Predicting strain-induced martensite in austenitic steels by combining physical modelling and machine learning

Machine Learning to Predict the Martensite Start Temperature in Steels

(2019) Moshiour Rahaman et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

Machine learning assisted design of high entropy alloys with desired property

(2019) Cheng Wen et al.   ACTA MATERIALIA

Physical metallurgy-guided machine learning and artificial intelligent design of ultrahigh-strength stainless steel

(2019) Chunguang Shen et al.   ACTA MATERIALIA

Micromechanics and microstructure evolution during in situ uniaxial tensile loading of TRIP-assisted duplex stainless steels

(2018) Ye Tian et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Interplay of microstructure defects in austenitic steel with medium stacking fault energy

(2016) C. Ullrich et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Deformation Microstructure and Deformation-Induced Martensite in Austenitic Fe-Cr-Ni Alloys Depending on Stacking Fault Energy

(2016) Ye Tian et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

In situ observation of strain and phase transformation in plastically deformed 301 austenitic stainless steel

(2016) Yadunandan B. Das et al.   MATERIALS & DESIGN

The difference in thermal and mechanical stabilities of austenite between carbon- and nitrogen-added metastable austenitic stainless steels

(2015) Takuro Masumura et al.   ACTA MATERIALIA

Experiment and modeling to investigate the effect of stress state, strain and temperature on martensitic phase transformation in TRIP-assisted steel

(2015) Hwigeon Kim et al.   ACTA MATERIALIA

Nano/ultrafine grained austenitic stainless steel through the formation and reversion of deformation-induced martensite: Mechanisms, microstructures, mechanical properties, and TRIP effect

(2015) M. Shirdel et al.   MATERIALS CHARACTERIZATION

Effect of copper on the formation of strain-induced martensite in two austenitic stainless steels AISI 304

(2015) Leonidas Cayo Mamani Gilapa et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Revisiting Stacking Fault Energy of Steels

(2015) Arpan Das   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

In situ X-ray microdiffraction study of deformation-induced phase transformation in 304 austenitic stainless steel

(2013) N. Li et al.   ACTA MATERIALIA

The influence of grain size on the strain-induced martensite formation in tensile straining of an austenitic 15Cr–9Mn–Ni–Cu stainless steel

(2013) A. Kisko et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Investigation of cold rolling variables on the formation of strain-induced martensite in 201L stainless steel

(2012) A. Rezaee et al.   MATERIALS & DESIGN

Twinning and martensite in a 304 austenitic stainless steel

(2012) Y.F. Shen et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

In-Situ Measurements of Load Partitioning in a Metastable Austenitic Stainless Steel: Neutron and Magnetomechanical Measurements

(2012) David Maréchal et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

On the stress state dependence of the twinning rate and work hardening in twinning-induced plasticity steels

(2012) K. Renard et al.   SCRIPTA MATERIALIA

Evaluation of the dislocation density and dislocation character in cold rolled Type 304 steel determined by profile analysis of X-ray diffraction

(2011) Takashi Shintani et al.   ACTA MATERIALIA

Estimation of deformation induced martensite in austenitic stainless steels

(2011) Arpan Das et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Spontaneous and Deformation-Induced Martensite in Austenitic Stainless Steels with Different Stability

(2011) Reza Naraghi et al.   STEEL RESEARCH INTERNATIONAL

Thermodynamic modeling of the stacking fault energy of austenitic steels

(2010) S. Curtze et al.   ACTA MATERIALIA

The effect of cold rolling regime on microstructure and mechanical properties of AISI 304L stainless steel

(2010) Ali Hedayati et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

On deformation twinning in a 17.5% Mn–TWIP steel: A physically based phenomenological model

(2010) A. Soulami et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Analysis of deformation induced martensitic transformation in stainless steels

(2010) A. Das et al.   MATERIALS SCIENCE AND TECHNOLOGY

Load Partitioning and Strain-Induced Martensite Formation during Tensile Loading of a Metastable Austenitic Stainless Steel

(2009) P. Hedström et al.   METALLURGICAL AND MATERIALS TRANSACTIONS A-PHYSICAL METALLURGY AND MATERIALS SCIENCE

The strain induced martensite transformation in austenitic stainless steels: Part 2 – Effect of internal stresses on mechanical response

(2008) K. Spencer et al.   MATERIALS SCIENCE AND TECHNOLOGY

The strain induced martensite transformation in austenitic stainless steels: Part 1 – Influence of temperature and strain history

(2008) K. Spencer et al.   MATERIALS SCIENCE AND TECHNOLOGY

Effect of rolling strain on transformation induced plasticity of austenite to martensite in a high-alloy austenitic steel

(2007) M. Bigdeli Karimi et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

The effect of cold work on structure and properties of AISI 304 stainless steel

(2007) M. Milad et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY