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Automation of Mode Locking in a Nonlinear Polarization Rotation Fiber Laser through Output Polarization Measurements
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Polarization self-compensation in a laser-driven interferometric fiber optic gyroscope with high long-term stability
Optics Express
|June 11, 2024
Summary
We developed a polarization-stabilized fiber optic gyroscope (IFOG) using a hybrid machine learning loop (MLL) for enhanced stability. This advanced IFOG achieves superior bias instability, approaching the Sagnac interferometric limit for robust inertial navigation.
Area of Science:
- Photonics and Optical Engineering
- Inertial Navigation Systems
- Machine Learning Applications
Background:
- Fiber optic gyroscopes (IFOGs) are crucial for inertial navigation but suffer from polarization-induced drift.
- Maintaining scale-factor stability and high sensitivity in IFOGs remains a challenge.
Purpose of the Study:
- To present a novel laser-driven IFOG with polarization self-compensation.
- To enhance scale-factor stability, sensitivity, and long-term operational stability.
- To meet the stringent requirements of real-time and robust inertial navigation.
Main Methods:
- Utilized coherent light with a 200kHz linewidth for stable scale factor.
- Implemented an optical scheme ensuring polarization reciprocity and optimal working point.
- Developed a hybrid machine learning loop (MLL) combining PID and ANN for dynamic polarization drift compensation via a liquid crystal rotator (LCR).
Main Results:
- Achieved high scale-factor stability and sensitivity.
- The MLL method significantly optimized bias instability (BI) from 0.6723°/h (PID) to 0.3869°/h (MLL) at 200s.
- Performance approached the Sagnac interferometric limit (SIL) in an open environment.
Conclusions:
- The developed IFOG demonstrates superior long-term stability and accuracy.
- The hybrid MLL effectively compensates for polarization coupling drift.
- This IFOG technology is suitable for demanding real-time inertial navigation applications.
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