david isaacson jonathan newell gary saulnier rpi
TRANSCRIPT
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Electrical Impedance Tomography
David Isaacson
Jonathan Newell
Gary Saulnier
RPI
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Part 1.
Adaptive Current Tomography
and Eigenvalues
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With help from
D.G.Gisser, M.Cheney, E. Somersalo,
J.Mueller, S.Siltanen
and
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Denise Angwin, B.S. Greg Metzger, B.S . Hiro Sekiya, B.S. Steve
Simske, M.S. Kuo-Sheng Cheng, M.S. Luiz Felipe Fuks, Ph.D. Adam Stewart Andrew Ng, B.S. Frederick Wicklin, M.S. Scott Beaupre, B.S. Andrew Kalukin, B.S. Tony Chan, B.S. Matt Uyttendaele, M.S. Steve Renner, M.S. Laurie Christian, B.S. Van Frangopoulos, M.S. Tim Gallagher, B.S. Lewis Leung, B.S. Jeff Amundson, B.S. Kathleen Daube, B.S. Candace Meindl Matt Fisher Audrey Dima, M.Eng. Skip Lentz Nelson Sanchez, M.S. Clark Hochgraf John Manchester Erkki Somersalo, Ph.D. Hung Chung Molly Hislop Steve Vaughan Joyce Aycock Laurie Carlyle, M.S. Paul Anderson, M.S. John Goble, Ph.D. Dan Kacher Chris Newton, M.S. Brian Gery Qi Li Ray Cook, Ph.D. Paul Casalmir Dan Zeitz, B.S. Kris Kusche, M.S. Carlos Soledade, B.S. Daneen Frazier Leah Platenik Xiaodan Ren, M.S. David Ng, Ph. D. Brendan Doerstling, Ph.D. Mike Danyleiko, B.S. Cathy Caldwell, Ph.D. Nasriah Zakaria Peter M. Edic, Ph. D. Bhuvanesh Abrol Julie Andreasson, B.S. Jim Kennedy, B.S. Trisha Hayes, B.S. Seema Katakkar Yi Peng Elias Jonsson, Ph. D. Pat Tirino M.S. Hemant Jain, Ph. D. Rusty Blue, Ph. D. Julie Larson-Wiseman, Ph. D.
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Main Problem!
Can we improve the Diagnosis
and Treatment of Disease,
especially Heart Disease and
Breast Cancer with
Electromagnetic Fields?
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Example of E&M for Diagnosis
EKG
V
_
+
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Example of E&M for Treatment- Defibrillation!
V
3000 V –DC, 20A for 5ms
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Impedance Imaging Problem;
How can one make clinically
useful images of the electrical
conductivity and permittivity
inside a body from
measurements on a body’s
surface?
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Potential Applications I. Continuous Real Time Monitoring of Function of:
1. Heart 2. Lung 3. Brain
4. Stomach 5. Temperature
II. Screening: 1. Breast Cancer 2. Prostate Cancer
III. Electrophysiological Data for Inverse problems in:
1. EKG
2. EEG
3. EMG
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Reasons
TISSUE Conductivity
S/M
Resistivity
Ohm-Cm
Blood .67 150
Cardiac Muscle .2 500
Lung .05 2000
Normal Breast .03 3000
Breast
Carcinoma
.2 500
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Procedure
For Imaging Heart and Lung
Function in 3D
Electrical Impedance
Tomography
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Apply I’s –
Measure V’s
Reconstruct
s+iwe
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Procedure used by T-Scan for
Electrical Impedance
Mammography
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Apply V
Meas. I’s
2 V
0 V
Display I’s
V=0 volts
V=2 volts
Current I’s in ma.
T-Scan = Only Commercial System
Tumor
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Is it useful?
Test by blinded Trials!
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Sensitivity =
# predicted to have cancer
Total # that have cancer
Specificity =
# predicted NOT to have cancer
Total # that do NOT have cancer
X 100
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How can one increase the
sensitivity and specificity?
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Increase Resolution?
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What determines “resolution”?
FIRST LIMIT IS THE NUMBER OF
ELECTRODES
because
# Degrees of freedom (voxels)
reconstructed < L(L-1)/2
Where L=# of Electrodes
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How to get Higher Resolution?
Let L ∞
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Problem
Theorem
The ability to “distinguish”
different conductivity distributions
0 as L∞ for fixed # of I gen’s.
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Solve the Problems:
1. Should we apply currents or voltages?
2. Can we distinguish σ from ?
3. Which patterns of currents or voltages should we
apply?
4. How many electrodes?
5. What size electrodes?
6. How can we reconstruct useful images?
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How do we solve these
problems?
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Use Mathematics
and
Electromagnetic theory
to design system to reconstruct
and display conductivity inside
the body in 3D
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What are the Equations?
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Maxwell’s
0
/
/
+
B
D
tBE
tDJH
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Assume
ti
titi
titi
exJtxJ
exBtxBexDtxD
exHtxHexEtxE
w
ww
ww
)(),(
)(),(,)(),(
)(),(,)(),(
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Constitutive Relations
EJ
HB
ED
s
e
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Thus
HiE
EiH
w
ews
+ )(
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HiE
EiH
w
ews
+ 0)(
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0
0
0 Assume
E
Es
w
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0
0
U
Thus
UEE
s
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Main Equation
0 Us
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Son / jU s
Bin 0 Us
S
B
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Forward Problem:
Given conductivity s and current
density j find v = U on S.
(S)1/2H(S)1/2-H:)R(
Where
.
:mapDirichlet to Neuman the Find i.e.
v)jR(
+
σ
s
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Inverse Problem:
Given
R(σ)
Find
σ
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Apply Currents or Voltages?
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1. Apply currents
measure voltages
since
R(s) is smoothing
but
L(s) R(s) 1
Is desmoothing!
)}()(H:)({ 2/11/2 SHS + L s
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Properties of R
R has a complete orthonormal set of eigenfunctions in and its eigenvalues
are decreasing to 0.
See Board.
)(2 SL
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Can we distinguish different
conductivities?
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2.We can distinguish different
conductivities when using
infinite precision!
Calderon
Kohn and Vogelius
Sylvester and Uhlmann
Nachman
…
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How to distinguish different
conductivities when precision is
finite?
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3. Apply “the best” current
patterns to distinguish
conductivities;
These are eigenfunctions of N-D
map.
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fff
dSxgxfgfS
x
,
)()(,
Let
2
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The “distinguishability” of s from
by current density j is denoted by
d(s,;j)
Given by
jjRRj /))()(();,( ssd
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We find the “best” Current
density by finding the max over j
of
<(R(s)R())j, (R(s)R())j>
<j,j>
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From Rayleigh the max
distinguishability is
d(s,;j)
where
(R(s)R()) j=j
is the largest eigenvalue of the
absolute value of
R(s)R()
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Thus s is distinguishable from
by measurements of precision e
iff
max d(s,;j)=d(s,;j)= > e
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What is the size of the smallest
inhomogeniety?
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r1 r0
0s
0s
1s
s )cos(Best j
).(.);,(
iff hableDistinguis
)./()(;0/1
).1/(2)/0();,(
2
0101
22
0
eesd
ssss
ssd
Oj
rr
rj
+
Example
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How do we find “best”current
patterns when we don’t know
what is inside?
Secret Adaptive Process!
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again! try and jjLet jj If
||)jR(j)R( ||/))jR(j)R( (j
-Let
)jR(,j)R( - compute)(or Measure
j - Guess
current;best find tomethod Adaptive
1001
00001
00
0
ss
s
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How do we find ALL the Current
patterns that are useful?
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Does it Work?
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Can optimal currents improve
sensitivity and specificity in
screening for breast cancer
?
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5x5 Electrode Array Tank
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Distinguishability Study Results Power Distinguishability for Big Conductive Target Using 5x5 Array
0%
1%
2%
3%
4%
5%
6%
7%
8%
0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16
Distance from Main Electrode Array Face to Target ( cm )
Ab
so
lute
Va
lue
of
Po
we
r C
ha
ng
e
Iopt_d
V_con
I_apt
Iopt_s
Figure 3. Optimal Current Pattern Iopt_d has better power distinguishability at all distances.
For this experiment, the experimental noise level of the magnitude of the power change is
0.02%, above which targets may be distinguishable.
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The depth below mammography electrodes at which an
inhomogeneity can be detected by .4% accuracy
Maximum Detected Distance
0.0
1.0
2.0
3.0
4.0
5.0
6.0
7.0
8.0
9.0
Israel Group
(T-SCAN)
Russian
Group (BCDD)
R.P.I. Group
(ACT 3)
Dis
tan
ce
fro
m E
lec
tro
de
s t
o
Ta
rge
t (c
m)
Electrode Array 5x5, Array Size: 8cm Square, Electrode Size: 14.8mm Square
Target Size: 24 mm Cube From Poster by Tzu-Jen Kao
Constant
Voltage
Single
Current Source
Optimal
Current Patterns
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How many electrodes to use?
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3D.in )O( , 2Din ) ( O L
Then
precisiont Measuremen
electrodes ofNumber L
1/3- 1/2- ee
e
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How many current sources to
use?
As many as we have electrodes.
See Proof that as L →∞ distinguishability
→0 for a fixed number of current sources.
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What size should we make the
electrodes?
Space filling!
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4. How can we reconstruct useful
images?
1. Linearization (Noser 2-D ,Toddler 3-D);
Fast, useful, not accurate for large contrast
conductivities.
2. Optimization (Regularized Gauss-Newton);
Slow, more accurate , iterative methods
3. Direct methods (Layer stripping, D-Bar);
Solve full non-linear problem, no iteration!
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End Part II
How do we make images?
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Electrical Impedance Tomography
David Isaacson
Jonathan Newell
Gary Saulnier
RPI
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Part 2.
Electrical Impedance Imaging
Algorithms.
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Solve the Problems:
1. Should we apply currents or voltages?
2. Can we distinguish σ from ?
3. Which patterns of currents or voltages should we
apply?
4. How many electrodes?
5. What size electrodes?
6. How can we reconstruct useful images?
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4. How can we reconstruct useful
images?
1. Linearization (Noser 2-D ,Toddler 3-D);
Fast, useful, not accurate for large contrast
conductivities.
2. Optimization (Gauss Newton, Adaptive
Kacmarcz);
Slow, more accurate , iterative methods.
3. Direct methods (Layer stripping, CGO,
dbar);
Solve full non-linear problem, no iteration!
![Page 82: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/82.jpg)
What can a linearization do?
Noser – a 2-D reconstruction
Toddler – a 3-D reconstruction
(both assume conductivity differs
only a little from a constant.)
FNoser - Fast ,20 frames/sec
Real time imaging of Cardiac and
Lung function shown in the following
examples.
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Linearizations
NOSER (S.Simske,…)
FNOSER(P.Edic,…)
TODDLER(R.Blue,…)
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Main Equation
0 Us
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Son / jU s
Bin 0 Us
S
B
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Forward Problem:
Given conductivity s and current
density j find v = U on S.
(S)1/2H(S)1/2-H:)R(
Where
.
:mapDirichlet to Neuman the Find i.e.
v)jR(
+
σ
s
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Inverse Problem:
Given
R(σ)
Find
σ
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nnmm
nm
juju
uu
000
00
//
00
ss
ss
dxuudSuuuu
dxuuuu
uuuu
nm
BS
nmmn
nmmn
nmmn
00000
000
000
)(
0
00
ssss
ss
ss
![Page 89: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/89.jpg)
)(
)(),(
)( then If
)(
m)Data(n,
))()((,
2
00
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000
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dsds
ss
sdsssds
ss
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ss
Odxuu
dxuumnData
Ouu
dxuu
jRRj
dSjujudSuuuu
nm
B
nm
B
mm
nm
B
nm
S
nmmn
S
nmmn
+
+
>
![Page 90: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/90.jpg)
k,),(
00
k
k
00
)(),(
solve; toneedonly Thus
)()(
)},({, BASIS Choose
),(
kCk
nmMnmData
dxuuxCnmData
xCx
x
dxuumnData
nm
B
kk
kk
k
nm
B
ds
ds
![Page 91: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/91.jpg)
What is the Basis?
SEE TRANSPARENCIES
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Does it work?
Test by experiment
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ACT 3
• 32 Current sources
• 32 Voltmeters
• 32 Electrodes
• 30 KHZ
• 20 Frames / Sec
• Accuracy > .01%
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Phantom
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Reconstructions
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Real-time acquisition and display
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Can it image heart and lung
function?
![Page 98: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/98.jpg)
2 – D
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ACT 3 imaging blood as it leaves the heart ( blue) and
fills the lungs (red) during systole.
![Page 101: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/101.jpg)
Show 2D Ventilation and
Perfusion Movie
![Page 102: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/102.jpg)
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3D Electrode Placement
![Page 104: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/104.jpg)
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3-D Chest Images
![Page 106: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/106.jpg)
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Heart Lung Static Image
![Page 108: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/108.jpg)
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Ventilation in 3D
![Page 111: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/111.jpg)
3D Human Results
• Images showing conductivity changes with respiration
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Cardiac in 3D
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How can one get more accurate
values of the conductivity, less
artifact,and still be fast?
![Page 116: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/116.jpg)
D-Bar method for EIT
J. Mueller , S.Siltanen, D.I.
Special thanks to A.Nachman
![Page 117: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/117.jpg)
D-Bar Reconstruction method • Convert inverse conductivity problem to an
Unphysical Inverse Scattering Problem for the Schrodinger Equation.
• Use the measured D-N map to solve a boundary integral equation for the boundary values of the exponentially growing Faddeev solutions .
• Compute the unphysical Scattering transform in the complex k-plane from these boundary values.
• Solve the D-Bar integral equation in the whole complex k-plane for the Faddeev solutions in the region of interest.
• Take the limit as k goes to 0 of these solutions to recover and display the conductivity in the region of interest.
![Page 118: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/118.jpg)
Problem: Find the Conductivity σ
from the measured Dirichlet to
Neumann map sL
B. of odneighborho ain 1
B.on u/ V
B.on Vu
B. inside 0
:Assume
L
s
s
s
s
u
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B. of odneighborho ain 0q and
Bon /
Bin 0 q -
Then
q(p) q
u, ) (p,
;Let
1/21/2-
1/2
L
+
ss
s
s
![Page 120: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/120.jpg)
. |p| as 1 where
) (p, p) exp(i)(p,
Let
ikkk wherei)k(1, takeRIn
0. where, |p| as p) exp(i
satisfy that B outside 0q
with ) 2 (n R of allon Solutionsfor Look
21
2
n
+
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identical. are they at 1 and both Since
0 q -
0(p,0) q (p,0)-
:Reason
).,(0
lim)0,()(1/2
hat;property t by the from recover may We
. |p| as 1 and
0)2(-
thatObserve
1/2
1/21/2
+
+
+
s
ss
s
s
ppp
qi
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( )
.|p| as p)exp(iG , G-
function Greens Faddeev theis G(p) where
tt)w(t)ds-G(p(Sw)(p)
operator thedenotes S Here
B.on )exp()] - S([I
solvingby Bon hence and findFirst 1.
? find Given :ProblemMain
B
1
LL+
L
d
s
s
pi
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. Display .5
)()(p, lim Take .4
),())(exp()(4
1/
);(p,for equation theSolve .3
)()()( p)exp(ik) t(
transformscattering "unphysical" theCompute 2.
1/2
0k
1
s
s
s
p
kppiktk
k
pdspB
+
LL
![Page 124: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/124.jpg)
Does it Work?
![Page 125: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/125.jpg)
Numerical Simulation
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Phantom tank with saline and agar
First D-Bar Reconstruction Results
from Experimental Data
![Page 127: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/127.jpg)
First D-Bar Cardiac Images
![Page 128: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/128.jpg)
Changes in conductivity as heart expands (diastole) and contracts (systole)
from one fixed moment in cardiac cycle.
First blood fills enlarging heart (red) while leaving lungs (blue) . Then blood
leaves contracting heart (blue) to fill lungs (red).
Reconstruction by D-bar. Data by ACT3.
![Page 129: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/129.jpg)
Click on the image at right to see a movie of changes in the conductivity
inside a chest during the cardiac cycle. Difference’s shown in the movie
are all from one moment in the cycle. The movie starts with the heart
filling and the lungs emptying.
Reconstruction by D-Bar. Data from ACT3.
![Page 130: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/130.jpg)
Problems:
• How to make D-bar method work better
with experimental data?
• How to make it work in 3-D?
• How to make D-bar work with
Optical,Acoustic, and Microwave Data?
![Page 131: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/131.jpg)
Can EIT Improve Sensitivity and
Specificity in screening for
Breast Cancer
?
![Page 132: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/132.jpg)
Breast Cancer Problem
![Page 133: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/133.jpg)
HS14R HS10L HS21R HS25L
Which ones have cancer ?
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Rensselaer Polytechnic Institute April 2007 13
4
Electrical Impedance Tomography
with Tomosynthesis for Breast
Cancer Detection Jonathan Newell
Rensselaer Polytechnic Institute
With:
David Isaacson Gary J. Saulnier
Tzu-Jen Kao Greg Boverman
Richard Moore* Daniel Kopans*
And: Rujuta Kulkarni Chandana Tamma
Dave Ardrey Neha Pol
*Massachusetts General Hospital
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Rensselaer Polytechnic Institute April 2007
EIT electrodes added to mammography machine.
1 : 2 : 4 : 2 : 1 is the ratio of the mesh thicknesses.
Only the center layer, III, is displayed in the results.
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Rensselaer Polytechnic Institute April 2007
EIT Instrumentation
ACT 4 with Tomosynthesis unit Radiolucent electrode array
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Rensselaer Polytechnic Institute April 2007
Co-registration of EIT and Tomo Images
To find the electrode position, display the slice containing the electrodes. Superimpose the mesh grid with correct scale. Slice 15 of 91
Then select the desired tomosynthesis layer. Slice 50 of 91
HS_14R Normal
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Rensselaer Polytechnic Institute April 2007
Admittance Loci: format for summaries of
EIS data
Results of in-vitro studies of excised breast tissue. Jossinet & Schmitt 1999
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Rensselaer Polytechnic Institute April 2007
120 EIS plots for a normal breast (HS14_Right)
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Rensselaer Polytechnic Institute April 2007
HS25_L: Invasive Ductal Carcinoma ROI 1
ROI 2
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Rensselaer Polytechnic Institute April 2007
Linear Correlation Measure –LCM
m
m
YY
YYLCM
,1
1
0
1
2
3
4
5
0 1 2 3 4 5 6
Y
Ym
compute for
each voxel
LCM Image 700
0
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Rensselaer Polytechnic Institute April 2007
LCM Image of invasive ductal CA (HS25_L)
Gray scale image of LCM
700
0
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Rensselaer Polytechnic Institute April 2007
HS21_R: Fibroadenoma in the upper box ROI 1
ROI 2
![Page 144: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/144.jpg)
Rensselaer Polytechnic Institute April 2007
LCM Image of fibroadenoma (HS21_R)
Gray scale image of LCM
350
0
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Rensselaer Polytechnic Institute April 2007
HS10_L: Invasive Ductal CA “Proliferation is worrisome”
ROI 1
ROI 2
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Rensselaer Polytechnic Institute April 2007
LCM Image of invasive ductal CA (HS10_L)
Gray scale image of LCM
1300
0
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Rensselaer Polytechnic Institute April 2007
LCM for 11 normal breasts
There are 120 EIS plots for layer 3 in each patient. The
distribution of the LCM parameter in these plots is shown.
300
0
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Rensselaer Polytechnic Institute April 2007
LCM for the regions of interest in 4 patients
The distributions of the LCM for the regions of interest identified. Note the LCM
values are much larger for voxels associated with the malignant lesions.
Hyalinized
Fibroadenoma
Invasive ductal
carcinoma
Normal Normal
![Page 149: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/149.jpg)
Rensselaer Polytechnic Institute April 2007
LCM on the same scale
Normal Breast
Fibroadenoma
Invasive Ductal
Carcinoma
Invasive Ductal
Carcinoma
![Page 150: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/150.jpg)
HS14R HS10L HS21R HS25L
Which ones have cancer ?
![Page 151: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/151.jpg)
Which ones have cancer ?
HS14L
LCM=137
HS21L
LCM=328
HS25R
LCM=709
HS10R
LCM=1230
![Page 152: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/152.jpg)
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HS14R HS10L HS21R HS25L
Which ones have cancer?
![Page 154: David Isaacson Jonathan Newell Gary Saulnier RPI](https://reader030.vdocuments.pub/reader030/viewer/2022012808/61bdaf2fcb62ba6eb265e9d5/html5/thumbnails/154.jpg)
Can EIT Improve Sensitivity and
Specificity in screening for
Breast Cancer
?
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Thank you,
especially
J.M., M.C., P.M.