[HTML][HTML] Quantum estimation, control and learning: Opportunities and challenges

D Dong, IR Petersen - Annual Reviews in Control, 2022 - Elsevier
The development of estimation and control theories for quantum systems is a fundamental
task for practical quantum technology. This vision article presents a brief introduction to …

Quantum feedback: theory, experiments, and applications

J Zhang, Y Liu, RB Wu, K Jacobs, F Nori - Physics Reports, 2017 - Elsevier
The control of individual quantum systems is now a reality in a variety of physical settings.
Feedback control is an important class of control methods because of its ability to reduce the …

Spin squeezing of 1011 atoms by prediction and retrodiction measurements

H Bao, J Duan, S Jin, X Lu, P Li, W Qu, M Wang… - Nature, 2020 - nature.com
The measurement sensitivity of quantum probes using N uncorrelated particles is restricted
by the standard quantum limit, which is proportional to 1/N. This limit, however, can be …

Robust online Hamiltonian learning

CE Granade, C Ferrie, N Wiebe… - New Journal of …, 2012 - iopscience.iop.org
In this work we combine two distinct machine learning methodologies, sequential Monte
Carlo and Bayesian experimental design, and apply them to the problem of inferring the …

Optimal scheme for quantum metrology

J Liu, M Zhang, H Chen, L Wang… - Advanced Quantum …, 2022 - Wiley Online Library
Quantum metrology can achieve far better precision than classical metrology, and is one of
the most important applications of quantum technologies in the real world. To attain the …

Quantum-enhanced optical-phase tracking

H Yonezawa, D Nakane, TA Wheatley, K Iwasawa… - Science, 2012 - science.org
Tracking a randomly varying optical phase is a key task in metrology, with applications in
optical communication. The best precision for optical-phase tracking has until now been …

Using a recurrent neural network to reconstruct quantum dynamics of a superconducting qubit from physical observations

E Flurin, LS Martin, S Hacohen-Gourgy, I Siddiqi - Physical Review X, 2020 - APS
At its core, quantum mechanics is a theory developed to describe fundamental observations
in the spectroscopy of solids and gases. Despite these practical roots, however, quantum …

Fundamental quantum limit to waveform estimation

M Tsang, HM Wiseman, CM Caves - Physical review letters, 2011 - APS
We derive a quantum Cramér-Rao bound (QCRB) on the error of estimating a time-changing
signal. The QCRB provides a fundamental limit to the performance of general quantum …

Coherent quantum-noise cancellation for optomechanical sensors

M Tsang, CM Caves - Physical review letters, 2010 - APS
Using a flow chart representation of quantum optomechanical dynamics, we design
coherent quantum-noise-cancellation schemes that can eliminate the backaction noise …

Past quantum states of a monitored system

S Gammelmark, B Julsgaard, K Mølmer - Physical review letters, 2013 - APS
A density matrix ρ (t) yields probabilistic information about the outcome of measurements on
a quantum system. We introduce here the past quantum state, which, at time T, accounts for …