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QUANTUM COHERENT FEEDBACK John Gough Quantum Structures, Information & Control, Aberystwyth QUANTUM CYBERNETICS & CONTROL Nottingham University, January 2015 John Gough QUANTUM COHERENT FEEDBACK

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Page 1: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

QUANTUM COHERENT FEEDBACK

John Gough

Quantum Structures, Information & Control, AberystwythQUANTUM CYBERNETICS & CONTROL

Nottingham University, January 2015

John Gough QUANTUM COHERENT FEEDBACK

Page 2: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

What is Cybernetics? A transdisciplinary approach for exploring regulatory systems, their

structures, constraints, and possibilities. Cybernetics is relevant to the study of systems, such as mechanical,

physical, biological, cognitive, and social systems. Cybernetics is applicable when a system being analyzed is

involved in a closed signaling loop; that is, where action by the system generates some change in its environment

and that change is reflected in that system in some manner (feedback) that triggers a system change, originally

referred to as a ”circular causal” relationship. (Wikipedia)

Figure : Norbert Wiener (1948): cybernetics is ”the scientific study ofcontrol and communication in the animal and the machine”.

Root: Greek κυβερν meaning Helmsman, see also governor!

John Gough QUANTUM COHERENT FEEDBACK

Page 3: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

What is Feedback?

If you have to ask, you’ll never know!

John Gough QUANTUM COHERENT FEEDBACK

Page 4: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

What is Feedback? If you have to ask, you’ll never know!

John Gough QUANTUM COHERENT FEEDBACK

Page 5: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

What is Feedback? If you have to ask, you’ll never know!

John Gough QUANTUM COHERENT FEEDBACK

Page 6: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Quantum Measurement-based Feedback Control

Partial information about the state of high Q cavity modes isobtained by measuring Rydberg atoms that are passed one-by-onethrough the cavity. The measurement results can be used to applya feedback action on the cavity mode.

I. Dotsenko, M. Mirrahimi, M. Brune, S. Haroche, J.-M. Raimond, and P. Rouchon, Quantum feedback by discrete

quantum nondemolition measurements: Towards on-demand generation of photon-number states Phys. Rev. A 80,

013805 (2009)

John Gough QUANTUM COHERENT FEEDBACK

Page 7: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

(Autonomous) Quantum Coherent Feedback Control

John Gough QUANTUM COHERENT FEEDBACK

Page 8: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Why networks?

Processing of (classical) information on chip using photonics, YuriVlasov, CLEO 2012.

On chip quantum information processing: Old and New quantumteleportation devices (A. Furusawa)

John Gough QUANTUM COHERENT FEEDBACK

Page 9: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Connections through direct coupling

Given an system with Hamiltonian HS on Hilbert space hS , couplethe system directly to a second system (the governor) with Hilbertspace hG .

System Governor

The total evolution on hS ⊗ hG is of the form

H = HS ⊗ 1G + 1S ⊗ HG + V .

Design problems of this type first promoted by Seth Lloyd.

John Gough QUANTUM COHERENT FEEDBACK

Page 10: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Connections mediated by quantum fields

We begin with quantum Markov models. Each component isrepresented a system (S , L,H) as a single component with inputand output field:

System Hamiltonian H.

Coupling operator L between the system and the field.

Scattering operator S , unitary.

Figure : Gardiner’s input formalism Figure : (S,L,H)

John Gough QUANTUM COHERENT FEEDBACK

Page 11: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

We consider formal “white noise” processes

[b (t) , b† (s)] = δ (t − s)

with

B (t) =

∫ t

0b (s) ds, B† (t) =

∫ t

0b† (s) ds.

It is possible to build a non-commutative version of the Ito calculus(Hudson and Parthasarathy, 1984; Gardiner and Collett,1985) on the Fock space over L2[0,∞) with respect todifferentials dB (t) and dB† (t), and we have

dB (t) dB† (t) = dt.

John Gough QUANTUM COHERENT FEEDBACK

Page 12: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

A unitary system + noise dynamics:

dU =

{L⊗ dB† − L† ⊗ dB −

(1

2L†L + iH

)⊗ dt

}U

future pointing differentials!

The flow of system observables jt (X ) = U† (t) [X ⊗ 1] U (t):

Heisenberg-Langevin equations of motion

djt (X ) = jt (LX ) dt + jt([X , L])dB† + jt([L†,X

])dB,

where LX = 12 [L†,X ]L + 1

2 L† [X , L]− i [X ,H].

Implies the master equation for %t : 〈jt(X )〉 = tr{%tX}.John Gough QUANTUM COHERENT FEEDBACK

Page 13: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

For example, we may have an optical cavity, H = ~ωa†a, withcoupling

L =√γa.

Figure : Absorption of field quanta Figure : emission of field quanta

Leads to

d%tdt

= γ

(a%ta

† − 1

2a†a%t −

1

2%ta†a

)+ iω[%t , a

†a].

John Gough QUANTUM COHERENT FEEDBACK

Page 14: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Linear Quantum Systems (Yanagisawa and Kimura, 2003)

John Gough QUANTUM COHERENT FEEDBACK

Page 15: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Handling quantum signals coherently!

Beamsplitters: The S in the ”SLH” ...[Bout

1

Bout2

]=

[S11 S12

S21 S22

] [B1

B2

].

John Gough QUANTUM COHERENT FEEDBACK

Page 16: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Cascades: Systems in Series

Output fields Bout (t) = U†t (1⊗ B (t))Ut

dBout (t) = jt(S)dB (t) + jt(L)dt.

We generalize the notion of cascade introduced by H.J. Carmichael†.

dB(2)out = S2dB

(2)in + L2dt

= S2(S1dB(1)in + L1dt) + L2dt

= S2S1B(1)in + (S2L1 + L2)dt

† H.J. Carmichael, Phys. Rev. Lett., 70(15):2273 2276, 1993.

John Gough QUANTUM COHERENT FEEDBACK

Page 17: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

The Series Product

The Series Product† gives the rule for nonlinear cascaded quantumMarkov systems in the instantaneous feedforward limit isequivalent to the single component:

(S2, L2,H2) C (S1, L1,H1) =(S2S1, L2 + S2L1,H1 + H2 + Im

{L†2S2L1

}).

John Gough QUANTUM COHERENT FEEDBACK

Page 18: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Bilinear Control Hamiltonian∗

Based on H. M. Wiseman and G. J.Milburn. All-optical versuselectro-optical quantum-limitedfeedback.Phys. Rev. A, 49(5):41104125, 1994.

(I , u (t) , 0) C (−I , 0, 0) C (I , L, 0) C (−I , 0, 0) C

(I ,−u (t) , 0) C (I , L, 0) = (I , 0,H (t))

where

H (t) = Im{L†u(t)} =1

2iL†u (t)− 1

2iLu (t)∗ .

∗ J. G., Construction of bilinear control Hamiltonians using the seriesproduct and quantum feedback Phys. Rev. A 78, 052311 (2008)

John Gough QUANTUM COHERENT FEEDBACK

Page 19: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Components in-loop

Back to the model considered by Yanagisawa & Kimura:Example

beamsplitter S =

[S11 S12

S21 S22

],

and in-loop component (S0, L0, 0):

dB2 = S0dBout2 + L0dt = S0(S21dB1 + S22dB2) + L0dt

⇒ dBout1 = S11dB1 + S12dB2 ≡ S0dB1 + L0dt

where

S0 = S11 + S12(I − S0S22)−1S0S21, L0 = S12(I − S22)−1S0L0.

Equivalent component (S0, L0, H0):

John Gough QUANTUM COHERENT FEEDBACK

Page 20: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Networks Rules

More generally how do we buildarbitrary networks from multiplecomponents.

Rule # 1: Open loop system in parallel

�nj=1 (Sj , Lj ,Hj) =

S1 0 0

0. . . 0

0 0 Sn

, L1

...Ln

,H1 + · · ·+ Hn

.

John Gough QUANTUM COHERENT FEEDBACK

Page 21: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Feedback Reduction Formula:

Rule # 2: Open loop system in parallel Feedback Reduction

B =

[Be

Bi

]L =

[Le

Li

]

S =

[See Sei

Sie Sii

]X

external external

internal

S fb = See + Sei

(X−1 − Sii

)−1Sie ,

Lfb = Le + Sei

(X−1 − Sii

)−1Li ,

H fb = H + ImL†eSei

(X−1 − Sii

)−1Li

+ ImL†i Sii

(X−1 − Sii

)−1Li .

John Gough QUANTUM COHERENT FEEDBACK

Page 22: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

QHDL: a hardware description language for QFNs

Computer-aided schematic capture workflow for modelling andsimulating multi-component photonic circuit

Figure : Pseudo-NAND circuit schematic (a) as created with scheme andits device symbol embedded as a component in an SR-NAND-latchcircuit (b). John Gough QUANTUM COHERENT FEEDBACK

Page 23: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Quantum filtering

Non-demolition SchemeConditional expectation ontothe measurement algebra Jtgenerated by J(s), 0 ≤ s ≤ t.

πt(X ) = E[U∗t (X ⊗ I )Ut | Jt ]

(Quadrature Measurement)

dπt(X ) = πt(LX )dt + {πt(XL + L∗X )− πt(L + L∗)πt(X )}×[dJ(t)− πt(L + L∗)dt].

(Photon Counting Measurement)

dπt(X ) = πt(LX )dt +

{πt(L∗XL)

πt(L∗L)− πt(X )

}×[dJ(t)− πt(L∗L)dt].

John Gough QUANTUM COHERENT FEEDBACK

Page 24: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

The Separation Principle

To minimize an expectation cost based on a fixed measurementprocedure, one has a Hamiltonian-Jacobi-Bellman principle1.There is a quantum analog of the separation principle for controllerdesign2.

1 J. G., V.P. Belavkin, O.G. Smolyanov, Hamilton-Jacobi-Bellman equations for Quantum Filtering and Control, J.Opt. B: Quantum Semiclass. Opt. 7 S237-S244 (2005)

2 L. Bouten, R van Handel, Quantum Stochastics and Information: Statistics, Filtering and Control (V. P. Belavkin

and M. I. Guta, eds.), World Scientific, (2008)

John Gough QUANTUM COHERENT FEEDBACK

Page 25: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Risk Sensitive Measurement-Based Feedback Control

The design of the optimal controller can be split into

the estimation stage (calculating the least squares estimatefor the state, i.e. the conditional state %t),

the actuation stage (determining the control policy based on%t).

However a LEQG (linear exponential quadratic gaussian) versionalso exists in the quantum case3.

The optimal estimate %t depends on the past measurement recordand the control objective!

3 M.R. James, Risk-Sensitive Optimal Control of Quantum Systems, Physical Review A, 69, 032108 (2004)

M.R. James, A Quantum Langevin Formulation of Risk-Sensitive Optimal Control, J. Opt. B: Quantum Semiclass.

Opt. 7 S198–S207 (2005)

John Gough QUANTUM COHERENT FEEDBACK

Page 26: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Non-Vacuum input

J.G., Guofeng Zhang, Generating Nonclassical Quantum InputField States with Modulating Filters, arXiv:1404.3866

John Gough QUANTUM COHERENT FEEDBACK

Page 27: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Quantum Memories:

H.I. Nurdin, J.G., Modular Quantum Memories Using PassiveLinear Optics and Coherent Feedback, arXiv:1409.7473, to appearQuantum Info. Processing.

John Gough QUANTUM COHERENT FEEDBACK

Page 28: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Quantum Coherent Control in Quantum Transport

John Gough QUANTUM COHERENT FEEDBACK

Page 29: QUANTUM COHERENT FEEDBACK - QCC 2015qcc2015.weebly.com/uploads/6/6/5/5/6655648/gough.pdfcontrol and communication in the animal and the machine". Root: Greek ˛ ˆ meaning Helmsman,

Quantum Feedback Networks in Quantum Transport

John Gough QUANTUM COHERENT FEEDBACK