Accelerated discovery of metallic glasses through iteration of machine learning and high-throughput experiments

On-the-Fly Data Assessment for High-Throughput X-ray Diffraction Measurements

(2017) Fang Ren et al.   ACS Combinatorial Science

Precipitation of amorphous SiO2 particles and their properties

(2017) S. Musić et al.   BRAZILIAN JOURNAL OF CHEMICAL ENGINEERING

High-throughput discovery and characterization of multicomponent bulk metallic glass alloys

(2016) Peter Tsai et al.   ACTA MATERIALIA

Machine-learning-assisted materials discovery using failed experiments

(2016) Paul Raccuglia et al.   NATURE

Spectral descriptors for bulk metallic glasses based on the thermodynamics of competing crystalline phases

(2016) Eric Perim et al.   Nature Communications

A general-purpose machine learning framework for predicting properties of inorganic materials

(2016) Logan Ward et al.   npj Computational Materials

On the origin of multi-component bulk metallic glasses: Atomic size mismatches and de-mixing

(2015) Kai Zhang et al.   JOURNAL OF CHEMICAL PHYSICS

A predictive structural model for bulk metallic glasses

(2015) K. J. Laws et al.   Nature Communications

A Semi-Empirical Model for Tilted-Gun Planar Magnetron Sputtering Accounting for Chimney Shadowing

(2014) J. K. Bunn et al.   JOM

Combinatorial development of bulk metallic glasses

(2014) Shiyan Ding et al.   NATURE MATERIALS

Combinatorial screening for new materials in unconstrained composition space with machine learning

(2014) B. Meredig et al.   PHYSICAL REVIEW B

Data-Driven Review of Thermoelectric Materials: Performance and Resource Considerations

(2013) Michael W. Gaultois et al.   CHEMISTRY OF MATERIALS

Applications of high throughput (combinatorial) methodologies to electronic, magnetic, optical, and energy-related materials

(2013) Martin L. Green et al.   JOURNAL OF APPLIED PHYSICS

Magnetic properties, phase evolution, and microstructure of the Co–Zr–V ribbons

(2013) Zhipeng Hou et al.   JOURNAL OF MAGNETISM AND MAGNETIC MATERIALS

Ultrastable glasses from in silico vapour deposition

(2013) Sadanand Singh et al.   NATURE MATERIALS

Prediction of high-entropy stabilized solid-solution in multi-component alloys

(2012) X. Yang et al.   MATERIALS CHEMISTRY AND PHYSICS

Thermodynamic prediction of bulk metallic glass forming alloys in ternary Zr–Cu–X (X=Ag, Al, Ti, Ga) systems

(2011) S. Vincent et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

A damage-tolerant glass

(2011) Marios D. Demetriou et al.   NATURE MATERIALS

Technique for high axial shielding factor performance of large-scale, thin, open-ended, cylindrical Metglas magnetic shields

(2011) S. Malkowski et al.   REVIEW OF SCIENTIFIC INSTRUMENTS