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Control of Inhomogeneous Spin Ensembles
44

Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Dec 20, 2015

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Page 1: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Control of Inhomogeneous Spin Ensembles

Page 2: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

2 2u v A

[1 ,1 ]

Robust Control of Inhomogeneous Spin Ensembles

0 ( )

0 ( )

( ) ( ) 0

x u t xd

y v t ydt

z u t v t z

0B

M

x

y

d

M

dt

M

B

( )rfB t M

0B0 B0

Page 3: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

0 0 ( )

0 0 ( )

( ) ( ) 0

x v t xd

y u t ydt

z v t u t z

[1 ,1 ]

Compensation and Composite Pulses

z

x

y

Page 4: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

2 2u v A

[1 ,1 ]

Robust Control of Inhomogeneous Spin Ensembles

0 ( )

0 ( )

( ) ( ) 0

x u t xd

y v t ydt

z u t v t z

0B

M

x

y

d

M

dt

M

B

( )rfB t M

0B0 B0

Page 5: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.
Page 6: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.
Page 7: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

The problem of manipulating quantum systems with uncertainities or inhomogeneities in parameters govering the system dynamics is ubiquitous in spectroscopy and information processing .

a) Understanding what aspect of system dynamics makes compensation possible.b) What kind of inhomogeneities or errors can or cannot be corrected.

Typical settings includea) Resonance offsetsb) Inhomogeneities in the strength of excitation field (systematic errors)c) Time dependent noise (nonsystematic errors)d) Addressing errors or cross talk

Widespread use of composite pulse sequences and pulse shaping first to correct for errors or compensate for inhomogeneties

Page 8: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

0 0 ( )

0 0 ( )

( ) ( ) 0

x v t xd

y u t ydt

z v t u t z

[1 ,1 ]

Broadband Control

[ ( ) ( ) ]x y

dXu t v t X

dt

Page 9: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Lie Algebras and Polynomial Approximations

2

2,

( ) exp( )exp( )exp( )exp( )

( ) [ ]

z

y x y x

x y

U t t t t t

I t

[ ( ) ( ) ]x y

dXu t v t X

dt

5,[ [ [ [ ]]x x x x y y

3

2,

( ) exp( ) ( ) exp( )

( ) [ [ ]]

y

x x

x x y

U t t U t t

I t

Page 10: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Lie Algebras and Polynomial Approximations

exp( ( ) )yf

2 1( ) kk

k

f c ( )f Choose such that it is approx. constant for

[1 ,1 ]

Using3 2 1

,, , ky y y as generators

Page 11: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Lie Algebras and Polynomial Approximations and Ensemble Controllability

2 1( ) kk

k

f c

1 2 3( ) exp( ( ) ) exp( ( ) ) exp( ( ) )x y xf f f

Create Unitary Evolution as a function of inhomogeneity to desired level of accuracy

Page 12: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Basic Mathematical Structure:Non commutativity of generators and an

underlying semi-simple Lie-algebra

Repeated Lie brackets (commutators) will raise the dispersion parameter to higher powers. The various powers of can be combined to form polynomials that approximate any desired evolution with continuous dependency on

[ ( ) ( ) ]x y

dXu t v t X

dt

exp( ( ) )yh

Page 13: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

0 ( )

0 ( )

( ) ( ) 0

x u t xd

y v t ydt

z u t v t z

[ , ]B B

Ensemble Controllability of Bloch Equations

2,

( ) exp( )exp( )exp( )exp( )

( ) [ ]

y

x z x z

z x

U t t t t t

I t

2

,[ [ ]]z z y y ( ) kkf c

exp( ( ) )yf

Page 14: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Larmor Dispersion and Strong Fields

exp( ) exp( )exp( )exp( )z x z xt t

2,

( ) exp( )exp( )exp( )exp( )

( ) [ ]

y

x z x z

z x

U t t t t t

I t

( ) kkf c

exp( ( ) )yf

Page 15: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Larmor Dispersion and Bounded Controls

exp( ) exp( )exp( )exp( )z x z xt t

Adiabatic Passage

2

exp( ( ) ) exp( )exp( ( ) )z x zU

U I

exp( ) exp( )z zt U t U

Adiabatic Passage is Robust to rf-inhomogeneity

Page 16: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

0 ( )

0 ( )

( ) ( ) 0

x u t xd

y v t ydt

z u t v t z

Ensemble Controllability of Bloch Equations

exp( )exp( )exp( )exp( )x z x zt t t t

k jkjc

1 2 3( , ) exp( ( , ) ) exp( ( , ) ) exp( ( , ) )y x yf f f

Page 17: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.
Page 18: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Some Negative Results

Nil-Potent Systems Cannot be Compensated

1 0

( ) 0 ( ) 1

f g

xd

y u t v tdt

z y x

0

[ , ] 0

1

f g

x

y

Page 19: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Some Negative Results

Linear systems cannot be compensatedfor field inhomogeneities

dXAX Bu

dt

( )( ) (0) ( ) ( )At A tX t e X e B u d

Page 20: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Some Negative Results

( )[cos( ( ) ) sin( ( ) ) ]x y

dXA t t t X

dt

Phase Dispersions Cannot be Compensated

( )[cos( ( )) sin( ( )) ]x y

dXA t t t X

dt

cos sinx x y

cos siny y x

,[ ]z x y

Page 21: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Ensemble Controllability of Coupled Spins with Inhomogeneous Couplings

Interactions

SI

S

J

I

B

(D)

Spin Hamiltonian: H + H (t)

B (t)rf

0

0 rf

1 2c z zH J

31 2 1 2 1 2 1 2[ [ , ]z x z x z z z zJ J J J

21 2 1 2 2[ , ]z z z x yJ J J

1 1 2 1 2 1 2 2( ) ( ) exp( ( ) ( ) ( ) ) ( )x x y y z zU J V J a J b J c J V J

1 2cH J

Page 22: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.
Page 23: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

I

S

ISr

6

1

ISrNOE

0B

M

x

y

d

M

dt

M

B

( )rfB t M

0B0 B0

H

0 (1 )B

Page 24: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

2 1 1 2( ) exp( )exp( )cos(2 )cos(2 )I s S Is t R t R t t t

Page 25: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

One dimensional spectrum

Page 26: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.
Page 27: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Relaxation Optimized Coherent SpectroscopySingular Optimal Control Problems

Anisotropy Compensated Experiments in Solid state NMRTheory of Broadband Control

Page 28: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Inhomogeneous Broadening due to Dipolar Coupling Dispersion

B0

S

Page 29: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Broadband control in biological solid-state NMR

DCP OCDCPOCHORRORHORROR

J. Am. Chem. Soc., 126 (2005)

Chem. Phys. Letter (2005)

Page 30: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Time Optimal control of inhomogeneous quantum ensembles

0 ( )

0 ( )

( ) ( ) 0

x u t xd

y v t ydt

z u t v t z

Find the shortest pulse sequence (shape) that produces a coherent excitation over [ , ]B B

2 2u v A

Page 31: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.
Page 32: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.
Page 33: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.
Page 34: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.
Page 35: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Optimal control of inhomogeneous quantum ensembles

0 ( )

0 ( )

( ) ( ) 0

x u t xd

y v t ydt

z u t v t z

2 2

0

minT

u v dt(0,0,1) (0, ( ), ( ))x y

Create desired excitation profile as a function of

Page 36: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Minimum energy pulses for desired excitations (SLR algorithm)

0

22

u ivd i

u ivdt

11

1 0;

0j j i t

jj j

C SU z e

S C z

( ) ( )

( ) ( )n n

n n

A z B zU

B z A z

1

0

1

0

( ) ;

( )

nj

n jj

nj

n jj

A z a z

B z b z

2 2

00

1 ( )n

j jj

a c u v

Page 37: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Constructive Controllability

exp( ( ) )yf

2 1( ) kk

k

f c

( ) cos( )kk

f c k

Page 38: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Applications in NMR and MRI

• Time optimal selective excitation, inversion and saturation pulses.

• Imaging and Spectroscopy in inhomogeneous fields.

Page 39: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

Phase correcting pulses for NMR in Inhomogeneous Static Fields

( , , )r x y z

0( ) ( )B r B B r

0( ) (1 )[ ( )]r B B r T

0

( )

( ) (1 ) ( ) ( )r

r B T B r T B r T

exp ( ) zr

( )r

X

Y

Page 40: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

NMR in Inhomogeneous Static Fields

exp ( ) zr

0

1 2 3

( ) ( )r c c r r

c r c x c y c z

( ) cos( )

( , , )

ik rk k k

k k

x y z

r c e A k r

k k k k

Page 41: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

NMR in Inhomogeneous Static Fields

exp exp exp

exp cos( ) sin( )

z x z

x y

k r k r

k r k r

exp exp exp 2 exp exp

exp 2 cos( )

z x z x z

x

k r k r k r

k r

exp( cos( ) ) exp 2 cos( ) kn

k k x xU A k r k r

xk

yk

zk

exp( cos( ) )k k xkk

U A k r exp ( )k zk r

Page 42: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

0 ( )

0 ( )

( ) ( ) 0

x k v t xd

y k u t ydt

z v t u t z

Relaxation Specific Excitation

(0,0,1) ( ( ), ( ), ( ))x k y k z k

Page 43: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

CollaboratorsSteffen GlaserBurkhard LuyFrank KramerTimo ReissKyryl KobzarAndreas SpoerlBjoern Heitmann

Gerhard WagnerDominique FruehTakuhiro Ito

Niels NielsenAstrid SivertsenCindie KehletMorten Bjerring

Technische Universitaet Muenchen

Harvard Medical School

University of Aarhus

Page 44: Control of Inhomogeneous Spin Ensembles. Robust Control of Inhomogeneous Spin Ensembles M x y M.

NSF Career, NSF Qubic, Sloan, DARPA, AFRL, ONR, AFOSR, Humboldt

Haidong YuanDionisis StefanatosBrent PryorDan IancuAndrew JohnsonNavin KhanejaJr-Shin Li