Tribological Properties Assessment of Metallic Glasses Through a Genetic Algorithm-Optimized Machine Learning Model

A review of recent advances and applications of machine learning in tribology

(2023) Abhishek T. Sose et al.   PHYSICAL CHEMISTRY CHEMICAL PHYSICS

Machine learning modeling for the prediction of plastic properties in metallic glasses

(2023) Nicolás Amigo et al.   Scientific Reports

A generative deep learning framework for inverse design of compositionally complex bulk metallic glasses

(2023) Ziqing Zhou et al.   npj Computational Materials

Physics-informed recurrent neural networks and hyper-parameter optimization for dynamic process systems

(2023) Tuse Asrav et al.   COMPUTERS & CHEMICAL ENGINEERING

Characterization of bulk metallic glasses by microscratch test under Rockwell C diamond indenter and progressive normal load

(2023) Ming Liu   ENGINEERING FRACTURE MECHANICS

The scratch characteristics of laser nitrided Zr-based metallic glass surface

(2023) Jing Hong et al.   INTERMETALLICS

A concise self-adapting deep learning network for machine remaining useful life prediction

(2023) Sheng Xiang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Bayesian machine learning-aided approach bridges between dynamic elasticity and compressive strength in the cement-based mortars

(2023) Ning Wang et al.   Materials Today Communications

Nanoindentation and nanotribology behaviors of open-cell metallic glass nanofoams

(2023) Yuhang Zhang et al.   INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES

Training β relaxation to rejuvenate metallic glasses

(2023) L.T. Zhang et al.   Journal of Materials Science & Technology

Superior high-temperature wear resistance of an Ir-Ta-Ni-Nb bulk metallic glass

(2023) Fei Sun et al.   Journal of Materials Science & Technology

Combined Effects of Annealing and Cyclic Loading on Structural Rejuvenation and Mechanical Properties of CuZr Metallic Glass: A Molecular Dynamics Study

(2022) Agus Dwi Anggono et al.   Materials Research-Ibero-american Journal of Materials

Role of Alloying Composition on Mechanical Properties of CuZr Metallic Glasses During the Nanoindentation Process

(2022) Saade Abdalkareem Jasim et al.   METALS AND MATERIALS INTERNATIONAL

A combination of deep learning and genetic algorithm for predicting the compressive strength of high‐performance concrete

(2022) Iman Ranjbar et al.   Structural Concrete

Correlating nano-tribological behavior with the free volume of Zr-based bulk metallic glasses via their fictive temperature

(2022) Wanfu Dong et al.   WEAR

Unraveling the microstructural heterogeneity and plasticity of Zr50Cu40Al10 bulk metallic glass by nanoindentation

(2022) K. Tao et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Effect of RF sputtering parameters on the nanoscratch properties of quinary Ti-Zr-Cu-Ni-Al thin film metallic glass

(2022) Priyesh Paremmal et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Phase Prediction in High Entropy Alloys by Various Machine Learning Modules Using Thermodynamic and Configurational Parameters

(2022) Pritam Mandal et al.   METALS AND MATERIALS INTERNATIONAL

Enhancing the tribological performance of the TiZrHfCuBe high entropy bulk metallic glass by Sn addition

(2022) Yin Du et al.   TRIBOLOGY INTERNATIONAL

Machine Learning versus Human Learning in Predicting Glass-Forming Ability of Metallic Glasses

(2022) Guannan Liu et al.   ACTA MATERIALIA

The Role of Machine Learning in Tribology: A Systematic Review

(2022) Uma Maheshwera Reddy Paturi et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Achieving structural rejuvenation in metallic glass by modulating β relaxation intensity via easy-to-operate mechanical cycling

(2022) L.T. Zhang et al.   INTERNATIONAL JOURNAL OF PLASTICITY

Unsupervised machine learning study on structural signature of glass transition in metallic glass-forming liquids

(2022) J.Q. Wu et al.   ACTA MATERIALIA

Prediction of Vickers hardness of amorphous alloys based on interpretable machine learning

(2022) XiaoWei Liu et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Viscoelasticity-induced structure anisotropy in amorphous materials

(2022) Ruixin Sheng et al.   SCRIPTA MATERIALIA

Chemical and structural heterogeneity improve the plasticity of a Zr-based bulk metallic glass at low-temperature annealing

(2022) Tuo Wang et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Correlative study between elastic modulus and glass formation in ZrCuAl(X) amorphous system using a machine learning approach

(2021) Jianqing LI et al.   APPLIED PHYSICS A-MATERIALS SCIENCE & PROCESSING

Predicting concrete compressive strength using hybrid ensembling of surrogate machine learning models

(2021) Panagiotis G. Asteris et al.   CEMENT AND CONCRETE RESEARCH

Exploration of characteristic temperature contributions to metallic glass forming ability

(2021) Lane E. Schultz et al.   COMPUTATIONAL MATERIALS SCIENCE

Data-driven model for ternary-blend concrete compressive strength prediction using machine learning approach

(2021) Babatunde Abiodun Salami et al.   CONSTRUCTION AND BUILDING MATERIALS

The role of nano-scale elastic heterogeneity in mechanical and tribological behaviors of a Cu–Zr based metallic glass thin film

(2021) Xindi Ma et al.   INTERMETALLICS

Tribological characteristics of Ti-based bulk metallic glass via deep cryogenic-cycling treatment

(2021) Qian Jia et al.   MATERIALS CHARACTERIZATION

Analysing the Fatigue Behaviour and Residual Stress Relaxation of Gradient Nano-Structured 316L Steel Subjected to the Shot Peening via Deep Learning Approach

(2021) Erfan Maleki et al.   METALS AND MATERIALS INTERNATIONAL

Evaluation of Microstructure, Mechanical and Thermal Properties of Ti–Zr–Pd–Cu and Ti–Zr–Pd–Cu–Bi Nanoglass Thin Films

(2021) Maryam Mohri et al.   METALS AND MATERIALS INTERNATIONAL

Effect of Al Addition on Thermal Stability and Thermoplastic Forming Ability of Ti35Zr15Ni40Cu10 Metallic Glass in the Supercooled Liquid Region

(2021) Yong Joo Kim et al.   METALS AND MATERIALS INTERNATIONAL

Mechanical and tribological properties of Zr–Cu–Ni–Al bulk metallic glasses with dual-phase structure

(2021) Qing Zhou et al.   WEAR

Thermal behavior of newly developed Zr33Hf8Ti6Cu32Ni10Co5Al6 high-entropy bulk metallic glass

(2021) Alireza Jalali et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Role of Co content on the microstructure and anti-corrosion performance of high-hardness AlNiYCox high entropy metallic glasses

(2021) Shuyan Zhang et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Characterization of nanoscale structural heterogeneity in metallic glasses: A machine learning study

(2021) Majid Samavatian et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Effect of fictive temperature on tribological properties of Zr44Ti11Cu10Ni10Be25 bulk metallic glasses

(2021) Shipra Bajpai et al.   WEAR

Iterative Machine Learning-Aided Framework Bridges Between Fatigue and Creep Damages in Solder Interconnections

(2021) Vahid Samavatian et al.   IEEE Transactions on Components Packaging and Manufacturing Technology

Strain rate and shear-transformation zone response of nanoindentation and nanoscratching on Ni50Zr50 metallic glasses using molecular dynamics

(2020) Thi-Xuyen Bui et al.   PHYSICA B-CONDENSED MATTER

Correlation-driven machine learning for accelerated reliability assessment of solder joints in electronics

(2020) Vahid Samavatian et al.   Scientific Reports

Discovery of novel quaternary bulk metallic glasses using a developed correlation-based neural network approach

(2020) Majid Samavatian et al.   COMPUTATIONAL MATERIALS SCIENCE

Machine learning prediction of elastic properties and glass-forming ability of bulk metallic glasses

(2019) Jie Xiong et al.   MRS Communications

Rejuvenation saturation upon cyclic elastic loading in metallic glass

(2019) Shuo Li et al.   COMPUTATIONAL MATERIALS SCIENCE

Effects of annealing on the tribological behavior of Zr60Cu10Al15Ni15 bulk metallic glass

(2019) Reza Salehan et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Tribological behavior of an amorphous Zr20Ti20Cu20Ni20Be20 high-entropy alloy studied using a nanoscratch technique

(2019) Y.Y. Zhao et al.   INTERMETALLICS

Nanoscratching of metallic glasses – An atomistic study

(2019) Karina E. Avila et al.   TRIBOLOGY INTERNATIONAL

Research on nano-scratching behavior of TiZrHfBeCu(Ni) high entropy bulk metallic glasses

(2019) Pan Gong et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Influence of annealing on the tribological properties of Zr-based bulk metallic glass

(2018) Jun Zhao et al.   JOURNAL OF NON-CRYSTALLINE SOLIDS

Applying machine learning techniques to predict the properties of energetic materials

(2018) Daniel C. Elton et al.   Scientific Reports

Spatial correlation of elastic heterogeneity tunes the deformation behavior of metallic glasses

(2018) Neng Wang et al.   npj Computational Materials

The impact of encoding–decoding schemes and weight normalization in spiking neural networks

(2018) Zhengzhong Liang et al.   NEURAL NETWORKS

Investigation into nanoscratching mechanical performance of metallic glass multilayers with improved nano-tribological properties

(2018) Qing Zhou et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Identifying the significance of Sn addition on the tribological performance of Ti-based bulk metallic glass composites

(2018) Qing Zhou et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Five-fold symmetry as indicator of dynamic arrest in metallic glass-forming liquids

(2015) Y. C. Hu et al.   Nature Communications

Study of nanoindentation behavior of amorphous alloy using molecular dynamics

(2014) Chen Qiu et al.   APPLIED SURFACE SCIENCE

Meta-ELM: ELM with ELM hidden nodes

(2013) Shizhong Liao et al.   NEUROCOMPUTING

The fundamental structural factor in determining the glass-forming ability and mechanical behavior in the Cu–Zr metallic glasses

(2011) Z.D. Sha et al.   MATERIALS CHEMISTRY AND PHYSICS

Glass forming abilities of binary Cu100−xZrx (34, 35.5, and 38.2 at. %) metallic glasses: A LAMMPS study

(2009) Z. D. Sha et al.   JOURNAL OF APPLIED PHYSICS

Development of suitable interatomic potentials for simulation of liquid and amorphous Cu–Zr alloys

(2009) M.I. Mendelev et al.   PHILOSOPHICAL MAGAZINE

Structural characterization of Mg65Cu25Y10 metallic glass from ab initio molecular dynamics

(2008) R. Gao et al.   COMPUTATIONAL MATERIALS SCIENCE

Atomic scale calculation of the free volume in Zr2Ni metallic glass

(2008) F. Li et al.   INTERMETALLICS