digitizing the value chain with machine learning and...
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Confidential Property of Schneider Electric
Digitizing the Value Chain With Machine Learning and Predictive Analytics
for Operational and Asset Excellence Presented by Sean Gregerson, Global Director Asset Performance Management Schneider Electric
Decarbonization
Huge growth forecast for
variable renewables
Decentralization
Expanding energy
consumerism (smart homes,
self-generation, EV, etc.)
3D+E equation redefining the energy world
Digitization
Low-cost, low-power
devices with high volume
& scale of data
Global energy consumption will increase by 40% in
next 25 years ... and electricity consumption will increase by 80%
MORE
ELECTRIC+
Duke Energy Leverages
IIoT and Predictive Analytics
to Reduce Failure
Page 6Confidential Property of Schneider Electric |
Client:
Duke Energy
Location:
Charlotte, NC
Closing the Loop:
Duke Energy is a regulated and non
regulated utility with over 60+ plants in 6
states, including coal, simple cycle
combustion turbines, combined cycle and
integrated gasification combined cycle
plants. Schneider Electric helps Duke
Energy centrally monitor power
generation assets with Avantis PRiSM
technology.
Results:
We’re Closing the Loop to help Duke
Energy:
‣Empowering people with early warning
notification of equipment problems
‣Optimizing assets with low-cost sensors
and connectivity for high-fidelity data
access enabling predictive maintenance
‣ Improving operations by providing
contextualized insights for smarter
decision making and efficiency
Serving
7.2 MillionCustomers
Generating capacity of
58,200 MW
Saving
+7.5 MillionDue to early warning of a crack
in a turbine rotor
$
Total Savings: Over $31 million and growing
Southern Company Uses
Predictive Asset Analytics to
Increase Reliability
Client:
Southern Company
Location:
Atlanta, GA
Closing the Loop:
With approx. 4.4 million customers across
the SE United States, 27,000 miles of
transmission lines and 3,700 substations,
Southern Company places a premium on
uninterrupted service. With the help of
Avantis PRiSM early notifications, the
energy generation and T&D provider is
able to operate with maximum reliability
and efficiency.
Continuously monitor
2,200 Models across gas and biomass power
stations
“We potentially
Averted Disaster”- Southern Company Plant Mgr.
Results:
We’re Closing the Loop to help
Southern Company:
‣Reduce unexpected maintenance
‣Maintain data quality reliability
‣Manage web alarms effectivity
“ ”
Save
$4,500,000in performance efficiencies
(2016)
$