Detail publikace

Reliability testing and machine learning approach for modelling high-power light-emitting diode reliability

LA, Q. VINTR, Z. ŽÁK, L. VALIŠ, D. KOHL, Z.

Anglický název

Reliability testing and machine learning approach for modelling high-power light-emitting diode reliability

Typ

Článek Scopus

Jazyk

en

Originální abstrakt

The high-power Light Emitting Diode (LED) is a specialized type of LED that has found extensive use in a wide array of fields, particularly in areas such as lighting, signalling, and medical applications due to their cost-effectiveness and replace-ability. As a result of significant technological advancements, high-power LEDs have undergone rapid development, leading to improvements in quality, variety, and application. Within the realm of reliability research, high-power LEDs have garnered considerable attention. The primary aim of this paper is to conduct a comprehensive exploration and analysis of the existing methodologies for testing the reliability of high-power LEDs. This endeavour will involve a thorough investigation into the types of objects utilized for testing, the diverse testing methods employed, the techniques for data collection, and the parameters measured during testing. Furthermore, the paper aims to delve into the potential application of machine learning techniques for modelling, estimating, and predicting the reliability of high-power LEDs. The anticipated outcomes of this paper are intended to establish the foundation for the adoption of innovative approaches in reliability testing and to enhance the prediction and estimation of high-power LEDs reliability.

Klíčová slova anglicky

data management; estimation method; innovation; machine learning; testing method

Vydáno

2025-01-01

Nakladatel

Entomological Society of America

Ročník

2025

Číslo

413

Strany od–do

333–338

Počet stran

6

BIBTEX


@article{BUT201476,
  author="{} and  {} and Libor {Žák} and  {} and  {}",
  title="Reliability testing and machine learning approach for modelling high-power light-emitting diode reliability",
  journal="MATEC web of conferences",
  year="2025",
  volume="2025",
  number="413",
  pages="6",
  doi="10.1051/matecconf/202541303005",
  issn="2274-7214",
  url="https://doi.org/10.1051/matecconf/202541303005"
}