TY - JOUR
T1 - Hybrid Filtering for a Class of Nonlinear Quantum Systems Subject to Classical Stochastic Disturbances
AU - Yu, Qi
AU - Dong, Daoyi
AU - Petersen, Ian R.
N1 - Publisher Copyright:
© 2013 IEEE.
PY - 2022/2/1
Y1 - 2022/2/1
N2 - A hybrid quantum-classical filtering problem, where a qubit system is disturbed by a classical stochastic process, is investigated. The strategy is to model the classical disturbance by using an optical cavity. The relations between classical disturbances and the cavity analog system are analyzed. The dynamics of the enlarged quantum network system, which includes a qubit system and a cavity system, are derived. A stochastic master equation for the qubit-cavity hybrid system is given, based on which estimates for the state of the cavity system and the classical signal are obtained. The quantum-extended Kalman filter is employed to achieve efficient computation. The numerical results are presented to illustrate the effectiveness of our methods.
AB - A hybrid quantum-classical filtering problem, where a qubit system is disturbed by a classical stochastic process, is investigated. The strategy is to model the classical disturbance by using an optical cavity. The relations between classical disturbances and the cavity analog system are analyzed. The dynamics of the enlarged quantum network system, which includes a qubit system and a cavity system, are derived. A stochastic master equation for the qubit-cavity hybrid system is given, based on which estimates for the state of the cavity system and the classical signal are obtained. The quantum-extended Kalman filter is employed to achieve efficient computation. The numerical results are presented to illustrate the effectiveness of our methods.
KW - Concatenation product
KW - finite-dimensional approximation
KW - hybrid quantum filtering
KW - linear stochastic process
KW - quantum-extended Kalman filter (QEKF)
UR - http://www.scopus.com/inward/record.url?scp=85124794317&partnerID=8YFLogxK
U2 - 10.1109/TCYB.2020.2985016
DO - 10.1109/TCYB.2020.2985016
M3 - Article
SN - 2168-2267
VL - 52
SP - 1073
EP - 1085
JO - IEEE Transactions on Cybernetics
JF - IEEE Transactions on Cybernetics
IS - 2
ER -