Tikhonov-regularised projected gradient flow for equality-constrained bilinear quantum control
Abstract
We study a projection-type gradient flow for equality-constrained maximisation of a smooth bilinear control objective on , eliminating Lagrange multipliers through an moving Gram matrix . 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 with and prove: (i) an exact spectral identity giving ; (ii) objective monotonicity for all ; (iii) constraint drift with a computable prefactor; (iv) convergence of the regularised trajectory to the unregularised one in at rate under uniform invertibility of ; and (v) a discrete CFL criterion guaranteeing objective monotonicity of the forward-Euler scheme up to local truncation error. The theory is validated on a three-level bilinear benchmark for all-optical Bell-state preparation, where , the predicted 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}
}