CCS355 Neural Networks & Deep Learning Unit 1 PDF notes with Question bank .pdf
Hans enocson how big data creates opportunities for productivity improvements industrial internet from a ge perspective
1. “How Big Data creates opportunities
for productivity improvements -
Industrial Internet from a GE perspective
Chalmers
25.04. 2014
Hans Enocson CEO Nordic Region
2. 2 GESoftware.com | @GESoftware | #IndustrialInternet
The real opportunity for change… surpassing
the magnitude of the consumer Internet… is
the Industrial Internet, an open, global network
that connects people, data, and machines.
The vision is clear
3. 3
February 2013
~$147.4 Billion
Revenue in 2012
$16.1 B Operating Earnings
Capital
31% / $46.0 B
Home & Business Solutions
5% / $8.0 B
Healthcare
12% / $18.3 B
Aviation
14% / $20.0 B
Transportation
4% / $5.6 B
Energy Management
5% / $7.4 B
Oil & Gas
10% / $15.2 B
Power & Water
19% / $28.3 B
GE 2013
Global:
Sales: $147 Bn
300.000 employees
App 2000 patents / yr
Nordics
Local sales: $2.4Bn
Exports $3.7Bn
6.300 employees
4. 4
February 2013
Resource shifts
Resource efficiency:
Solutions for global needs
Industrial Internet
Intelligent devices, systems
+ automation
Advanced manufacturing
Digital fab +
Material science
Speed + empowerment
Simplification + Digitization
+ Localization + Connections
New era of Productivity
5. 5
GE Title or job number
3/22/2014
Future of Industry
GE Works
We are entering a new era. In markets around the world, hardware and software are converging, shaping two
powerful forces: The Industrial Internet and Advanced Manufacturing. Previously unimaginable products,
services, and business models can now be realized. Revolutions are happening in productivity and
manufacturing, creating the future of industry. GE is embracing and leading these revolutions to build, power,
move and cure the world.
Advanced Manufacturing
- the emergence of:
-New tools & Technology
-Agile Manufacturing &
Systems
-Open Interfaces & New
Communities
The Industrial Internet:
-Brilliant Machines
-Predictive Analytics
-People at Work
Reinventing the way we work
Advanced
Manufacturing
Industrial
Internet
6. 6 GESoftware.com | @GESoftware | #IndustrialInternet
Introducing the GE Software Center
Igniting the next industrial
revolution by connecting
minds and machines
$1B investment
over 3 years
• Launched in 2011
• Silicon Valley
location
• Aggressive
strategy for talent
acquisition &
growth
14. 16
February 2013
Industrial Internet: Business Value
New customer services
Data and the insights
it provides will enable
new customer
services and business
models
Efficiency and cost savings
The ability to model
and understand the
physical world makes
it easier to optimize
assets and processes
Risk avoidance
Increased visibility
and control help
address
environmental, health,
and human safety
issues
15. 17
February 2013
The value to customers is huge
Connected machines could eliminate up to
$150 billion in waste across industries
Aviation
Power
Healthcare
Rail
Oil and Gas
Industry Segment Type of savings
Estimated value
over 15 years
(Billion nominal US dollars)
$66B
$30B
$63B
$27B
$90B
Commercial
Gas-fired
generation
System-wide
Freight
1% fuel savings
Exploration and
development
1% fuel savings
1% reduction in
system inefficiency
1% reduction in
system inefficiency
1% reduction in
capital expenditures
Note: Illustrative examples based on potential one percent savings applied across specific global industry sectors. Source: GE estimates
17. 19
February 2013
GE solutions today
Based on hundreds of platform variants
Can’t scale, high lifecycle costs, low agility, lack of standardization
GE
Aviation
GE Energy
management
GE Healthcare GE
Oil & Gas
GE Power &
Water
GE
Transportation
Solution1
Solution2
…
Solutiona
Solutionb
…
Solutioni
Solutionii
…
Solutionx
Solutiony
…
SolutionA
SolutionB
…
Solution.
Solution..
…
Platformi
Platformii
…
Platformx
Platformy
…
PlatformA
PlatformB
…
Platform.
Platform..
…
Platform2
…
Platforma
Platformb
…
Need for a software platform
Platform1
18. 20
February 2013
Many Industries. One Platform.
GE
Aviation
GE Energy
Management
GE
Healthcare
GE
Oil & Gas
GE Power &
Water
GE
Transportation
Operations
optimization
Asset
optimization
Operations
optimization
Asset
optimization
Operations
optimization
Asset
optimization
Operations
optimization
Asset
optimization
Operations
optimization
Asset
optimization
Operations
optimization
Asset
optimization
Platform1
Platform2
…
Platforma
Platformb
…
Platformi
Platformii
…
Platformx
Platformy
…
PlatformA
PlatformB
…
Platform.
Platform..
…
Predix Platform
Common architecture for machine, network, server and UX
Predictivity Solutions
Solutions for industrial asset and operation optimization
GE Confidential
19. Early Progress - Real Results
• 24 GE industrial internet solutions launched since Q1 2012
• 2013 through Q3: $400M in orders, $290M in revenue
• We are working on the next 24 solutions
• We are at the start of a 15 year journey
20. 22
February 2013
GE Predictivity™ Solutions
GE Aviation – Fuel performance,
risk insight, navigation insight and
fight synchronization
GE Healthcare – Asset
management, patient safety, patient
flow, collaboration across networks
GE Oil & Gas – Total equipment
reliability, sub-sea inspection system
optimization, field production and
pipeline insights
GE Manufacturing –
Manufacturing process, food
safety assurance
GE Mining – Concentrator insights
and efficiency – maximum mine
production
GE Power Distribution –
Grid delivery optimization –
advanced meter insights
GE Power Generation –
Turbine power flexibility and
performance, maximizing asset
lifetime
GE Rail – Locomotive Uptime, trip
insights, maintenance and parts
management
GE Water – Connected controls
for plant operations to increase
efficiencies and reliability
GE Wind – Wind turbine
performance, total wind farm
output maximized
21. Aviation - Value of Data & Analytics
Monitor fleet of ~25,000* engines ... 3.6MM flight records/month
Dispatch reliability
Preventive
maintenance
Asset utilization
Prognostics
Prevent failures =
customer efficiency
B777
Drives strong alignment with
customers
Creates productivity in long-term
service agreements
Value-added services fuels growth
=
Time & space management
Fuel efficiency
Airspace capacity
System & Optimization
Integrated systems =
value-added services
DATA
90,000 flight records
analyzed
~200 parameters per
flight record
~18MM parameters
per month
Enhanced service offerings
Airline cost structure
Fuel performance
Asset Productivity
Streamline operations =
increased airline productivity
GE90
+
* Includes GE & joint-venture engines with CFM and Engine Alliance. CFM is 50/50 JV with SNECMA. Engine Alliance is 50/50 JV with Pratt & Whitney
22. Services 2.0 in Healthcare
“Help operate &
improve performance
of device”
Help improve
Operations
“Help improve the
performance of my
department / site /
function”
“Help improve outcomes
across my enterprise”
Wide range of – and rapidly changing – decision makers & business models
“Help improve outcomes
across my community”
“Engage consumers &
patients”
Hospitalcentric
care
IntegratedCare
network
Industrytrend
Intelligent
Machines
Intelligent
Operations
Intelligent
CareAreaWF
Intelligent
CareNetworkWF
23. Connecting Productivity to Care
No Wait
States
Max Equipment
Performance
Intelligent
Machines
Intelligent
Operations
• Predict part failures
• Improved asset utilization
• Safe & optimized protocols
• Devices talk to each other
• Anticipate bottlenecks
• Unify distinct systems
• Eliminate waste /
inefficiency
• Care Traffic Control
• Profit based partnerships
Intelligent Care
Network Workflow
Intelligent Care
Area Workflow
Optimize across
population
Eliminate clinical
variation
• Decision support cockpits
• Productive/intuitive
interfaces
• Patient safety/ surveillance
• Cohort/population mgmt
• Care transitions mgmt
• Protocol adherence/ quality
surveillance
• Patient engagement
• Pay for outcomes
29. 31
Rail optimization
The GE RailConnect
Transportation Management
System and Movement
Planner System help
railroads analyze critical
information in real time.
Customer estimate: every
1-mph increase in rail
network speed saves
$200M in annual capital
and operating expenses
Example Use Case
Asset
Management
+ Analytics +
Experience
GE Confidential
32. 34
February 2013
Reduce need for skilled
capabilities in high cost or
remote locations through
automated solutions
Reduce production losses
Avoid unplanned shutdown
Increase intervals between
planned shutdowns
Monitor flow parameters to
maximize production rate
Monitor corrosion / fatigue
to prevent integrity issues
Reduce input costs
Lower repair costs
Reduce fuel consumption
Industrial Internet solutions create value across the oil
and gas industry
33. 35
Taleris
Objectives
• Help airlines maximize aircraft utilization
• Minimize the impact of maintenance
• Go from diagnostics to root cause analysis
Results
• Advanced prognostic algorithm allows
airlines to detect issues before they cause
downtime/expense
• Monitors 10,000 independent parameters,
transmits wirelessly
• Integrates with airline’s enterprise systems
• Platform-agnostic solution can be installed
on any make/model, providing continuity
among entire fleet
Example Use Case
Asset
Management
+ Analytics +
Experience
GE Confidential
34. 36
Field force automation
Predix FFI application examples
• Locate, monitor, configure, maintain and
assess machine data (on site or off site)
• Get machine info: warranty, operational
status, history, manuals
• Facilitate collaboration among support
personnel
• Manage work preparation, crew mark-up
and material allocation
• Create/collect work orders from ERP
(Enterprise Resource Planning), OMS
(Operations Management Software) and
CIS (Customer Information Systems)
Right field worker.
Right skills/parts.
Right location.
Right time.
Example Use Case
Machine
+
Experience
GE Confidential