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Advanced Control Topics �+ Energy Transition��Suresh B. Reddy, Ph.D.�IEEE LectureIEEE PELS-IES, PES-IAS Delhi Chapters and Education Society�20th May 2022 

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Agenda Outline

  • Overview, Time Delay Control vis a vis PI control
  • Control Application Examples
    • Magnetic Bearings, Injection Molding, Bulb silver stripping, Active noise control
  • Electric power conversion history
  • Diesel electric drive for locomotives & traction control
  • Energy transition motivation, hybrids, microgrids, control
  • Caterpillar Inc - role in energy transition

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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:

  • Mech to Electric
  • DC variable speed drive to AC variable speed drive

Power Source Transitions:

  • Diesel & Coal to Natural Gas & Renewable fuels
  • Fossil fuels to Renewables and energy storage

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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:

  • Plastication
  • Injection
  • Packing
  • Cooling

Control functions:

  • Clamp unit velocity/position & pressure controls
  • Injection velocity/position control
  • Injection Pressure control during packing
  • Barrel/melt temp control through heater inputs

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 velocity profile generated as a function of position (trajectory planning)
  • Velocity control to desired profile (trajectory tracking)
  • Staying within desired force limits (force control/protection) while minimizing cycle time

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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  • Individual axle control, enabled by inverter/motor control enables maximized traction performance
  • Induction motor slip-torque characteristic provides some inherent wheel slip stability
  • Operation on back side of adhesion-creep curve is equivalent to negative damping, with instabilities

Locomotive Traction Control Problem

  • Maximize overall tractive effort for each locomotive, while protecting against wheel slip
    • Function of adhesion at each wheel & its normal force (2x6 wheels)
    • Adhesion a function of rail conditions & creep (normalized relative speed between wheel & ground speed)
    • Creep a function of motor torque, motor/gear/axle inertia and other dynamics
    • Weight on each wheel a function of combination of all motor toques, locomotive suspension dynamics & train dynamics

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 technologies
  • Adaptation
  • Geoengineering
  • Model uncertainties (Nonlinear coupled chaotic system)
  • Scenario uncertainties
  • Global temp vs regional variations
  • Seasonal/monthly/daily variations

 

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: 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: 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

Caterpillar: Non-Confidential

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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

Caterpillar: Non-Confidential

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.

Caterpillar: Non-Confidential

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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.

Caterpillar: Non-Confidential

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

Caterpillar: Non-Confidential

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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