Interpreting the optical properties of oxide glasses with machine learning and shapely additive explanations

2022 ◽  
Author(s):  
Mohd Zaki ◽  
Vineeth Venugopal ◽  
R. Ravinder ◽  
Suresh Bishnoi ◽  
Sourabh Kumar Singh ◽  
...  
Keyword(s):  
Machine Learning ◽  
Optical Properties ◽  
Oxide Glasses

scholarly journals Two-step machine learning enables optimized nanoparticle synthesis

2021 ◽  
Vol 7 (1) ◽  
Author(s):  
Flore Mekki-Berrada ◽  
Zekun Ren ◽  
Tan Huang ◽  
Wai Kuan Wong ◽  
Fang Zheng ◽  
...  
Keyword(s):  
Machine Learning ◽  
Optical Properties ◽  
Materials Science ◽  
Nanoparticle Synthesis ◽  
Bayesian Optimization ◽  
Absorbance Spectrum ◽  
Nanomaterial Synthesis ◽  
Target Spectrum ◽  
Colour Palette ◽  
Algorithmic Framework

AbstractIn materials science, the discovery of recipes that yield nanomaterials with defined optical properties is costly and time-consuming. In this study, we present a two-step framework for a machine learning-driven high-throughput microfluidic platform to rapidly produce silver nanoparticles with the desired absorbance spectrum. Combining a Gaussian process-based Bayesian optimization (BO) with a deep neural network (DNN), the algorithmic framework is able to converge towards the target spectrum after sampling 120 conditions. Once the dataset is large enough to train the DNN with sufficient accuracy in the region of the target spectrum, the DNN is used to predict the colour palette accessible with the reaction synthesis. While remaining interpretable by humans, the proposed framework efficiently optimizes the nanomaterial synthesis and can extract fundamental knowledge of the relationship between chemical composition and optical properties, such as the role of each reactant on the shape and amplitude of the absorbance spectrum.

Customized Carbon Dots with Predictable Optical Properties Synthesized at Room Temperature Guided by Machine Learning

2022 ◽  
Author(s):  
Qin Hong ◽  
Xiao-Yuan Wang ◽  
Ya-Ting Gao ◽  
Jian Lv ◽  
Bin-Bin Chen ◽  
...  
Keyword(s):  
Machine Learning ◽  
Optical Properties ◽  
Carbon Dots ◽  
Room Temperature

Optical properties and zero photoelastic constant of ns2-type metal cation containing oxide glasses

2019 ◽  
Vol 51 (9) ◽  
Author(s):  
A. Saitoh ◽  
M. Itadani ◽  
K. Suzuki ◽  
H. Takebe ◽  
H. Hosono
Keyword(s):  
Optical Properties ◽  
Metal Cation ◽  
Oxide Glasses ◽  
Photoelastic Constant

ChemInform Abstract: Nonlinear Optical Properties of Some Niobium(V) Oxide Glasses.

ChemInform ◽  
2010 ◽  
Vol 27 (44) ◽  
pp. no-no ◽  
Author(s):  
T. CARDINAL ◽  
E. FARGIN ◽  
G. LE FLEM ◽  
M. COUZI ◽  
L. CANIONI ◽  
...  
Keyword(s):  
Optical Properties ◽  
Nonlinear Optical ◽  
Nonlinear Optical Properties ◽  
Oxide Glasses

Applying machine learning to estimate the optical properties of black carbon fractal aggregates

2018 ◽  
Vol 215 ◽  
pp. 1-8 ◽  
Author(s):  
Jie Luo ◽  
Yongming Zhang ◽  
Feng Wang ◽  
Jinjun Wang ◽  
Qixing Zhang
Keyword(s):  
Machine Learning ◽  
Optical Properties ◽  
Black Carbon ◽  
Fractal Aggregates

Magnetic and optical properties and electron paramagnetic resonance of gadolinium-containing oxide glasses

2003 ◽  
Vol 15 (40) ◽  
pp. 6671-6681 ◽  
Author(s):  
J Kliava ◽  
I S Edelman ◽  
A M Potseluyko ◽  
E A Petrakovskaja ◽  
R Berger ◽  
...  
Keyword(s):  
Electron Paramagnetic Resonance ◽  
Optical Properties ◽  
Oxide Glasses ◽  
Paramagnetic Resonance ◽  
Electron Paramagnetic

Optical properties of oxide glasses with semiconductor nanoparticles co-doped with rare earth ions

2013 ◽  
Vol 588 ◽  
pp. 188-192 ◽  
Author(s):  
M.C. Neto ◽  
G.H. Silva ◽  
A.P. Carmo ◽  
A.S. Pinheiro ◽  
N.O. Dantas ◽  
...  
Keyword(s):  
Optical Properties ◽  
Rare Earth ◽  
Semiconductor Nanoparticles ◽  
Rare Earth Ions ◽  
Oxide Glasses ◽  
Co Doped

Thermally poled oxide glasses: correlation between polarization mechanisms and non linear optical properties

2012 ◽  
Author(s):  
Vincent Rodriguez ◽  
Marc Dussauze ◽  
Tatiana Crémoux ◽  
Frédéric Adamietz ◽  
Evelyne Fargin ◽  
...  
Keyword(s):  
Optical Properties ◽  
Oxide Glasses ◽  
Non Linear ◽  
Linear Optical Properties ◽  
Linear Optical ◽  
Thermally Poled
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