Quantum optimal control in quantum technologies. Strategic report on current status, visions and goals for research in Europe
Quantum optimal control, a toolbox for devising and implementing the shapes of external
fields that accomplish given tasks in the operation of a quantum device in the best way …
fields that accomplish given tasks in the operation of a quantum device in the best way …
Moment quantization of inhomogeneous spin ensembles
Robust excitation of a large spin ensemble is a long-standing problem in the field of
quantum information science and engineering and presents a grand challenge in quantum …
quantum information science and engineering and presents a grand challenge in quantum …
Unleashing the expressive power of pulse-based quantum neural networks
HX Tao, J Hu, RB Wu - arxiv preprint arxiv:2402.02880, 2024 - arxiv.org
Quantum machine learning (QML) based on Noisy Intermediate-Scale Quantum (NISQ)
devices requires the optimal utilization of limited quantum resources. The commonly used …
devices requires the optimal utilization of limited quantum resources. The commonly used …
Moment-based ensemble control
Controlling a large population, in the limit, a continuum, of structurally identical dynamical
systems with parametric variations is a pervasive task in diverse applications in science and …
systems with parametric variations is a pervasive task in diverse applications in science and …
Control of Discrete-Time LTI Systems Using Stochastic Ensemble Systems
In this paper, we study the control properties of a new class of stochastic ensemble systems
that consists of families of random variables. These random variables provide an …
that consists of families of random variables. These random variables provide an …
A moment-based Kalman filtering approach for estimation in ensemble systems
A persistent challenge in tasks involving large-scale dynamical systems, such as state
estimation and error reduction, revolves around processing the collected measurements …
estimation and error reduction, revolves around processing the collected measurements …
Controllability Canonical Forms of Linear Ensemble Systems
Ensemble control, an emerging research field focusing on the study of large populations of
dynamical systems, has demonstrated great potential in numerous scientific and practical …
dynamical systems, has demonstrated great potential in numerous scientific and practical …
Dynamic Function Learning through Control of Ensemble Systems
Learning tasks involving function approximation are preva-lent in numerous domains of
science and engineering. The underlying idea is to design a learning algorithm that gener …
science and engineering. The underlying idea is to design a learning algorithm that gener …