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Office of Research and Development Nanoscale X.ray Computed Tomography of Solid Oxide Fuel Cell Electrodes William K EptingU 1.3 Shawn LitsterU 3 Kirk GerdesU 1 Paul A Salvador 1U2 1 National Energy Technology LaboratoryU UDSD Department of Energy; 2 Dept of Materials Science and EngineeringU Carnegie Mellon UnivD; 3 Dept of Mechanical EngineeringU Carnegie Mellon UnivD Acknowledgment: "s part of the National ±nergy Technology µaboratory5s research portfolioC this work was conducted under the R±S contract ?±v%±222*222 Using a Spherical Dilating Kernel of R = W: Ni µarge pores NivYSZC pores YSZC no pores µSMvYSZC pores µSM µarge pores (2 μm V2 μm V2 μm 82 μm ~(22 μm Hathode current collector "ctive cath. "ctive anode ±lectrolyte "node support RP8 Hoarser kernels RPx Spherical kernel N8: kernel Hubic kernel Starting voxel Dilate YSZ µSM Void YSZ1 µSM Void YSZ1 µSM1 Void1 YSZ1 µSM Void1 Void µSM YSZ Void YSZ YSZ mbright3 Ielow resolution limit Iorder region Raw virtual x? slice IutC the real structure looks like this• Void mdark3 Void µSM YSZ Segmentation greyscales based on real volumes of µSM elsewhere Removal Method: Morphological Dilation ThreexPhase Artifact Artifact removal by sequential dilation µSM artifact coating all YSZ mthere should be YSZvpore interfaces3 µSM artifact even coating electrolyte layer mnot physical3 Dilation: Different kernels and sizes Studying Dilation Parameters for Artifact Removal Reasonable outcomes Unreasonable outcomes Untreated Is it physical? Effect on phase frac? Effect on pore contact? Effect on phase percolation? Kernel: cube Radius: 3 All features look very “cube<ified” LSM reduced to single isolated cubes Virtual /D slice Thinnest LSM skins gone Remaining LSM thick enough to be real Qualitatively, shapes faithful to orig. data LSM covering all YSZ < not physical Void YSZ LSM Virtual /D slice Long limbs present% smaller than nano<CT’s resolution limit Kernel: faces only Radius: 2 LSM YSZ Void Z coord. [μm] Phase fraction LSM Fraction > Pw, Not likely true. LSM likely getting boost in volume from artifact LSM Void Phase fraction LSM <3z, seems unreasonably low Cube% radius x LSM YSZ Void Sphere% radius / Z coord. [μm] zw, LSM seems high% but possible mHommercial composition unknown3 LSM YSZ Void Sphere% radius x Z coord. [μm] xw5xw5xw, mix also seems reasonable LSM YSZ Pore exposure LSM<pore exposure has taken a large hit Cube% radius x LSM YSZ Sphere% radius / Z coord. [μm] YSZ<pore exposure has come from ~w to a measurable amount% LSM<pore exposure still sizeable LSM YSZ Sphere% radius x Z coord. [μm] YSZ<pore and LSM<pore very even now% though TPB may be about the same as above LSM YSZ Z coord. [μm] Pore exposure YSZ has virtually w contact with pores1 Unprocessed Sphere% R=/ Sphere% R=x Cube% R=x Kernel: sphere Radius: 2 YSZ connectivity pretty reasonable to begin with. Void connectivity lowC but some dead pores expected. Void connectivity higher v closer to expected characteristics. "ll three phases have excellent connectivity. µSM connectivity has been severely diminished by overvdilation. Radiograph ±lectrolyte V2 μm V? reconstruction Virtual x? slices Raw Segmented Nanoscale Xxray CT of Solid Oxide Fuel Cells Hathode materials• µSM YSZ µanthanum strontium manganateC electron conductor = catalyst Yttriavstabilized zirconiaC oxide conductor %OV X-ray CT with 65 nm resolution LD Spatial Analysis of TPB Distribution Shaftvlike 0dead zone0 Heterogeneity Analysis Ongoing Work: Advanced Sample Prep for LargerO More Representative Samples m* μm3 V TPIs determined vertexvbyvvertex in V? Vetices connected to orthogonal neighbors Paths smoothed for accurate length measurement µocal TPI length stored on voxelvbyvvoxel basis for V? spatial analysis 82x82x( μm region selected for heterogeneity analysis mbelow3 TPB density "cloud" visualization Multiple cubic ROqs placed within larger volume +ow much does TIP density differ between each cubeC as the cubes become smallerz Typ . %qIvS±M size ±*2Z deviation from mean TPIC based on U(Z confidence interval on Tvdistribution µarger volumes mV2~ μm3 required to accurately characterize more heterogeneous industrial cells v nanovHT is capable N P V) N P 8* NP* qdeal sample 0%racture and hope0 method may favor statistically unusual samples• 0why did it break therez0 qn factC this sample is more homogeneous than many other samples previously attempted in %qIvS±MC which exhibited large superporesC or *~ μm boulders of solid material. Cut-and-polish method ?irection of polishing Hut Polish Micrometerv controlled fixture Trim with laser ±xtract pillar Mount vertically for nanovHT Abstract Understanding performance degradation in SO%Hs requires an understanding of electrode microsctructure Prior methods yield small fields of view below scale of eterogeneity present in some cells Nanoscale Xvray HT can yield V? microstructure of a larger volume Here, we present imaging, artifact removal, and analysis of the scale of heterogeneity in industrial SOFC electrodes Virtual x? slice from V? image 82 μm µSM YSZ Pore ±lectrolyte 2.x 2.* 2.) 2.: 2 ( 82 8( x2 x( YSZ µSM Pore Z coord [μm] Vol fraction Phase fraction analysis Hurrent collector Phase connectivity analysis Analysis of larger cathode volume 445 x 32 x 25 μmx µSM YSZ Void 2 2.x 2.* 2.) 2.: 8 µargest contiguous frac. z

Nano,.,pute,omograp,,,,,,odes and Development Office of ......Office of Research Nano,.,pute,omograp,,,,,odes and Development,,U.,,U 3,,U 1,,,Salvador U,,,,, Nation,,echn,LaboratU,DD,rtme,,,

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Page 1: Nano,.,pute,omograp,,,,,,odes and Development Office of ......Office of Research Nano,.,pute,omograp,,,,,odes and Development,,U.,,U 3,,U 1,,,Salvador U,,,,, Nation,,echn,LaboratU,DD,rtme,,,

Office of Researchand DevelopmentNanoscale,X.ray,Computed,Tomography,of,Solid,Oxide,Fuel,Cell,Electrodes

William,K,EptingU1.3,Shawn,LitsterU3,Kirk,GerdesU1,Paul,A,Salvador1U2,,,

,,,,1National,Energy,Technology,LaboratoryU,UDSD,Department,of,Energy;,2Dept,of,Materials,Science,and,EngineeringU,Carnegie,Mellon,UnivD;,3Dept,of,Mechanical,EngineeringU,Carnegie,Mellon,UnivD

Acknowledgment:"s- part- of- the- National- ±nergy-Technology- µaboratory5s- research-portfolioC- this- work- was- conducted-under-the-R±S-contract-?±v%±222*222

UsingbabSphericalbDilatingbKernelbofbRb=bW:

Niµarge-pores

NivYSZC-pores

YSZC-no-pores

µSMvYSZC-pores

µSMµarge-pores

(2-μm

V2-μm

V2-μm

82-μm

~(22-μm

Hathodecurrentcollector

"ctive-cath.

"ctive-anode

±lectrolyte

"nodesupport

R-P-8

Hoarser-kernels

R-P-x

Spherical-kernel N8:-kernel Hubic-kernel

Startingvoxel

Dilate

YSZ

µSM

Void

YSZ1

µSM

Void

YSZ1

µSM1

Void1

YSZ1

µSM

Void1

Void

µSM

YSZ

Void

YSZ

YSZ-mbright3

Ielowresolution

limit

Iorderregion

Raw-virtual-x?-slice

IutC-thereal

structurelooks like

this•

Void-mdark3

Void µSM YSZ

Segmentation

greyscales-based-on-real-volumes-of-µSM-

elsewhere

RemovalbMethod:bMorphologicalbDilationThreexPhasebArtifact

Artifactbremovalbbybsequentialbdilationb

µSM-artifact-coating-all-YSZ-mthere-should-be-YSZvpore-interfaces3

µSM-artifact-even-coating-electrolyte-layer-mnot-physical3

Dilation:bDifferentbkernelsbandbsizes

StudyingbDilationbParametersbforbArtifactbRemovalReasonable-outcomes Unreasonable-outcomesUntreated

Isbit

phys

ical

?Ef

fect

bon

phas

ebfr

ac?

Effe

ctbo

npo

rebc

onta

ct?

Effe

ctbo

nph

aseb

perc

olat

ion?

Kernel: cubeRadius: 3

• AllRfeaturesRlookRvery“cube<ified”

• LSMRreducedRtoRsingleisolatedRcubes

VirtualR/DRslice

ThinnestRLSMRskinsgone

RemainingRLSMRthickenoughRtoRbeRreal

Qualitatively, shapesfaithful to orig. data

LSMRcovering all

YSZ < notRphysical

VoidYSZLSM

VirtualR/DRslice

LongRlimbspresent%Rsmallerthan nano<CT’sresolutionRlimit

Kernel: faces onlyRadius: 2

LSM

YSZ VoidElectrolyte

region

Z coord.-[μm]

Pha

se-f

ract

ion

LSMRFractionR>RPw,Not likely true.

LSMRlikelyRgettingboostRinRvolumeRfrom

artifact

LSM

YSZ VoidElectrolyte

region

Pha

se-f

ract

ion

LSMR<3z,RseemsunreasonablyRlow

Cube%RradiusRx

LSM

YSZ VoidElectrolyte

region

Sphere%RradiusR/

Z coord.-[μm]

zw,RLSMRseemsRhigh%RbutRpossiblemHommercial-composition-unknown3

LSMYSZ

VoidElectrolyte

region

Sphere%RradiusRx

Z coord.-[μm]

xw5xw5xw,RmixRalsoRseemsreasonable

LSM

YSZElectrolyte

region

Por

e-ex

posu

re

LSM<poreRexposurehasRtakenRaRlargeRhit

Cube%RradiusRx

LSMYSZ

Electrolyte

region

Sphere%RradiusR/

Z coord.-[μm]

YSZ<poreRexposureRhasRcomeRfromR~wtoRaRmeasurableRamount%RLSM<pore

exposureRstillRsizeableLSM

YSZ

Electrolyte

region

Sphere%RradiusRx

Z coord.-[μm]

YSZ<poreRandRLSM<poreRveryevenRnow%RthoughRTPBRmaybeRaboutRtheRsameRasRabove

LSM

YSZ

Electrolyte

region

Z coord.-[μm]

Por

e-ex

posu

re

YSZRhasRvirtuallyRwRcontactRwithRpores1

Unprocessed Sphere%RR=/ Sphere%RR=x Cube% R=x

Kernel:HsphereRadius:H2

YSZ-connectivity-pretty-reasonable-to-begin-with.

Void-connectivity-lowC-but-some-dead-pores-expected.

Void-connectivity--higher-v-closer-to-expected-characteristics.

"ll-three-phases-have-excellent-connectivity.

µSM-connectivity-has-been-severely-diminished-by-overvdilation.

Radiograph

±lectrolyte

V2-μm

V?-reconstruction

Virtual-x?-slices

Raw Segmented

NanoscalebXxraybCTbofSolidbOxidebFuelbCells

Hathode-materials•µSM

YSZ

µanthanum-strontiummanganateC-electronconductor-=-catalyst

YttriavstabilizedzirconiaC-oxide-conductor

%OV

X-rayHCTHwithH65HnmHresolution

LDbSpatialbAnalysisbofbTPBbDistribution

Shaftvlike-0dead-zone0

HeterogeneitybAnalysis

OngoingbWork:bAdvancedbSamplebPrepbforbLargerObMorebRepresentativebSamples

m*-μm3V

TPIs-determined-vertexvbyvvertex-in-V?

Vetices-connected-to-orthogonal-neighbors

Paths-smoothed-for-accurate-length-measurement

µocal-TPI-length-stored-on-voxelvbyvvoxel-basis-for-V?-spatial-analysis

82x82x(-μm-region-selected-for-heterogeneity-analysis-mbelow3

TPB density "cloud" visualization

Multiple-cubic-ROqs-placed-within-larger-volume

+ow-much-does-TIP-density-differ-between-each-cubeC-as-the-cubes-become-smallerz

Typ-.-%qIvS±M-size

±*2Zdeviation- from- mean-TPIC- based- on- U(Z-confidence- interval-on-Tvdistribution

µarger- volumes- mV2~- μm3- required- to-accurately-characterize-more-heterogeneous-industrial-cells-v-nanovHT-is-capable

N-P

-V)

N-P

-8*

N-P

-*

qdeal-sample0%racture- and- hope0- method-may- favor- statistically- unusual-samples•- 0why- did- it- break-therez0

qn- factC- this- sample- is- more-homogeneous-than-many-other-samples- previously- attempted-in- %qIvS±MC- which- exhibited-large- superporesC- or- *~- μm-boulders-of-solid-material.

Cut-and-polishHmethod

?irection-of-polishing

Hut Polish

Micrometervcontrolled-

fixture

Trim-with-laser ±xtract-pillar

Mount-vertically-for-nanovHT

AbstractUnderstanding- performance- degradation- in-SO%Hs- requires- an- understanding- of-electrode-microsctructurePrior-methods-yield-small-fields-of-view-below-scale-of-eterogeneity-present-in-some-cellsNanoscale- Xvray- HT- can- yield- V?- - -microstructure-of-a-larger-volume

Here,HweHpresentHimaging,HartifactHremoval,HandHanalysisHofHtheHscaleHofHheterogeneityHinHHindustrialHSOFCHelectrodes

Virtual-x?-slice-from-V?-image

82-μm

µSM

YSZPore ±

lect

roly

te

2.x 2.* 2.) 2.:2

(

82

8(

x2

x(

YSZµSM Pore

Z-c

oord

-[µm

]

Vol-fraction

Phase-fraction-analysis

Hur

rent

-col

lect

or

Phase-connectivity-analysis

AnalysisHofHlargerHcathodeHvolumeH445HxH32HxH25Hμmx

µSM YSZ Void2

2.x

2.*

2.)

2.:

8

µarg

est-c

ontig

uous

-frac

.

z