Carbon‐Dot‐Based White‐Light‐Emitting Diodes with Adjustable Correlated Color Temperature Guided by Machine Learning. (20th April 2021)

• Record Type: Journal Article
• Authors: Wang, Xiao; Wang, Bo; Wang, Hongshuai; Zhang, Tianyang; Qi, Huihui; Wu, Zhenyu; Ma, Yurong; Huang, Hui; Shao, Mingwang; Liu, Yang; Li, Youyong; Kang, Zhenhui
• Is Part Of: Angewandte Chemie. Volume 133:Number 22(2021)
• Page Start: 12693
• Page End: 12698
• Publication Date: 2021-04-20
• Subjects: carbon dots -- electroluminescence -- machine learning -- photoluminescence -- white-light-emitting diodes; Chemistry -- Periodicals; 540
• DOI: 10.1002/ange.202103086
• Languages: English
• ISSNs: 0044-8249

Abstract

Abstract: Here, we show the fabrication of the carbon dots (CDs) with green and orange emissions from PTCDA (perylene‐3, 4, 9, 10‐tetracarboxylic dianhydride). Using these CDs as emitters, the orange (or green) CDs LEDs were fabricated, which show electroluminescence (EL) spectra centered at 560 nm (or 498 nm) with an external quantum efficiency (EQE) of 1.98 % (1.76 %) adhering a luminescence of 626 cd m −2 (or 519 cd m −2 ). The machine learning was successfully used to predict PL CCT value. With the model, the white photoluminescence (PL) emission with adjustable correlated color temperature (CCT) from 3093 to 11018 K via combining blue, green, and orange CDs was achieved. Then, we obtained the warm white CDs LEDs with CCT of 3107, 4071 and 4548 K, and cold white CDs LEDs with CCT of 5632 (CIE coordinates of (0.33, 0.33), EQE: 1.18 %, luminescence: 598 cd m −2 ) and 6034 K accurately. Abstract : With the guidance of machine learning, the warm white CDs LEDs with CCT (CIE coordinates) of 3107 K (0.48, 0.51), 4071 K (0.37, 0.37), and 4548 K (0.36, 0.36), and cold white CDs LEDs with CCT of 5106 K (0.34, 0.37), 5632 K (0.33, 0.33), and 6034 K (0.32, 0.35) were obtained accurately.