GWADW2021 Gravitational Wave Advanced Detector Workshop

Session

Controls and machine learning workshop

CtrlML

19 May 2021, 00:00

remote

Conveners

Controls and machine learning workshop: Hour 2

• Bas Swinkels (Nikhef)
• Gabriele Vajente (Caltech)

2. Lightsaber: A simulator of the angular sensing and control system in LIGO

Tomislav Andrić (Istituto Nazionale di Fisica Nucleare)

19/05/2021, 00:00

Controls and machine learning workshop

talk

The fundamental requirement for the angular sensing and control (ASC) scheme is to suppress the angular mirror motion at low frequencies, to overcome radiation pressure induced angular instabilities, without reintroducing noise in the GW signal. In the process of controlling test masses' angular motion at low frequencies, high-frequency noise is introduced in the observation band originating...

41. Modal decomposition of phase camera images using convolutional neural networks

Mitchell Schiworski (OzGrav, University of Adelaide)

19/05/2021, 00:20

Controls and machine learning workshop

talk

The alignment control systems of gravitational wave interferometers extensively rely on heterodyne imaging techniques to sense various length & misalignment degrees of freedom. This is achieved via demodulating the beat of various radio-frequency sidebands measured on single and quadrant element photo-diodes. Such a technique offers very high bandwidth sensing but is limited to resolutions of...

49. Wavefront Sensors for 3rd Generation Gravitational Wave Detectors

Daniela Pascucci

19/05/2021, 00:40

Controls and machine learning workshop

talk

Wavefront sensors are essential devices in gravitational wave detectors since they are an indispensable tool for the control of the interferometer and a valuable help for the optimisation of the detector.
Next-generation gravitational wave detectors will introduce some fundamental changes that will influence the performance of these sensors (e.g. the use of laser with different wavelength)...