Against the backdrop of growing global energy demand, the drive to obtain sustainable
energy from ambient mechanical sources has become increasingly significant. In recent …

Piezocatalysis is an emerging advanced oxidation process (AOP) that converts mechanical
energy to chemical form producing reactive oxygen species (ROS) for mineralizing organic …

Abstract Machine learning assisted design of materials is so far based on features selected
by considering the accuracy of model predictions, and those features do not necessarily …

Efficient and rapid screening of target materials in a vast material space remains a
significant challenge in the field of materials science. In this study, first-principles …

Perovskite-type lead-free piezoelectric ceramics allow access to illustrious piezoelectric
coefficients (d 33) through intricate composition design and experimental modulation …

Piezoelectric catalytic process can reduce energy consumption in water treatment
processes. However, the design of high-performance piezoelectric materials and the search …

The properties of high-entropy alloys (HEAs) depend primarily on the composition and
content of elements. However, getting the optimal composition of alloying elements through …

Scandium is the best alloying element to improve the mechanical properties of industrial Al-
Si-Mg casting alloys. Most literature reports devote to exploring/designing optimal Sc …

The functional properties of piezoelectric ceramics are vital to design materials for energy
harvesting applications. In the present study, to accelerate the design process with …

A machine learning model was proposed to accelerate the preparation of Al 2 O 3–SiO 2
porous ceramics (ASPC) based on few-shot datasets. Phosphate tailings and bauxite were …