A Machine Learning Model for Interpretable PECVD Deposition Rate Prediction
This study develops six machine learning models (k‐nearest neighbors, support vector regression, decision tree, random forest, CatBoost, and backpropagation neural network) to predict SiNx deposition rates in plasma‐enhanced chemical vapor deposition using hybrid production and simulation data.
Yuxuan Zhai +8 more
wiley +1 more source
Enhancing solar PV efficiency in mining operations through optimized cleaning intervals and automated dust mitigation. [PDF]
Tripathi AK +5 more
europepmc +1 more source
A Comprehensive Assessment and Benchmark Study of Large Atomistic Foundation Models for Phonons
We benchmark six large atomistic foundation models on 2429 crystalline materials for phonon transport properties. The rapid development of universal machine learning potentials (uMLPs) has enabled efficient, accurate predictions of diverse material properties across broad chemical spaces.
Md Zaibul Anam +5 more
wiley +1 more source
Cave microbial communities are structured by environmental matrix and depth and can be characterized with field-portable assays. [PDF]
Weingarten EA +3 more
europepmc +1 more source
Memristors based on trimethylsulfonium (phenanthroline)tetraiodobismuthate have been utilised as a nonlinear node in a delayed feedback reservoir. This system allowed an efficient classification of acoustic signals, namely differentiation of vocalisation of the brushtail possum (Trichosurus vulpecula).
Ewelina Cechosz +4 more
wiley +1 more source
Does your job really matter? Job-specific cancer incidence among a cohort coal mine workers in Queensland, Australia. [PDF]
Glass DC +6 more
europepmc +1 more source
Machine Learning-Based Full-Cycle Evaluation Method for Gas Extraction Performance in Coal Mines. [PDF]
Wu J, Zhao L, Du Y, He X, Wu M.
europepmc +1 more source
Corrigendum to "Investigating the Inflammatory Response to Exposure of Ultrafine TiO<sub>2</sub> Particulate Matter to HUVECs"<i>Biochemistry and Biophysics Rep.,</i> volume 45 (2026) 102426. [PDF]
Brunmaier LAE, Walker TW.
europepmc +1 more source
Host-specific leaf-mining behaviour of holometabolous insect larvae in the early Permian. [PDF]
Laaß M +5 more
europepmc +1 more source

