In-Situ early anomaly detection and remaining useful lifetime prediction for high-power white LEDs with distance and entropy-based long short-term memory recurrent neural networks

Machine learning assisted early anomaly detection of LEDs with spectral power distribution modeling

Sulfur-Rich Ageing Mechanism of Silicone Encapsulant Used in LED Packaging: An Experimental and Molecular Dynamic Simulation Study

An Alternative Micro LED Mass Transfer Technology: Self-Assembly

Dynamic mechanical analysis of (Ca,Sr)AlSiN3: Eu2+ phosphor/silicone composites aged under the temperature–humidity–sulfur coupled condition

Inactivation of Escherichia coli and Staphylococcus aureus by using a UVC-LED module with a multi-wavelength setting

基于Lambert-Beer理论与人工神经网络的混合荧光粉发射光谱预测

Prognostics of radiation power degradation lifetime for ultraviolet light-emitting diodes using stochastic data-driven models

System level reliability assessment for high power light-emitting diode lamp based on a Bayesian network method

Machine-Learning Assisted Prediction of Spectral Power Distribution for Full-Spectrum White Light-Emitting Diode

Degradation of optical materials in solid-state lighting systems

Machine Learning and Digital Twin Driven Diagnostics and Prognostics of Light-Emitting Diodes

A Reliability Prediction Methodology for LED Arrays

Study on the Degradation of Optical Silicone Exposed to Harsh Environments

A review on discoloration and high accelerated testing of optical materials in LED based-products

A stochastic process based reliability prediction method for LED driver

A probabilistic physics-of-failure reliability assessment approach for integrated LED lamps

System in package (SiP) technology: Fundamentals, design and applications

Reliability Prediction of Integrated LED Lamps with Electrolytic Capacitor-Less LED Drivers

Numerical thermal analysis and optimization of multi-chip LED module using response surface methodology and genetic algorithm