Advanced Control Topics �+ Energy Transition��Suresh B. Reddy, Ph.D.�IEEE Lecture�IEEE PELS-IES, PES-IAS Delhi Chapters and Education Society�20th May 2022
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Agenda Outline
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CONTROL SYSTEMS
on
Classical
Control
Theory
Modern
Control
Theory
Linear Control Theory
Nonlinear Control Theory
Adaptive Control
Robust
Control
Intelligent
Control
Stochastic
Control
Hierarchical
Control
Optimal
Control
on
Manufacturing
Process Control
Active Noise Control
Traction Control
Electric Drive Control
Engine
Control
Microgrids
Control
Magnetic Bearings
Control
Pumps/Compressors
Industrial Automation
Lighting
Aerospace
Rail
Mining
Electric Power
Oil & Gas
Energy & Power Conversion Transitions
Conversion Transitions:
Power Source Transitions:
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Control Systems Background
Flyball/centrifugal governor control – Christiaan Huygens (17th Century)/James Watt (18th Century)
1868-early 1900s – Primitive Period*
1868 – Mathematical analysis of feedback control systems – James Maxwell
Routh and Hurwitz – stability analysis
Early 1900s – 1960 – Classical Period*
1920s – Nyquist & Bode – classical frequency domain methods, Bell Labs
1922 – Minorsky – PID Control for ship steering systems – GE Research Labs, Schenectady, NY
1934 – Hazen – theory of servomechanisms (World wars, and the problem of accurate gun pointing)
1941 – MIT Radiation Labs (radar)
1960 – Current – Modern Period*
Space and computer/digital age – State space/time domain methods, Nonlinear control, Optimal Control etc
+
-
r
u
y
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Time Delay Control
Nonlinear System with
Unknown Dynamics
Delayed signals
Controller (u)
Output (y)
Estimated unknown dynamics
Cancel unknown dynamics with estimate
Insert desired dynamics
Reference
Input
Cancellation of unknown dynamics
Reference
model
Desired error
dynamics
Idea behind Time Delay Control
Actual error dynamics
As L🡪 0, error dynamics approaches ideal
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Time Delay Control
Cancellation of unknown dynamics
Reference
model
Desired error
dynamics
Idea behind Time Delay Control
Actual error dynamics
As L🡪 0, error dynamics approaches ideal
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Time Delay Control & PI - Continuous
Equivalent PI controller:
Time Delay Control & PI - Discrete
Equivalent PI controller:
For second order system, PI on two states becomes PID on output.
Ref: Suresh Reddy, 2 Papers at ASME Dynamic Systems and Control Conference, 2020
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Time Delay Control approach - Stability Results & Design Procedures
Canonical Form Considered:
Reference Model:
System state equation:
Cancellation of unknown dynamics
Cancellation of known dynamics
Reference
model
Desired error
dynamics
Ref: Suresh Reddy, 2 Papers at ASME Dynamic Systems and Control Conference, 2020; 1 Paper at ACC Conference 2021
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Magnetic Bearings & Control
Turbomolecular Pump (Sources: Ebara, Wikipedia)
Ref: Youcef-Toumi, Reddy, ASME Journal on Dynamic Systems, Measurement and Control, 1992
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Magnetic Bearings & Rotor Dynamics
c
While axial dynamics are decoupled, the radial dynamics are coupled due to gyroscopic effects
Non-affine control form:
Ref: Youcef-Toumi, Reddy, ASME Journal on Dynamic Systems, Measurement and Control, 1992
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Injection Molding Control
Clamp Assembly
Mold
Heating bands
Hopper
Injection Molding Machine
Hydraulic cylinder
Control Unit
Molding process steps:
Control functions:
Hydraulic servo valve
Source: learnmechanical.com/injection-molding-process-defects-parts/
Illustrations & material from:
Reddy, US6430466B1 Patent, filed 1999
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Injection Molding Control
Velocity
Force estimation
Valve command
Min select
Desired profile
Actual profile
Piston position
& Servo valve displacement
Illustrations & material from:
Reddy, US6430466B1 Patent, filed 1999
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Chemical Process Control
Mixing Tank
Dispenser(s)
Reflector Bulb Silver stripping process
Reflector Bulb
Tray
Chemical Reaction:
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Active Noise Control
Active noise control using adaptive signal processing
Ref: Pla, Goodman, Reddy, IEEE Conference on Control Applications, 1995
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Mechanized Power Technologies
1825
1850
1875
1900
1925
1950
1975
2000
2025
Battery
(Volta)
1825
1850
1875
1900
1925
1950
1975
2000
2025
Gas
engine
Gasoline/Petrol
Engine (Butler)
Diesel
Engine
(Diesel)
1800
Steam Turbine
(Parsons)
Water
Turbine
(Francis)
Wind
Turbine
(Blyth)
1800
Gas
Turbine
(Elling)
Nuclear Fission
Reactor
Photo-Voltaic
Cell
Solar
Panel
(on Satellite)
Thin Film
& Polysilicon
PV Cells
DC
Motor
DC Generator
AC Generator
3 phase AC Generator
AC Induction
Motor
Lead Acid
Battery
(Plante)
NiCd
Battery
(Jungner)
Lithium
Battery
Lithium- Ion
Battery
Fuel
cell
AC Transformer
POWER “SOURCES”
[PRIMARY POWER DELIVERY TECHNOLOGIES]
Geothermal
power
Mercury
Arc Rectifier
(AC 🡪 DC)
FET Transistor
MOSFET
GTO
Thyristor
(GE)
IGBT
Transistor
(GE)
SCR/
Thyristor
(GE)
IGCT
Thyristor
(ABB/Mitsubishi)
INTEL
4004
FPGA
PWM Drive
POWER CONVERSION
TECHNOLOGIES
PEM Fuel Cell (GE)
Vacuum Diode
p-n
Junction
diode
Solar cell
Source: compiled from various web sources
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Electrification/Electric Drive Transitions
Prime Mover
Generator
Turbine or
Engine
DC or AC
Lighting (Late 19th/Early 20th century)
Manufacturing (Late 19th/Early 20th century)
Power Converter
Motor
AC or DC
AC🡪DC
DC
DC Motors
Electric locomotives
(Early-mid 20th century)
AC Motors
Diesel Engine
DC Generators
DC Motors
DC 🡪 AC
AC Generators
AC🡪DC
AC Motors
AC🡪DC🡪 AC
1910s 🡪 1960s
AC
AC🡪DC
DC Motors
Rope Shovels
(1960s – DC)
(1979 – AC)
AC Motors
AC🡪DC🡪 AC
1980s 🡪 1990s
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1920-1960
1960-1990
1990-2010
Future
Diesel or DC or AC Source
DC Electric Drive locomotives
DC drive Rope Shovels, mining trucks &
wheel loaders
DC Electric Drives
New Technology
Power Semi-Conductors & Microprocessors
Diesel Electric AC locomotives, construction & mining machinery
AC Drives
(Easy Maintenance)
(Power Shift) Mechanical Drives
(Power Shift) Mechanical Drive Construction & Mining Machinery
(Maintenance intensive)
Drive Technology Transitions
Hybrid & Battery Electric
Battery,
Fuel Cell &
Component
Technologies
AC Drive
component
technologies
AC traction limited
due to lack of good speed
Control without varying frequency
Locomotives/Mining trucks
Switched from DC Alternators to AC Synchronous Alternators
(controls relatively simple). Traction remained DC
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AC Diesel Electric Locomotive Configuration
Power
Sources
Power Converters
Motors
Loads
Energy Storage
System Controls
Generators
Engine
Retarding Grids
Traction
gearing/axles
Radiator fan,
Traction Blower(s),
Alternator blower etc
Aux/Companion
Alternator
Traction Alternator
74 V battery
Engine Speed:
Discrete settings between N1 & N8
Battery
Charger
Converter
DC Motor (for cooling blower)
Resistor grid
Traction
Rectifier
Traction Rectifier & Battery Charger:
GE’s Tier 2 Loco technology:
Phase Controlled Rectifier
Converter for Blowers/Rad Fans:
Attenuates rectified voltage based on firing angle
GE’s Tier 2 Loco technology:
Cyclo Converter or Cycle Skipper (blower can run at full, ½, ¼ speed)
Frequency changer without DC link
– Like an electric transmission
Converter
Air
Compressor
Converter for Compressor:
GE’s Tier 2 Loco technology:
Contactors to change
Speed from Wye to Delta for higher voltage to get speed range
Alternator
Traction
Motor
no of motors = no of axles
SCR: Silicon Controlled Rectifier- Thyristor
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Locomotive & Mining Electric Drive Traction
Train with 2 or 3 locomotives (3 for heavy hauls)
Max grade for North American heavy haul ~ 1.5%
Train dynamics:
Modified Davis Equation:
Gravity term
Wheel Rail adhesion creep curve
Adding ballast weight to locomotives is helpful to improve traction trains (need to stay within rail loading limits)
For train with 100 cars (8 axles, 100 tons per car) + 3 locomotives (210 tons, 6 axles per loco), adhesion of 35% will allow traction capability for 2% grade at zero speed
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AC Locomotives & Individual Axle Control
N1
N3
N2
N4
N6
N5
T1
T2
T3
T4
T5
T6
Snow cleaner (GE/Wabtec’s advanced rail cleaner)
+ Sanding controls improve adhesion
Tractive Effort to train
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Locomotive Traction Control Problem
Creep commands
+
-
Creep Controller
Motor/Inverter Controller
Motor Torque Commands
Motor/gearing dynamics
Inverter switching commands
Motor Torque(s)
Loco suspension dynamics
Creep &Tractive Effort Calc
Weights
Wheel
Speeds
Train Dynamics
Tractive Effort
Ground Speed
Creep
Adhesion-Creep Curve Identification
& finding the creep set point for creep
(for each axle)
Sanding &
Snow cleaner control
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Climate Scenarios
Options for dealing with climate change:
Green House gas effect (trapping of infrared by water vapor etc.) results in earth’s average temp of 15 C
Source: IPCC AR6 WGI Technical Summary 2021
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Emissions Regulations thus far
These emissions regulations mitigate emissions that are directly linked to human health issues
Source: bestsupportunderground.com
Source: www.epa.gov
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Global Warming & Green House Gas Emissions
Low concentrations of CO2, CH4, N2O are relatively non-toxic.
CH4 is flammable.
Source: skepticalscience.com
Source: www.epa.gov
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IPCC Analysis – Radiative Forcing – Effective Impact (1750-2019)
Source: IPCC AR6 WGI Technical Summary 2021
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IPCC Analysis – Radiative Forcing – One Year Pulse Impact over 10/100 yrs
Source: IPCC AR6 WGI Technical Summary 2021
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Hybrid Configuration – Drive System
Charging path
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Energy/Power Technologies
| | | Electric Power Generation/Transmission | |
Type | Fuel | Primary Power Delivery | Electric Power Conversion | Transmission |
Diesel/Gas/Bio Fuel Engine /Gensets | Diesel/Gas/ Bio | Engine | AC Generator + Power Transformer | |
Gas Turbine/ Gensets | Natural Gas | Gas Turbine | ||
Coal & Bio Power | Coal/Bio | Boiler + Steam Turbine | AC Generator + Power Transformer | |
Nuclear Power | Uranium/ Plutonium | Nuclear Fission Reactor + Steam Turbine | ||
Geothermal Power | Earth’s core | Geothermal well + Steam Turbine | ||
Hydro Power | Water cycle | Dam Reservoir + Water Turbine | Gen+ AC/DC+DC/AC + Power Transformer | |
Marine Power | Tides/Waves | (Tidal/wave/steam) Turbine | ||
Wind Power | Wind | Wind Turbine | ||
Solar Power | Sun Radiation | Photo-Voltaics/ Concentrated Solar | DC/AC Inverter + Power Transformer | |
Fuel Cell Energy | Hydrogen | Proton Exchange Membrane /Other Fuel Cell | DC/AC Inverter + Power Transformer | |
Energy Storage | DC Current | Lithium Ion/Other battery | ||
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Hybrid Power Generation/Microgrid:
Battery
Bi-Directional Inverter – DC/AC
PV
Engine
Inverter – DC/AC
Sync Generator
Utility
Grid
AC Load
V/F, Switching Control
Fuel Cell
Inverter – DC/AC
Battery
Bi-Directional
DC/DC Converter
PV
Engine
DC/DC Converter
Generator
Utility
Grid
DC Load
Fuel Cell
DC/DC Converter
AC
AC Bus
DC Bus
Rectifier – AC/DC
AC
Microgrid Supervisory Controller
Microgrid Supervisory Controller
DC Load
Trans-former
Trans-former
AC/DC
DC/DC
DC/AC
AC Load
Simplified Microgrid Control Flow Diagram
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Primary and secondary control in DC microgrids: a review, Gao, Kang, Cao, Yang, J. Mod. Power Syst. Clean Energy (2019)
[EMS – Energy Management System]
Levels of Microgrid Control
Supervisory Controller typically has secondary and tertiary controls; block 3 and 4, and some elements of block 2
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Power/Energy Management Strategy Concepts
PMP - Pontryagin’s Min Principle
MPC - Model Predictive Control
RC - Robust Control
ECMS - Equivalent Consumption
Minimization Strategy
ADP - Adaptive Dynamic
Programming
ES - Extremum Seeking
Linear/Nonlinear Programming (LP/NLP)
Dynamic Programming (DP)
Genetic Algorithms (GA)
Particle Swarm Optimization (PSO)
Optimal Control Theory
Ahmed Ali, Dirk Soffker, “Towards Optimal Power Management of Hybrid Electric Vehicles in Real-Time: A Review on Methods, Challenges, and State-Of-The-Art Solutions“, Energies, 2018
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Comparison of Different Optimization Schemes
SDP-Stochastic DP
DDP – Deterministic DP
OCT – Optimal Control Theory
NSGA – Non-Dominant Sorting GA
A-PMP – Approximate PMP
A-ECMS – Adaptive ECMS
BL – Baseline (Power Follower)
ARB – Adaptive Rule Based
PMP - Pontryagin’s Min Principle
MPC - Model Predictive Control
RC - Robust Control
ECMS - Equivalent Consumption
Minimization Strategy
ADP - Adaptive Dynamic Programming
ES - Extremum Seeking
Ahmed Ali, Dirk Soffker, “Towards Optimal Power Management of Hybrid Electric Vehicles in Real-Time: A Review on Methods, Challenges, and State-Of-The-Art Solutions“, Energies, 2018
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ADVANCED POWER
Sustainability is one of Our Values in Action �and something we do every single day.
We contribute to a reduced-carbon future by:
• Supporting global efforts to mitigate the �impact of climate change
• Reducing GHG emissions from our operations
• Helping our customers achieve their climate-related goals by continuing to invest in new products, technologies and services that help them build a better, more sustainable world.
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Power drives our customers’ work.
Innovation and integration drive ours.
Whatever our customers’ goals — lower GHG emissions, energy flexibility, business sustainability — we provide the advanced power that keeps them working.
ADVANCED POWER
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One of today’s big challenges is the energy transition.
Our customers need alternatives to established fuels and energy sources �to power their work while growing �their businesses.
We are ready.
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Renewable Fuels
Enable increased use of reduced-carbon options and hydrogen blends.
Fuel Cells
Use renewable hydrogen fuel as a �scalable source of electric power.
Electric & Hybrid Powertrains
Employ an electric drive transmission �with power components.
Batteries
Power the work with stored �electrical energy.
Microgrids
Integrate renewable energy sources �into electric power systems.
Multiple Solutions �Made to Match the Work
• Making established power sources even more �efficient and fuel-flexible
• Pairing established power sources with new �technologies in a hybrid format
• Replacing established power sources with �stand-alone new technologies
• Delivering reman, repair, rebuild, retrofit �and repower services
ADVANCED POWER
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OUR APPROACH
• Leverage proven powertrain development
• Differentiate system performance
• Tailor to customer applications
• Expand product offerings
Employ an electric drive transmission �with power components.
Solutions in production �and in development
• Electric drive mobile equipment
• Hybrid systems for equipment that can run �in electric-only mode
• Electric drive mining trucks with a hybrid �power system that combines electric power �via a trolley and diesel engine
• Electric drive with energy storage for �marine applications
ADVANCED POWER
OVERVIEW
Electric & Hybrid Powertrains
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ELECTRIC DRIVE EQUIPMENT
• Up to 12% lower maintenance cost
• Up to 35% more fuel efficient
• Up to 50% more productivity �with Cat technology
• Fully integrated for optimized performance
ADVANCED POWER
D6 XE High Drive Dozer
Employ an electric drive transmission �with power components.
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ELECTRIC DRIVE EQUIPMENT
ADVANCED POWER
988K XE Wheel Loader
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• Up to 28% less fuel burned
• Up to 25% better efficiency
• Up to 10% more productivity
• Reduced exhaust emissions
Employ an electric drive transmission �with power components.
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HYBRID CONSTRUCTION EQUIPMENT
• Runs on diesel or 100% electric power
• Easy switch between modes
• Zero exhaust emissions and low noise in�electric mode
ADVANCED POWER
300.9D VPS Mini Excavator & HPU300
Employ an electric drive transmission �with power components.
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TROLLEY ASSIST MINING EQUIPMENT
• Power capable of being supplemented from renewable sources
• Connects to overhead power lines for uphill travel
• Up to 90% fuel savings while on Trolley
• Up to 100% increased speed on grade
ADVANCED POWER
795 Electric Drive Mining Truck with Trolley System
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Employ an electric drive transmission �with power components.
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OUR APPROACH
• Leverage automotive cell technology
• Use a Battery Management System specifically developed for our customers’ applications
• Deliver a modular, scalable product line
• Offer chargers to complement
Power the work with stored electrical energy.
Solutions in production �and in development
• Battery-powered excavators, wheel loaders, �mining machines, etc.
• Land drilling solutions that combine battery �systems with natural gas generators
• Next generation batteries and power inverters �that improve energy density
• Mobile equipment chargers for expanded applications
ADVANCED POWER
OVERVIEW
Batteries
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• 100% battery electric powered
• 15 tonnes of payload
• 2.5 hours aggressive run time between charges
• <20-minute charge with two parallel MEC500 chargers
BATTERY-ELECTRIC MINING EQUIPMENT
ADVANCED POWER
R1700XE Underground Loader +
MEC500 Charger
Power the work with �stored electrical energy.
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BATTERY-ELECTRIC SWITCHER LOCOMOTIVES
• Prototype developed for mine site
• Charged with renewable electricity
• Carbon-neutral in switcher application
ADVANCED POWER
EMD Joule Locomotive
Power the work with �stored electrical energy.
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WORKSITE MICROGRID SOLUTIONS
• Provides operational power for gold mine
• Integrates solar and energy storage with engines to reduce carbon footprint
• Integrated with microgrid master controller
• $1M in fuel cost savings
ADVANCED POWER
Engines + Solar + Energy Storage
Integrate renewable energy sources �into electric power systems.
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TROLLEY ASSIST MINING EQUIPMENT
BATTERY-ELECTRIC MINING EQUIPMENT
ADVANCED POWER
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OUR APPROACH
• Develop worksite solutions that pair engines with �solar, energy storage and advanced controls
• Provide grid support and stand-alone solutions
• Key piece of a reduced-carbon site solution
Integrate renewable energy sources �into electric power systems.
Solutions in production �and in development
• High performance, scalable systems from �10 kW to 100 MW
• Municipal, commercial and mine site �solutions installed
ADVANCED POWER
OVERVIEW
Microgrids
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LAND DRILLING ENERGY STORAGE SYSTEMS
• Allows use of available natural gas�vs. trucked-in diesel
• Lowers carbon intensity of operation
• Reduces fuel consumption — $1M�per rig per year for current rig operator
ADVANCED POWER
G3512 Natural Gas Generator + Energy Storage System
Power the work with �stored electrical energy.
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WORKSITE MICROGRID SOLUTIONS
•
ADVANCED POWER
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GRID STABILIZATION SOLUTIONS
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OUR APPROACH
• Develop fuel cells powered by renewable �hydrogen for stationary equipment and certain mobile equipment
• Pair fuel cells with another power source in �certain applications
• Application depends on infrastructure at the �worksite and machine/engine work cycle
Use renewable hydrogen fuel as a �scalable source of electric power.
Solutions in production �and in development
• Selected by U.S. Department of Energy to lead research project using fuel cells in data center applications
ADVANCED POWER
OVERVIEW
Fuel Cells
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RENEWABLE HYDROGEN EXPLORATION : Fuel Cell
• Research funding awarded by the �U.S. Department of Energy for a renewable hydrogen fuel cell system for data center power
ADVANCED POWER
Use renewable hydrogen fuel as a �scalable source of electric power.
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1.5MW Fuel Cell Demonstration
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RENEWABLE HYDROGEN EXPLORATION
• Research funding awarded by the U.S. Department of Energy* for flexible natural gas and hydrogen combined heat and power (CHP) system project
ADVANCED POWER
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Combined Heat & Power Demonstration
• Research funding awarded by the �U.S. Department of Energy* for a renewable hydrogen fuel cell system for data center power
1.5MW Fuel Cell Demonstration
*U.S. Department of Energy’s Office of Energy Efficiency and Renewable Energy (EERE).
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COLLABORATIONS ACCELERATE DEVELOPMENT AND COMMERCIALIZATION
ADVANCED POWER
BHP
Battery-powered mining trucks
Nouveau Monde Graphite
Hydrogen-Fueled Generators
Cat generators capable of operating on 100% hydrogen
Chevron Hydrogen Collaboration
Certarus MOU
Creating collaboration�for a lower carbon future
Exploring hydrogen as alternative fuel; locomotive prototype
Zero-emission mine site�with Cat machines
Rio Tinto
Zero-emissions autonomous �mining trucks
Microsoft Swedish �Data Center
Cat® standby power capable of running on renewable liquid fuel
Electric Medium Excavator
Zero exhaust emissions excavator developed with Cat® dealer PON
CarbonPoint Solutions�Acquisition
Creating solutions �for a lower-carbon future
Newmont
Fully connected, automated, zero carbon emitting, end-to-end mining system
Logos are registered trademarks of the companies listed on screen
Microsoft, Ballard
Hydrogen Fuel Cell
Power system incorporating large-format hydrogen fuel cells for data center backup power
Battery-electric locomotives
Union Pacific Railroad
EMD Joule® will be tested in rail yards to identify locomotives’ capabilities and challenge
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