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Transitioning Electrochemical Acoustic Analysis into a Predictive Technique for Understanding Complex Behaviors Daniel Steingart Princeton University Princeton Lab for Electrochemical Engineering Systems Research Department of Mechanical and Aerospace Engineering Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22

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Page 1: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Transitioning Electrochemical Acoustic Analysis into a Predictive Technique for Understanding Complex BehaviorsDaniel Steingart Princeton University Princeton Lab for Electrochemical Engineering Systems Research Department of Mechanical and Aerospace Engineering Andlinger Center for Energy and the Environment

Meeting The Challenge ESS 2017-02-22

Page 2: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Thanks in Advance

Page 3: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Anna Karenina was a Battery“All happy families are alike; each unhappy family is unhappy in its own way”

“If you look for perfection, you'll never be content”

“Anything is better than lies and deceit!”

Page 4: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Group Hypothesis

Capital Cost

Energy Density

Power Density

Amortization/ Operating Cost

(Cycle life and Safety)

(Ragone Space)

(Utility Space)

EVs are in the middle

Pick Your Corners

Many Couplings Create An Unfortunate Tetrahedron

Page 5: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

The Hidden Metric in RagoneEnergyDensity

PowerDensity SafetyV.Srivansan,GigaOM,2012

∆E

Cp ∗m= ∆T

More Energy @ Unlimited Rate

Less Mass

Page 6: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

State Estimation

Page 7: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Cost No Object Tool: EDXRD

Near real time reconstruction of a full cell in operationRequires White Beam

And Serious FluxHope the Wiggler Stays Up

θ λ

EDXRD Fixed Varied

θ-2θ Varied Fixed

Page 8: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

The Allegory of The Cell(Synchrotron Radiation)

(Neutron Sources) (Fancy Stuff)

(You Cell Phone Estimator) (Cheap Stuff)

truth is expensive but uncalibrated estimation is dangerous

(Generally) Deconstructed

SystemsWorking Systems

http://www.jupiterjenkins.com/spelunking-with-ray-bradbury/

Page 9: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

The Allegory of The Cave

For “real systems” I’d argue that the default is EISWhat Can Bridge?

http://www.jupiterjenkins.com/spelunking-with-ray-bradbury/

Page 10: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Why Does This Happen?

Page 11: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Why does this happen?

Bhadra et. al. JMCA 2015

Page 12: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

A Complex Story

Bhadra et. al. JMCA 2015

Page 13: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Mechanics and Batteries

Cannarella et. al. JOPS 2014

Stress-strain

Rhodes et. al. JECS 2010

Acoustic emmission

Sood et. al. IEEE 2013

Large-scale delamination

Page 14: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Is there a global connection?• Is there a way to study the electrochemical &

mechanical behavior of all closed batteries, regardless of chemistry and geometry?

• Can we detect the subtle changes that occur in a battery during cycling?

Thoughts about closed batteries during cycling: • Density distribution must shift • Modulus distribution will change as well

Page 15: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Basic Acoustics

Sound speed

Longitudinal/Shear Modulus

Density

Acoustic impedance

Z1

Z2T

R

Hypothesis: Cycling will affect the behavior of sound traveling through a battery

Page 16: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Simulation of pulse through a cell

Hsieh et. al. E&ES 2015

1D continuity equations*

Page 17: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Simulation of pulse through a cell

Hsieh et. al. E&ES 2015*Constant SOC

Time of Flight (A.U.)

1D continuity equations*

*solved in Clawpack

Page 18: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

EA Simulation

Hsieh et. al. E&ES 2015

*calculated assuming only density changes

Waveform evolution as f(SOC)*

* tToF << tcyc

Page 19: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Visualizing EA data

Tran

smitt

ed T

oF (A

U)

Cycle time (AU)

snapshot in cycling time, single SOC time-resolved, changing SOC

Page 20: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

EA Simulation

Hsieh et. al. E&ES 2015*assuming only density changes

Page 21: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

More layers, more complexity

Hsieh et. al. E&ES 2015*assuming only density changes

Page 22: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Sub Wavelength Handwave

Time (s)

Rec

eive

r Am

plitu

de T

rans

mitt

ed A

mpl

itude

Effective Density Change doesn’t show up if the frequency is too low (mass is conversed)

Elastic Modulus has noneed to be conserved, soat low frequencies we are measuring a composite stack

Page 23: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Experimental Setup

Page 24: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

LCO Prismatic

Hsieh et. al. E&ES 2015

Pulse Echo Through Signal

Thickness 5mm~8 layers

*experimental data

Page 25: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

LCO Prismatic

Hsieh et. al. E&ES 2015

Pulse Echo Through Signal

Thickness 5mm~8 layers

Page 26: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

NCA 18650

Hsieh et. al. E&ES 2015

Pulse Echo Through Signal

Diameter 18mm25 layers

Page 27: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

NCA 18650 - cycle by cycle

Hsieh et. al. E&ES 2015

Page 28: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Alkaline Brand Comparison

Hsieh et. al. E&ES 2015

Bhadra et. al. JMCA 2016

Page 29: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Chemistry/geometry specific

In Progress

Page 30: Transitioning Electrochemical Acoustic Analysis …...2017/02/22  · Andlinger Center for Energy and the Environment Meeting The Challenge ESS 2017-02-22 Thanks in Advance Anna Karenina

Summary• Sound must be an indicator of battery

structure, state of charge, and state of health due to the basics operation of a closed electrochemical energy storage

• In combination with traditional tools, we can provide direct structural information on real batteries, in real time.