English

Tikhonov-regularised projected gradient flow for equality-constrained bilinear quantum control

Quantum Physics 2026-05-04 v2

Abstract

We study a projection-type gradient flow for equality-constrained maximisation of a smooth bilinear control objective on H=L2(0,T;R)\mathcal{H}=L^2(0,T;\mathbb{R}), eliminating Lagrange multipliers through an (M+1)×(M+1)(M{+}1)\times(M{+}1) moving Gram matrix Γ(s)=0TS(t)c(s,t)c(s,t)dt\Gamma(s)_{\ell\ell'}=\int_0^T S(t)\,c_\ell(s,t)\,c_{\ell'}(s,t)\,\mathrm{d}t. The flow generates monotonic ascent in continuous time but becomes unstable on discretisation; existing implementations rely on heuristic step-size safeguards lacking rigorous justification. We close this gap by replacing Γ\Gamma with Γε:=Γ+ε2I\Gamma_{\varepsilon}:=\Gamma+\varepsilon^{2}I and prove: (i) an exact spectral identity giving κ(Γε)=(σmax2+ε2)/(σmin2+ε2)\kappa(\Gamma_{\varepsilon})=(\sigma_{\max}^{2}+\varepsilon^{2})/(\sigma_{\min}^{2}+\varepsilon^{2}); (ii) objective monotonicity dJ/ds0\mathrm{d}J/\mathrm{d}s\ge 0 for all ε0\varepsilon\ge 0; (iii) constraint drift hmCm=O(ε2)|h_{m}-C_{m}|=\mathcal{O}(\varepsilon^{2}) with a computable prefactor; (iv) convergence of the regularised trajectory to the unregularised one in L2(0,T)L^{2}(0,T) at rate O(ε2)\mathcal{O}(\varepsilon^{2}) under uniform invertibility of Γ\Gamma; and (v) a discrete CFL criterion ΔsGΓε1α<2\Delta s\,G\,\|\Gamma_{\varepsilon}^{-1}\|\le\alpha<2 guaranteeing objective monotonicity of the forward-Euler scheme up to O(Δs2)\mathcal{O}(\Delta s^{2}) local truncation error. The theory is validated on a three-level bilinear benchmark for all-optical Bell-state preparation, where κ(Γ)[109,1011]\kappa(\Gamma)\in[10^{9},10^{11}], the predicted ε2\varepsilon^{2} rate is confirmed over eight decades, and moderate regularisation eliminates step rejections and reduces constraint drift by more than an order of magnitude at unchanged final fidelity.

Cite

@article{arxiv.2604.26625,
  title  = {Tikhonov-regularised projected gradient flow for equality-constrained bilinear quantum control},
  author = {Tanveer Ahmad},
  journal= {arXiv preprint arXiv:2604.26625},
  year   = {2026}
}
R2 v1 2026-07-01T12:41:15.230Z