[HTML][HTML] BOATS: Bayesian optimization for active control of thermoacoustics
B Dharmaputra, P Reckinger, B Schuermans… - Journal of Sound and …, 2024 - Elsevier
This investigation presents novel adaptive control algorithms specifically designed to
address and mitigate thermoacoustic instabilities. Gas turbines are limited in their …
address and mitigate thermoacoustic instabilities. Gas turbines are limited in their …
Surrogate-based modeling for investigating and controlling the response of an axisymmetric jet to harmonic forcing
PM zur Nedden, T Nissen, JM Reumschüssel… - AIAA SCITECH 2024 …, 2024 - arc.aiaa.org
We investigate the response of an axisymmetric turbulent jet at Re= 10.000 to a
superposition of two azimuthally distributed harmonic forcing signals. This forcing is …
superposition of two azimuthally distributed harmonic forcing signals. This forcing is …
Optimal experiment design with adjoint-accelerated Bayesian inference
M Yoko, MP Juniper - Data-Centric Engineering, 2024 - cambridge.org
We develop and demonstrate a computationally cheap framework to identify optimal
experiments for Bayesian inference of physics-based models. We develop the metrics (i) to …
experiments for Bayesian inference of physics-based models. We develop the metrics (i) to …
Adjoint-accelerated Bayesian inference in thermoacoustics
M Yoko - 2024 - repository.cam.ac.uk
We demonstrate a new approach to thermoacoustic modelling, in which we use an efficient
Bayesian inference framework to assimilate experimental data into thermoacoustic models …
Bayesian inference framework to assimilate experimental data into thermoacoustic models …