Optimal sensor fusion method for active vibration isolation systems in ground-based gravitational-wave detectors

Document #:

JGW-P2213991-v2

Document type:

P

Submitted by:

Tak Lun Terrence Tsang

Updated by:

Tak Lun Terrence Tsang

Document Created:

16 Mar 2022, 12:26

Contents Revised:

08 Aug 2022, 16:30

DB Info Revised:

08 Aug 2022, 16:30

Abstract:

Sensor fusion is a technique used to combine sensors with different noise characteristics into a super sensor that has superior noise performance.
To achieve sensor fusion, complementary filters are used in current gravitational-wave detectors to combine relative displacement sensors and inertial sensors for active seismic isolation.
Complementary filters are a set of digital filters, which have transfer functions that are summed to unity.
Currently, complementary filters are shaped and tuned manually rather than being optimized.
They can be sub-optimal and hard to reproduce for future detectors.
In this paper, $\mathcal{H}_\infty$ optimization is proposed for synthesizing optimal complementary filters.
The complementary filter design problem is converted into an optimization problem that seeks minimization of an objective function equivalent to the maximum difference between the super sensor noise and the lower bound in logarithmic scale.
The method is exemplified with three cases, which simulate the sensor fusion between a relative displacement sensor and an inertial sensor.
In all cases, the $\mathcal{H}_\infty$ complementary filters suppress the super sensor noise equally close to the lower bound at all frequencies in logarithmic scale.
The $\mathcal{H}_\infty$ filters also provide better suppression of sensor noises compared to complementary filters pre-designed using traditional methods.

Files in Document:

• terrence_2021_optimal_sensor_fusion_final.pdf (802.4 kB)

Topics:

• Detector:Suspensions
• Activity:KAGRA
• Detector:Seismic Isolation
• Management:Paper

Authors:

• Tak Lun Terrence Tsang

Keywords:

vibration seismic isolation sensor fusion complementary filter H-infinity

Notes and Changes:

Accepted by Classical and Quantum Gravity.
Accepted Manuscript.

Related Documents:

• JGW-P2011860: Vibration isolation systems for the beam splitter and signal recycling mirrors of the KAGRA gravitational wave detector
• JGW-G2113243: [KAGRA 27th F2F poster] Optimal Sensor Fusion using H-infinity Synthesis
• JGW-G2112918: [Amaldi14] Optimal Sensor Fusion using H-infinity Methods - Synthesizing Complementary Filters for Active Seismic Noise Isolation Systems in KAGRA

Referenced by:

• JGW-G2214020: H-infinity optimization of control filters

Publication Information:

The arXiv version is available at https://arxiv.org/abs/2111.14355.