Auto-commissioning of acoustic control of IM drive using bayesian optimization

Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F49777513%3A23220%2F20%3A43960143" target="_blank" >RIV/49777513:23220/20:43960143 - isvavai.cz</a>
Result on the web
<a href="https://ieeexplore.ieee.org/abstract/document/9215871" target="_blank" >https://ieeexplore.ieee.org/abstract/document/9215871</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.23919/EPE20ECCEEurope43536.2020.9215871" target="_blank" >10.23919/EPE20ECCEEurope43536.2020.9215871</a>

Result language
angličtina
Original language name
Auto-commissioning of acoustic control of IM drive using bayesian optimization
Original language description
Recently proposed model predictive acoustic control of an AC drive relies on availability of the transfer function from the drive current to acoustic pressure. Since such model is typically not available, we propose to consider its parameters to be unknown and use methods of Bayesian optimization to find them. Specifically, we define a acoustic control performance criterion and optimize it in an additional outer loop. A microphone is necessary in this operation to provide feedback for tuning of the parameters used in model predictive drive control algorithm. However, the microphone is removed after the tuning. Since single evaluation of the performance criteria is time consuming, we choose the Bayesian Optimization that is able to find optimal tuning with very few evaluations.
Czech name
—
Czech description
—

Project
<a href="/en/project/EF18_069%2F0009855" target="_blank" >EF18_069/0009855: Electrical Engineering Technologies with High-Level of Embedded Intelligence</a><br>
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Publication year
2020
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection
22th European Conference on Power Electronics and Applications (EPE’20 ECCE Europe) : /proceedings/
ISBN
978-90-75815-36-8
ISSN
—
e-ISSN
—
Number of pages
8
Pages from-to
"„P.1"-"„P.8"
Publisher name
IEEE
Place of publication
Piscataway
Event location
Lyon, France
Event date
Sep 7, 2020
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000629036800285

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