Optimal Control of Quantum Systems

Greg von Winckel

Applications

The control of quantum electronic states in physical systems has a host of applications such as quantum computers, control of photochemical processes, and semiconductor lasers. In a quantum computer, the energy states of a quantum system may be interpreted as logic states.

Objectives

The aim of this work is to compute a time-dependent control which appears as a variable coefficient in the Schrödinger equation, such that a particle in a given initial state will have maximal probability of being in a target state at a specified time.

Problem Formulation

The approach is to formulate a PDE-constrained optimization problem where the probability of finding the particle in a target state at time T is to be maximized.

                 1(             2)   γ   2
ψ∈mWi,nu∈UJ (ψ, u) := 2 1 - ∥Pψ(⋅,T )∥H  + 2 ∥u∥U,

In this setting, ψ is the wavefunction which describes the time-evolution of a particle, P is an operator which projects the wavefunction onto the target state, u is the control function modeling, for example, the amplitude of a laser field, and γ is a regularization parameter. The optimization problem is subject to the equality constraint

{i∂t + Δ - V0(x )- u(t) ⋅x }ψ(x,t) = 0

which gives the control problem a bilinear structure. The control which minimizes the reduced cost functional J˜(u) = J(ψ(u),u) is computed via a globalized Newton method.

[∇2 ˜J(uk)]p = - ∇ ˜J(uk), uk+1 = uk + αp

In practice, the search direction p is computed approximately with a Krylov solver and a step length α is obtained via a robust line search based on the strong Wolfe conditions and the underlying physics.

Results

PIC

Optimal control function

PIC

                    Time evolution of |ψ|2

Given an open quantum system with finite potential well of width 2 and depth 50, the first two energy states are λ1 = 5.9426 and λ2 = 22.9780. Here the optimal control and corresponding wavefunction have been computed which maximizes the probability of finding the particle in the second state at time T = 3. The open boundaries are approximated using perfectly matched layers with the method of complex exterior scaling.