http://iotworldevent.com/academy/2015/ Use discount code: IoTInc25 Will be also delivering my 1-day workshop on January 13, 2016, the day of our next meetup © Iot-Inc. 2014
  • 4. Presentation, recording of Meetup and announcements for today’s meeting will be sent in one week to everyone who provided their email upon signup for this meeting or any other past Meetup My email: bruce@iot-inc.com Coming Up © Iot-Inc. 2014 Next Meeting, Wednesday, January 14, 2016 IoT Business Meetup, Silicon Valley Meetup, Internet of Thursdays Meetup and the Industrial Internet Meetup IoT Mega Meetup: Four IoT Meetups Unite
  • 5.
  • 6. powered by#IndustrialInternet Digital Industrial – OT+IT Himagiri Mukkamala, Head of Engineering, Predix Build your digital industry powered by#IndustrialInternet
  • 7. powered by#IndustrialInternet SOFTWARE IS IMPACTING EVERY INDUSTRY 20BN Hotel Service 50BN Taxi Service 18BN Consumer App Economy The world’s largest taxi company that owns no vehicles The world’s largest accommodation provider that owns no real-estate The world’s largest consumer hardware company only creates a few apps
  • 8. powered by#IndustrialInternet DIGITAL INDUSTRIAL IN FULL FORCE Industrial Internet no longer is a probability, but an inevitability… Installed base of Smart Meters to grow by 2020 a day generated by GE Machines Cars connected to Internet grow six fold by 2020100M By 2020 over by 2020 Terabytes 106 Copyright, General Electric Corporation, 2015
  • 9. powered by#IndustrialInternet 4 APPLICATIONS PLATFORM ENTERPRISE (IT) ~$206B INDUSTRIAL (OT) ~$225B $125B$131B$82B $100B$75B$88B Source: Harbor Research, IDC, TCG Analysis II MARKET BY 2020: $225BN CONSUMER (IT) ~$170B © General Electric Company, 2015. All Rights Reserved.
  • 11. powered by#IndustrialInternet 75-80% of intelligent industry solutions will be data intensive. This goes beyond what traditional systems can deliver such as back- office, ERP-related billing, procurement, and enterprise asset management systems — leveraging massive amounts of sensor data via advanced predictive analytics. Source: IDC
  • 12. powered by#IndustrialInternet CERT NoSQL Mobile Connectivity Asset Data mgmt. CloudBig-Data Cyber-SecurityData-Science SQL Predictive Firewall Wi-Fi Statistics datamining SaaS CEAP PMML encryption Data datavisualization PaaS IaaS DisasterRecoveryDashboards CEP DeepLearning management ZigBee Accesscontrol Videoanalytics 6LoWPAN machinelearning Storm Spark Embedded Graph master Cassandra SQ MapReduce 4.9Bluetooth
  • 13. powered by#IndustrialInternet API API API Connect Analyze Optimize Predix your cloud platform for the Industrial Internet
  • 15. powered by#IndustrialInternet Go backwards to understand what happened Go forward to understand what to do Can the Digital Twin Time Travel?
  • 16. powered by#IndustrialInternet © 2015 General Electric Company - All rights reserved Segmentation Books Demographic Psychographic [Model of ONE] New Industries and Services [New Revenue] Digital Consumer Leadership – Digital Transformation 10101110 101011101001 1010101110110 1001010101010 00100011101 0111 1st child, 5-10 months Parents live ~ 600 miles Parents 40th anniversary, July Spends $1.2K/month online Profiling, Prediction [PL of ONE] digital models business outcome transformation expansion Age 25-34 Income $70K FemaleAge 25-34 Income $70K Female insights applications platform PHYSICAL DIGITAL 10101011010110110111010 10101010111101011011010 10101010101010110100101 10001110100110100010101 101010101010101101 21 yrs. $89B rev (‘14) 39 yrs. $183B rev (‘14) 17 yrs. $66B rev (‘14)
  • 17. powered by#IndustrialInternet © 2015 General Electric Company - All rights reserved Digital Industrial Leadership – Digital Twin New Services Products [New Revenue] 101101011011101 011011101100101 111001111011010 110110101101110 101101110110111 011010111101010 101011101011011 010110111 Flies 80% in Pacific NW Due for overhaul in 7.1 months Last inspection found distress ranking 2 Temp. T49 delta 10o F Per Asset … PER FLIGHT [Model of ONE] Per Asset Analytics [PL of ONE] digital models business outcome transformation expansion Flying in North America insights applications platform Fleet Flying in North America 2-3 Service Years Fleet Analytics Services Products 2.6 Service Years Engineering models that continuously increase insights in each asset to deliver specific business outcomes. 0 10 20 30 40 0 0.1 0.2 0.3 0.4 0.5 0.6 Life Trips [K] P{Event} 110010010000111111011010 101000100010000101101000 110000100011010011000100 110001100110001010001011 100000001101110000011100 110100011100100100001111 110110101010001000100001 011010001100100100001111 110110101010001000100001 0 10 20 30 40 0 0.01 0.02 0.03 0.04 0.05 0.06 Life Trips [K] P{Event} 30 40 50 60 70 80 90 0 0.1 0.2 0.3 0.4 0.5 Performance Efficiency [%] P{E} 50 55 60 65 70 75 0 0.1 0.2 0.3 0.4 0.5 Efficiency [%] P{E} Performance Customized Optimizers •  Dynamic controls + Digital Twin + PREDIX Fleet LIFE Fleet PERF. Individual LIFE Individual PERF. …
  • 18. powered by#IndustrialInternet © 2015 General Electric Company - All rights reserved Swarms can generate valuable content to broker to other swarms or individuals: •  Optimal configurations •  Failure mode identification •  Optimal controls •  New algorithms •  New security and fraud mitigation techniques Digital Twin – Creating the Cloud-Based Data Economy • Dynamic teams of cooperative machines with similar operational and/or financial objectives. • Generate content on their current optimal states for specific operational and financial objectives. Optimal settings for new operational modes: Possible Security Anomalies: I’m a new addition to this ridge. What is the prevailing wind direction? Generally 183o ± 5o. We’re also sending our optimal vortex wake configuration. We detected a suboptimal unit rotation outside control tolerances. Should we raise an alert? We observed the same anomaly last week during scheduled tower maintenance. Check the service schedule. I’m seeing an anomaly – is it a precursor to a failure? We saw it and then experienced a blade rupture two days later… Coincidence? Failure mode inquiries: Translate and Understand for Specific Assets Conditions 2 New Services 1 Publish and Search across domains, objectives, scenarios, and modes 1011011010110111010110111 0110111011010110110101101 1101011011101101110110101 1011010110111010110111011 0111011010111101010101011 1010110110101101110101101 1101101110110101101101011 0111010110111011011101101 0110110101101110101101110 1101110110101111010101010 11101 I’m newly installed. What is the right fuel to air ratio at this site? Generally 1.75% ± .05%. We also see temperature swings of 40o. 1.77% is currently optimal Simulate 1.75% ± .05% at current state
  • 19. powered by#IndustrialInternet © 2015 General Electric Company - All rights reserved Key Enabling Technologies for Digital Twin PREDIX PLATFORM Inspection Capabilities Automated Data Pre-processing T4 9T3 cycles Inputs Domain Data1 Dynamic Performance Estimation Cumulative Damage Microstructure-Based Lifing Physical+Digital Engineering Models2 Knowledge Extraction Model Generation Automation Industrial Analytics3 4 Innovation, Speed, and Scale
  • 22. powered by#IndustrialInternet Connect ALL your OT / IT Systems •  ANY asset (GE, non-GE; new, old) •  ANY TIME, ANY PLACE connectivity •  EDGE analytics •  PUSH software updates •  SECURED device management OT / IT systems
  • 23. powered by#IndustrialInternet Digitize, Analyze, Monetize in the Cloud •  ASSET DATA models, from pipe to plant •  ANALYTIC modeling (R, Matlab, …) •  Packaged DATA SCIENCES (GE, partners) •  Data at SCALE (fast, vast) •  METERING and COSTING (BizOps)
  • 25. powered by#IndustrialInternet Build design your apps FASTER •  DEVOPS frequent deployments •  AUTOMATION with Microservices •  Roles-based EXPERIENCE for industries •  ANY dev tool, programming language
  • 27. General Electric Company reserves the right to make changes in specifications and features, or discontinue the product or service described at any time, without notice or obligation. These materials do not constitute a representation, warranty or documentation regarding the product or service featured. Illustrations are provided for informational purposes, and your configuration may differ. This information does not constitute legal, financial, coding, or regulatory advice in connection with your use of the product or service. Please consult your professional advisors for any such advice. No part of this document may be distributed, reproduced or posted without the express written permission of General Electric Company. GE, Predixand the GE Monogram are trademarks of General Electric Company. ©2015 General Electric Company – All rights reserved.
  • 28. powered by#IndustrialInternet The Industrial Internet needs coders. pivotpodcast.com #PivotPodcast