Efficient machine-learning model for fast assessment of elastic properties of high-entropy alloys
Sign Up to like & getrecommendations! Published in 2022 at "Acta Materialia"
DOI: 10.1016/j.actamat.2022.117924
Abstract: We combined descriptor-based analytical models for sti ff ness-matrix and elastic-moduli with mean-field methods to accelerate assessment of technologically useful properties of high-entropy alloys, such as strength and ductility. Model training for elastic properties uses… read more here.
Keywords: elastic properties; properties high; model; efficient machine ... See more keywords
A time and resource efficient machine learning assisted design of non-fullerene small molecule acceptors for P3HT-based organic solar cells and green solvent selection
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Materials Chemistry A"
DOI: 10.1039/d1ta04742f
Abstract: A time and money efficient machine learning assisted design of non-fullerene small molecule acceptors for P3HT based organic solar cells is reported. Green solvents are also selected using machine learning predicted Hansen solubility parameters. read more here.
Keywords: efficient machine; machine; learning assisted; machine learning ... See more keywords
Accurate and efficient machine learning models for predicting hydrogen evolution reaction catalysts based on structural and electronic feature engineering in alloys
Sign Up to like & getrecommendations! Published in 2023 at "Nanoscale"
DOI: 10.1039/d3nr01442h
Abstract: Predictive materials design of high-performance alloy electrocatalysts is a grand challenge in hydrogen production via the water electrolysis. The vast combinatorial space of element substitutions in alloy electrocatalysts offers a... read more here.
Keywords: machine learning; efficient machine; learning models; accurate efficient ... See more keywords
A data efficient machine learning model for autonomous operational avalanche forecasting
Sign Up to like & getrecommendations! Published in 2021 at "Natural Hazards and Earth System Sciences"
DOI: 10.5194/nhess-2021-106
Abstract: Abstract. Snow avalanches pose serious hazard to people and property in snow bound mountains. Snow mass sliding downslope can gain sufficient momentum to destroy buildings, uproot trees and kill people. Forecasting and in turn avoiding… read more here.
Keywords: model; efficient machine; avalanche forecasting; data efficient ... See more keywords