Building the IoT Platform for the Energy Industry · Building the IoT Platform for the Energy...
Transcript of Building the IoT Platform for the Energy Industry · Building the IoT Platform for the Energy...
Building the IoT Platform for the Energy Industry
Larry Berardinis, ASM International
Efforts and opportunities in government-
funded research on sensors, controls, and
materials for power generation applications
Copyright 2016 ASM International
World’s largest association of metals-
focused materials scientists and engineers.
About ASM International
Founded in 191330,000 members
84 Professional Chapters
90 Student Chapters
Affiliate Societies Electronic Device
Failure Analysis SocietyShape Memory &
Superelastic Society
Heat Treating SocietyInternational
Metallographic Society Thermal Spray Society
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Sensors in focus
Key trends
• Growth of the IoT is fueling the
demand for sensors of all types
and grades.
• Industrial applications account
for 37% of the IoT sensor market.
• Automotive applications account
for 21% followed by consumer
(19%), medical (12%), and
aerospace (6%).
Eyes and ears of the IoT
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The sky’s the limit
• GE’s PGT25 aeroderivative gas turbine engines
incorporate nearly 200 sensors of various types.
• In flight, the sensors generate 300 data
points/sec, monitoring and controlling engine
performance.
Flying higher
• Pratt & Whitney jet engines currently capture around
100 parameters in multiple snapshots during flight.
• Its new geared turbofan engines will collect more
than 5,000 parameters continuously and generate
roughly 12 petabytes of data over the life of the design.
IoT in the air
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The energy connection
The Internet of Things will help save energy,
but it will also increase energy demand,
particularly for standby power.
Standby power consumption is expected
to increase at a rate of 20% annually,
reaching 46 TWh by 2025.
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Batteries not included
www.iea-4e.org/document/384/energy-efficiency-of-the-internet-of-things
The IoT is also expected to increase
worldwide demand for batteries to
supply standby power. According to
the recent EDNA report, more than
23 billion battery powered IoT
devices will be in operation by 2025.
The energy
required to
manufacture a
battery is
usually 40 to
500 times
more than the
battery’s rated
capacity.
For a typical AAA alkaline battery with a capacity of 1.8
Wh, and a conservative estimate of 100 for the energy
factor, it will take 2 TWh of energy by 2025 just to
produce standby batteries for IoT devices. Where will
the additional energy – nearly 50 TWh – come from?
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IoT on the supply side
National interests in clean energy
are fueling the development of
advanced technology for the
power generation industry.
Near term – Refurbishing the U.S. coal-fired fleet
with advanced sensors and controls can:
• Reduce CO2 emissions by 14 million metric tons each year
for every 1% heat rate improvement
• Save $300 million per year in coal costs
• Reduce forced outages by 10%, resulting in 2 GW of
additional power
Long term – Next-generation turbines made from
high-performance materials can:
• Boost power plant efficiencies to over 45%
• Reduce CO2 emissions by over 20%, in some cases,
achieving 100% carbon capture
IoT-relevant research funded by the
National Energy Technology Laboratory
(NETL) includes work on sensors, controls,
and high-performance materials.
Anticipated benefits
Target technologies
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Formidable challenges
High
pressure
Harsh chemicals
and solvents
Shock and
vibration
Stress and
strain
Corrosion
Turbulent
gas flows
EMI/RFI
Electrical
transients
Boiler
(furnace)
Coal
TurbineWorking
fluidTransmission
lines
Erosive
particles
High
temperature
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Track record of success
1,400 employees, more than 60% of
which are scientists and engineers
Founded as the U.S.
Bureau of Mines in
1910 to focus on
safety and the
responsible use of
natural resources
NETL Research Directorates
Computational Science and Engineering
Energy Conversion Engineering
Materials Engineering and Manufacturing
Systems Engineering and Analysis
Geological and Environmental Systems
Focused on applied research with
high commercial potential
Operates under the
Department of Energy,
and is the only national
lab fully owned by DOE
1,400 research projects Total award value: $15 billion
Private sector cost-sharing: $10B
NETL’s mission is to discover, integrate, and mature
technology solutions to enhance the nation’s energy
foundation and protect the environment for future generations.
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Advanced modeling and simulation
Simulation of the interdiffusion of atomic
species between the LSM cathode and YSZ
electrode after 1,000 hours at 1,000oC. The
change in interfacial composition changes the
catalytic and transport properties around the
interface.
SEM image of a solid oxide
fuel cell cathode modified
with nano-electrocatalysts.
Electron charge density distributions in different
planes of a high entropy alloy, a class of materials
than can withstand severe environments.
Joule, one of the world’s largest
computers, is driven by 24,192
cores, giving NETL research teams
access to 503 TFLOPS of compute
power for modeling and visualization.
Joule computing center
Surface engineering
Interdiffusion simulation
Electron charge distributions
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IoT relevant research
Advanced sCO2
turbines
High performance
materials
Fuel side: 1,600°C at 7 MPa
Steam side: 760°C at 35 MPa
Operating conditions
Advanced
control
Embedded
temperature,
pressure,
gas flow &
composition
measurement
Sensor technology
Nonlinear
dynamics and
multiphase flow
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Examples of embedded sensing
United Technologies
Research Center
• Variable-reluctance rotary
angle sensor
• Self-powered at 500oC
• Employs additive
manufacturing techniques
Embedded sensor
Metal coating
deposited via
cold spray
Additional sensor
covered by thin
metal sheet
RFID sensors embedded in rotor
Structural lifetime sensing
Smart turbine
vane
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Wireless communication
Washington State University
SensorsRF chip
Thin-film
baseAntenna
(temp and strain) Turbine
blade
RF link on board
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Magnetically coupled sensing
Advanced sensor design
and packaging process
address stress cracking
and volatility at high
temperatures
Successfully tested to
process temperatures of
1,300oC
Currently working to
increase range to 1,500oC
Palo Alto Research Center (PARC)
Magnetic coupling concept
An example of a thermionic temperature
and pressure sensing element housed
in a hermetically sealed package.
Novel sensor design
The magnetic field
transmitter is an 8-in.
copper coil, 10 mil thick
and 200 mil wide, sitting
on a 1-in. substrate made
of alloy 800.
Magnetic coupling overcomes
eddy currents and opposing
fields generated within metal,
countering the attenuation
experienced with RF signals.
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Smart refractory bricks
University of
West Virginia
Investigating ceramic
composites with embedded
sensor designs at
temperatures up to 1,450oC
Developing algorithms for
model-based estimation of
temperature profile, slag
penetration depth, spallation
thickness, and overall
system health
Sensors are
fabricated via tape
casting then
embedded in Cr2O3
brick and sintered in
an argon
atmosphere.
Accelerated corrosion testing
Sequence of steps for testing a smart refractory brick with
an embedded MoSi2-Al2O3 thermistor (2h @ 1,350oC).
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Specific challenges
• Loss of electrical connection with bricks during testing
• Metal lead delamination due to wetting limitations
• Phase oxide formation in exposed areas causing drift in response
Materials-related issues and limitations
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High-performance materials
• Fundamentally different from traditional
ceramics
• Stable up to 1,800-2,200oC with respect
to decomposition and crystallization
• Higher creep resistance than
polycrystalline SiC and Si3N4
• Ten times lower oxidation and corrosion
rates than silicon-based materials
• Excellent strength retention
• Electrical and mechanical properties
are well suited for temperature and
stress/strain-related sensing
University of Central Florida
Polymer-derived ceramics (PDC)
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Amenable to microfabrication
A pressure sensor made from SiAlCN
amorphous ceramic uses a resonator
circuit to measure pressure variations.
Cap
Resonator
Diaphragm
Glass
substratePressure
signal
Pressure sensor design
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ICME approach to materials design
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Data driven version of Cohen’s reciprocity
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Correlating microstructure with tensile strength
The relationships
or linkages
between
microstructure
and material
properties –
complex and
often unknown –
are contained
within the data.
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Materials by design
ICME
supports
data driven
discovery and
development
of new
materials.
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ICME for bandgap engineering
Goal: Identify the most
commercially promising
materials to make phosphor-
converted LEDs for illumination-
grade lighting applications.
Approach: Relate the electronic
structure of known narrow and
broad-band phosphors to the
optical, chemical, and thermal
properties of a nitride host.
Summary of work
4f bands
Lowest 5d
Narrow-band
emission
∆ES > 0.1 eV
Investigators: University of California, San Diego; Lawrence
Livermore National Laboratory
as appeared in…
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ICME for bandgap engineering
• Narrow-band emission
bandwidths are characterized by
a large split (> 0.1 eV) between
the two highest Eu2+ 4f7 energy
bands
• This descriptor was used to
guide a high-throughput
screening of 2,259 nitride
compounds and nine well-known
phosphors
• Of the compounds considered,
five are predicted to be
chemically stable, resistant to
thermal quenching, and efficient
producers of desirable light
Key observations and results
Figure a) band structure and density of states (DOS) of a
narrow-band red-emitting phosphor, SrLiAl3N4:Eu2+; Fig. b) band
structure and DOS of a broad-band red-emitting phosphor,
CaAlSi3N4:Eu2+, Fig. c) average Eu2+ 4f band levels for five
narrow-band and four broad-band phosphors.
Electronic structures for selected (oxy)nitride phosphors
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Thank you!