Integrated microresonator-based microwave photonic sensors assisted by machine learning

X Yi, X Tian, L Zhou, L Li, L Nguyen… - Journal of Lightwave …, 2024 - ieeexplore.ieee.org
Microwave photonic (MWP) sensors, facilitating high speed and high resolution through the
conversion of optical responses from the optical to the radio frequency domain, are …

Integrated Microwave Photonic Sensors Based on Microresonators

X Tian, L Li, L Nguyen, X Yi - Advanced Sensor Research, 2024 - Wiley Online Library
Sensors stand as pivotal cornerstones of technology, driving progress across a spectrum of
industries through their ability to precisely capture and interpret an extensive array of …

Microwave photonic reconfigurable high precision instantaneous frequency measurement system assisted by stacking ensemble learning method

Q Jia, J Li, C Wei, J Liu - Journal of Lightwave Technology, 2022 - ieeexplore.ieee.org
This paper reports a microwave photonic reconfigurable high precision simple
instantaneous frequency measurement system. With the first assistance of stacking …

Photonics-assisted simultaneous frequency and angle-of-arrival measurement using parameter mapping method

Q Meng, G Wang, S Zhao, Z Wen, Y Zhou, Z Zhu - Optics Communications, 2024 - Elsevier
A photonics-assisted simultaneous frequency and angle of arrival (AOA) measurement
system based on parameter mapping method is proposed and demonstrated by simulation …

Machine-Learning-Assisted Instantaneous Frequency Measurement Method Based on Thin-Film Lithium Niobate on an Insulator Phase Modulator for Radar Detection

Q Jia, Z Xiang, D Li, J Liu, J Li - Sensors, 2024 - mdpi.com
A simple microwave photonic, reconfigurable, instantaneous frequency measurement
system based on low-voltage thin-film lithium niobate on an insulator phase modulator is put …

Microwave photonics assisted by machine learning

X Yi, X Tian, L Zhou, L Li, L Nguyen… - … Conference on Optical …, 2023 - ieeexplore.ieee.org
The combination of machine learning with microwave photonics has provided advanced
solutions that were previously unattainable. Recent advances are presented with a focus on …

A Novel Method Based on Probability Density Function Used in Instantaneous Frequency Measurement System for Wider Range and Less Error

R Wu, Y Wang, Q Jia, Z Zhao… - Journal of Lightwave …, 2024 - ieeexplore.ieee.org
This article reports a photonic-assisted instantaneous frequency measurement system
based on a multi-group asymmetrical Mach-Zehnder interferometer structure, applicable in …

Microwave photonics frequency measurement with improved accuracy based on an artificial neural network

X An, Z Yang, Z Liu, Y Zhang, W Dong - Applied Optics, 2024 - opg.optica.org
Photonics-assisted techniques for microwave frequency measurement (MFM) show great
potential for overcoming electronic bottlenecks, with wild applications in radar and …