Explainability and transparency of classifiers for air-handling unit faults using explainable artificial intelligence (XAI)
author
Meas, Molika
Machlev, Ram
Köse, Ahmet
Tepljakov, Aleksei
Loo, Lauri
Levron, Yoash
Petlenkov, Eduard
Belikov, Juri
statement of authorship
Meas, Molika, Machlev, Ram, Kose, Ahmet, Tepljakov, Aleksei, Loo, Lauri, Levron, Yoash, Petlenkov, Eduard, Belikov, Juri
source
Sensors
publisher
MDPI
journal volume number month
vol. 22, issue 17
year of publication
2022
pages
art. 6338 : ill
url
https://doi.org/10.3390/s22176338
subject term
hooned
tehisintellekt
rikked
tehisõpe
XGBoost
keyword
buildings
explainable artificial intelligence
fault detection and diagnosis
HVAC
machine learning
SHAP
XAI
XGBoost
ISSN
1424-8220
notes
Bibliogr.: 33 ref
Open Access
Open Access
scientific publication
teaduspublikatsioon
classifier
1.1
Scopus
https://www.scopus.com/sourceid/130124
https://www.scopus.com/record/display.uri?eid=2-s2.0-85137870410&origin=inward&txGid=5a2ebc51ea16181bd31f4c3ab94cba4b
WOS
https://jcr.clarivate.com/jcr-jp/journal-profile?journal=SENSORS-BASEL&year=2022
https://www.webofscience.com/wos/woscc/full-record/WOS:000851691400001
category (general)
Physics and Astronomy
Engineering
Chemistry
Computer science
Biochemistry, genetics and molecular biology
Füüsika ja astronoomia
Tehnika
Keemia
Arvutiteadus
Biokeemia, geneetika ja molekulaarbioloogia
category (sub)
Physics and Astronomy. Instrumentation
Engineering. Electrical and electronic engineering
Physics and astronomy. Atomic and molecular physics, and optics
Chemistry. Analytical chemistry
Computer science. Information systems
Biochemistry, genetics and molecular biology. Biochemistry
Füüsika ja astronoomia. Instrumentatsioon
Tehnika. Elektri- ja elektroonikatehnika
Füüsika ja astronoomia. Aatomi- ja molekulaarfüüsika ning optika
Keemia. Analüütiline keemia
Arvutiteadus. Infosüsteemid
Biokeemia, geneetika ja molekulaarbioloogia. Biokeemia
quartile
Q1
TalTech department
arvutisüsteemide instituut
tarkvarateaduse instituut
language
inglise
Reserch Group
Nonlinear control systems group
Centre for intelligent systems