Machine Learning‐Assisted Hybrid Package of White Light‐Emitting Diodes Employing Quantum Dots and Phosphor DOI Open Access

Fengyun Gao,

Hao Yang, Changdong Tong

et al.

Advanced Materials Technologies, Journal Year: 2024, Volume and Issue: unknown

Published: Dec. 18, 2024

Abstract White light‐emitting diodes (WLEDs), known for their high brightness, efficiency, and long lifetime, are widely utilized in the backlight of liquid crystal displays. However, it is still difficult to improve color gamut WLEDs while maintaining L 50 lifetime. The luminous characteristics employing different combinations quantum dots phosphor investigated this work. Additionally, investigations on lifetime carried out by a two‐step accelerated stress method. Finally, an ensemble machine learning model proposed predict WLEDs, achieving predictive accuracy with R 2 0.986.

Language: Английский

Low-Temperature fabrication of CsPbI3@PVA films for Ultra-Stable Down-Conversion white Light-Emitting Diodes: From molecular interactions to phase stability DOI
Hao Zhang, Jinju Zheng, Hui Fu

et al.

Chemical Engineering Journal, Journal Year: 2025, Volume and Issue: unknown, P. 159494 - 159494

Published: Jan. 1, 2025

Language: Английский

Citations

1

Deep Learning for Chromatic Optimization in Dual‐Color Mini‐LEDs for Aircraft Displays DOI Open Access

Fengyun Gao,

Nan Zhang,

Zelong Bai

et al.

Laser & Photonics Review, Journal Year: 2025, Volume and Issue: unknown

Published: Feb. 18, 2025

Abstract GaN‐based miniaturized light‐emitting diodes (mini‐LEDs) have emerged as highly promising light sources for high‐performance aircraft cockpit displays. Among these diodes, vertically stacked blue‒green dual‐color mini‐LEDs are fabricated and show excellent color‐tunable properties. When packaged with K 2 SiF 6 :Mn 4+ , an impressive color gamut area ratio of 113.63% NTSC is demonstrated. However, vertical optical crosstalk originates from the photoluminescence (PL) effect green epitaxial layer when blue mini‐LED powered on, making precise chromatic characteristics difficult to obtain. To address this problem, a deep neural network (DNN) proposed, which combines forward modeling inverse design in tandem architecture. This DNN supports current modulation scheme that enables control chromaticity coordinates, achieving Δ u ′ v 0.003. These advancements materials device strategies pave way developing low difference, high‐resolution display systems cockpits.

Language: Английский

Citations

1

A four-primary-color micro-LED display with wide color gamut, low blue light hazard, and promise to improve working efficiency in the working conditions DOI Creative Commons

Peiyu Sun,

Min Min, Qingfeng Wu

et al.

AIP Advances, Journal Year: 2025, Volume and Issue: 15(1)

Published: Jan. 1, 2025

Attention should be paid to the circadian rhythm effect, photobiological safety, and color gamut coverage (CGC) of displays. In this study, we use genetic algorithm search displays satisfying demands health, wide gamut, promise improve working efficiency in conditions, when correlated temperature is around 6500 K. We also studied variations optimal results changing peak wavelength full width at half maximum (FWHM), finding that impacts wavelengths are greater than those FWHMs on action factor (CAF), blue light hazard, CGC, a balance made between CAF luminous efficacy radiation.

Language: Английский

Citations

0

A four-primary-color healthy display system designed with multi-objective genetic algorithms based on user age and application scenarios DOI
Shanrong Ke,

Qiuxue Kuang,

Yi-Chun Lin

et al.

Optics & Laser Technology, Journal Year: 2025, Volume and Issue: 184, P. 112514 - 112514

Published: Jan. 23, 2025

Language: Английский

Citations

0

Heat‐Assisted Direct Photopatterning of Small‐Molecule OLED Emitters at the Micrometer Scale DOI Open Access

S.D. Roh,

Seunghan Lee,

Hyobin Ham

et al.

Small Methods, Journal Year: 2025, Volume and Issue: unknown

Published: Jan. 27, 2025

Abstract A crucial step in fabricating full‐color organic light‐emitting diode (OLED) displays is patterning the emissive layer (EML). Traditional methods utilize thermal evaporation through metal masks. However, this limits achievable resolution required for emerging microdisplay technologies. Alternatively, direct photolithography, wherein to be patterned serves as a photoresist, offers cost‐effective method producing high‐resolution displays. Direct photopatterning small molecules used EMLs OLEDs are introduced. This employs photopolymerizable vinylbenzyl moieties directly anchored host and dopant small‐molecule emitters. By photoinitiating free radical polymerization reaction between under mild annealing conditions (60 °C), EML can photopatterned using an i ‐line UV source. Mild critical achieving reactions at low irradiation dose (0.6 J cm −2 ) without degrading luminescent properties of process referred heat‐assisted (HADP). Using HADP, red, green, blue OLED emitters with minimum pattern width 2 µm successfully fabricated. These side‐by‐side by simply repeating steps three times. promising alternative patterns desired ultrahigh‐resolution OLED‐based technology.

Language: Английский

Citations

0

Modulating luminescence of K3AlF6:Mn4+ NCs via charge compensation and localized surface plasmon resonance effect DOI
Chen Yang, Yanzhen Tan, Zheyi Li

et al.

Science China Materials, Journal Year: 2025, Volume and Issue: unknown

Published: March 11, 2025

Language: Английский

Citations

0

White-light and primary colors emission via single wavelength light-induced structural changes in coumarin-bonded graphene nanoribbons DOI

Junan Fang,

Jingyin Xu,

Yaqin Han

et al.

Chemical Engineering Journal, Journal Year: 2025, Volume and Issue: unknown, P. 161670 - 161670

Published: March 1, 2025

Language: Английский

Citations

0

High Al content in n-AlGaInP window layer enhances the efficiency of red micro-LEDs DOI
Zhicheng Lü, Wenjie He, Minhua Li

et al.

Optics & Laser Technology, Journal Year: 2025, Volume and Issue: 188, P. 112876 - 112876

Published: April 7, 2025

Language: Английский

Citations

0

Polarized Color Filters Using Colloidal Quantum Rod Nanocrystals for Advanced High‐Performance Displays DOI Creative Commons
Jianxin Song, Maksym F. Prodanov, Yiyang Gao

et al.

Advanced Science, Journal Year: 2025, Volume and Issue: unknown

Published: April 9, 2025

Abstract In this article, color filters (CFs) emitting linearly polarized light, achieving both full‐color and pixel‐level precision, which can simultaneously offer high saturation, ambient contrast ratio (ACR), efficiency for modern displays, are disclosed. The quantum rods (QRs) exhibit a narrow‐band emission that effectively mitigates traditional challenges of purity light losses. Specially designed ligands on the QR surfaces allow higher load material into polymer matrix with uniform alignment. Optimizing inkjet printing, photolithography, photoalignment processes, remarkable degree polarization (DOP) 0.65 is achieved precisely patterned red green CFs. Due to unidirectionally aligned QRs, liquid crystal display (LCD) equipped QRCF shows enhanced ACR, highlighting advantages their application in next‐generation displays over other types photoluminescence

Language: Английский

Citations

0

The Unexploring Optoelectronic Features in Organic Trans-Dimensional Materials of Gridofluorenes at the Nanoscale DOI
Yongxia Wang,

LF Dong,

Shuangyi Li

et al.

The Journal of Physical Chemistry Letters, Journal Year: 2025, Volume and Issue: unknown, P. 3888 - 3903

Published: April 10, 2025

Organic grido-architectures offer not only state-of-the-art models for exploring the complex relationships of multicarrier coherence among excitons, charges, photons, electrons, and phonons but also organic high-dimensional nanomaterials flexible electronics intelligence. Herein, we initiate fundamental progress perspective on gridofluorene-based zero-, one-, two-, three-dimensional nanomolecules their optoelectronic features. From future point view, sterically trans-dimensional hierarchically cross-scale effects these covalent frameworks nanostructures are discussed photophysical, electrical, mechanical thermal properties. multiscale systems, with feature synergistically molecule-programmable integration diverse functionalities, open a bright door to electronics, intelligent molecules, devices, even organobots as well artificially robotic chemists (AiRCs).

Language: Английский

Citations

0