A Multi‐Scale Machine Learning Framework for the Inverse Design of High Entropy Alloys
High‐entropy alloys offer vast potential for various applications, including electrocatalysis; however, their compositional complexity challenges conventional screening. We introduce an inverse‐design framework combining two neural networks to determine optimal compositions and reconstruct nanoparticle geometry from targeted properties and conventional
Mikael Takoutsin +14 more
wiley +1 more source
Hybrid Polymer-Inorganic Salt Hydrate Materials: Applications for Heat Storage and Beyond. [PDF]
Rajagopalan KK +3 more
europepmc +1 more source
Corn Cobs' Biochar as Green Host of Salt Hydrates for Enhancing the Water Sorption Kinetics in Thermochemical Heat Storage Systems. [PDF]
Nguyen MH +4 more
europepmc +1 more source
Detecting Anomalous Cell Behavior in Electrochemical Battery Testing Using Machine Learning
Machine‐learning‐based screening enables automated identification of anomalous battery cells from complementary electrochemical tests. A curated battery database supports configuration‐aware comparison of rate‐capability and impedance data. Supervised classification of rate‐test data achieves 90% accuracy, while CNN‐VAE‐based impedance analysis reaches
Minu Rose +7 more
wiley +1 more source
Influence of Polymers, Cobalt Oxide Nanoparticles, and Organophilized Palygorskite on Heat Storage and Filtrate Volume of Water-Based Drilling Fluid. [PDF]
Galvão IBA +7 more
europepmc +1 more source
Transcriptomic and metabolomic profiling of strawberry during postharvest cooling and heat storage. [PDF]
Zheng T +4 more
europepmc +1 more source
Laser‐Induced Graphene from Waste Almond Shells
Almond shells, an abundant agricultural by‐product, are repurposed to create a fully bioderived almond shell/chitosan composite (ASC) degradable in soil. ASC is converted into laser‐induced graphene (LIG) by laser scribing and proposed as a substrate for transient electronics.
Yulia Steksova +9 more
wiley +1 more source
Thermal Performance Enhancement of a Biomimetic Fish-Fin Latent Heat Storage Unit Using CNTs-COOH/Erythritol Composite Phase Change Material. [PDF]
Liu S, Li Z, Han B, Jiao Y.
europepmc +1 more source
Performance investigation of LiCl·H2O-γ-Al2O3 composite materials for low-grade heat storage. [PDF]
Li L +5 more
europepmc +1 more source
Counterion Dependent Side‐Chain Relaxation Stiffens a Chemically Doped Thienothiophene Copolymer
Oxidation of a thienothiophene copolymer, p(g3TT‐T2), via different doping strategies and dopant molecules resulted in materials with similar oxidation levels and a high electrical conductivity of ≈100 S cm−1. However, mechanical properties varied significantly, with sub‐glass transition temperatures and elastic moduli spanning from –44°C to –3°C and ...
Mariavittoria Craighero +12 more
wiley +1 more source

