TY - JOUR
T1 - Model Predictive Control for Real-Time Stabilization of Magnetic Field Using NMOR Atomic Magnetometers
AU - Chen, Junlin
AU - Jiang, Liwei
AU - Liu, Ximing
AU - Yang, Jiaqi
AU - Liu, Jiali
AU - Zhao, Xin
AU - Zhang, Changhao
AU - Chai, Yanchao
N1 - Publisher Copyright:
© 1963-2012 IEEE.
PY - 2025
Y1 - 2025
N2 - Accurate calibration of atomic magnetometers and the detection of weak magnetic signals in applications such as biomagnetism and fundamental physics experiments are hindered by low-frequency environmental disturbances that mask useful signals. To address this, we implement a magnetic field reference source system that integrates a nonlinear magneto-optical rotation (NMOR) atomic magnetometer with a predictive-control-based active compensation loop. The system establishes a quiet and stable magnetic environment, supporting both magnetometer calibration and weak-field measurements. By modeling the NMOR response, the relation between field variation and demodulated phase is derived and used as a robust error signal for stabilization. Under a 10 000-nT bias field, the system suppresses low-frequency noise by 42.6 dB compared with passive shielding and achieves residual levels of 264 fT/(Hz)1/2 at 0.1 Hz. Allan deviation analysis further verifies improved long-term stability, enabling accurate biomagnetic and low-field NMR studies as well as performance evaluation of precision magnetometers.
AB - Accurate calibration of atomic magnetometers and the detection of weak magnetic signals in applications such as biomagnetism and fundamental physics experiments are hindered by low-frequency environmental disturbances that mask useful signals. To address this, we implement a magnetic field reference source system that integrates a nonlinear magneto-optical rotation (NMOR) atomic magnetometer with a predictive-control-based active compensation loop. The system establishes a quiet and stable magnetic environment, supporting both magnetometer calibration and weak-field measurements. By modeling the NMOR response, the relation between field variation and demodulated phase is derived and used as a robust error signal for stabilization. Under a 10 000-nT bias field, the system suppresses low-frequency noise by 42.6 dB compared with passive shielding and achieves residual levels of 264 fT/(Hz)1/2 at 0.1 Hz. Allan deviation analysis further verifies improved long-term stability, enabling accurate biomagnetic and low-field NMR studies as well as performance evaluation of precision magnetometers.
KW - Atomic magnetometers
KW - magnetic field reference
KW - magnetic field stabilization
KW - model predictive control (MPC)
KW - nonlinear magneto-optical rotation (NMOR)
UR - https://www.scopus.com/pages/publications/105024608251
U2 - 10.1109/TIM.2025.3643031
DO - 10.1109/TIM.2025.3643031
M3 - 文章
AN - SCOPUS:105024608251
SN - 0018-9456
VL - 74
JO - IEEE Transactions on Instrumentation and Measurement
JF - IEEE Transactions on Instrumentation and Measurement
M1 - 1017910
ER -