High-throughput experiments facilitate materials innovation: A review

Advances in Near-Infrared Luminescent Materials without Cr3+: Crystal Structure Design, Luminescence Properties, and Applications

“…However, a long experiment period largely lowers operation and production efficiencies. Recently, many strategies have been proposed to accelerate the discovery of luminescent materials, such as “high-throughput methodology”, − “combinatorial chemistry screening”, − and “single-particle diagnosis”. , High-throughput methodology is usually known as machine learning based on an adequate database. To date, large batches of novel hybrid organic–inorganic perovskites and double perovskites have been screened with the acid of a high-throughput density functional theory (DFT) prediction. , The combinatorial chemistry technique is employed for a multicompositional search.…”

High-throughput compositional mapping of phase transformation kinetics in low-alloy steel

“…Alternatively, they can be estimated using models, but these require refining and calibrating with plenty of experimental data before they can be applied to practical cases with sufficient accuracy. Consequently, there is a strong appeal to novel methods for highthroughput measurement of phase transformation kinetics, which could dramatically speed-up the development of future high-performance grades [7][8][9][10].…”

Developing Highly Tough, Heat-Resistant Blend Thermosets Based on Silicon-Containing Arylacetylene: A Material Genome Approach

“…With the help of efficient theoretical prediction tools for properties, highthroughput screening can be performed before experimental preparation, and therefore, the discovery of optimized polymers among the vast number of candidate polymers could be accelerated. 22 In this work, we first established an MGA for screening the acetylene-terminated polyimides. An acetylene-terminated polyimide, named ATPI, was filtered out by using the MGA.…”