ProgramMaster Logo
Conference Tools for 2022 TMS Annual Meeting & Exhibition
Login
Register as a New User
Help
Submit An Abstract
Propose A Symposium
Presenter/Author Tools
Organizer/Editor Tools
About this Abstract
Meeting 2022 TMS Annual Meeting & Exhibition
Symposium High Performance Steels
Presentation Title Understanding Deformation-induced Cracking in Dual-phase Steel via the Combination of EBSD Analysis and Convolutional Neural Network
Author(s) Hung-Wei Yen, Po-Hsun Lin, Yi-Fan Hu, Min-Yu Tseng, Kuo-Cheng Yang, Kangying Zhu
On-Site Speaker (Planned) Hung-Wei Yen
Abstract Scope Dual-phase (DP) steel has been widely used in vehicles due to its excellent strength-ductility balance. However, micro-cracks could be induced during cold forming, leading to unqualified components. The study on formation of micro-crack in DP steel is a long history and primary factors are attributed to chemical composition, loading mode, strength grade, and phase constituent. Until today, the principles of micro-cracking are not yet unified. In this work, we developed a state-of-art algorithm by convolution neural network to predict crack formation from EBSD analysis. Machine learning and analyses were done for DP steels from 590 MPa grade to 1180 MPa grade. The essentials of cracking sites for DP steels of various grades are classified based on phase constituent. Moreover, we developed an approach to predict crack propagation from the learning results. The research will contribute on the microstructural design to optimize formability of DP steels.
Proceedings Inclusion? Planned:
Keywords Iron and Steel, Machine Learning, Mechanical Properties

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

A Novel Approach to Improve Strength-ductility Combinations in Medium Manganese Steels
A Study on Magnetization Characteristics According to the Direction of 9%Ni Steel Sheet
Characterization of a Complex-phase Steel by Electron Backscattering Diffraction and Atomic Force Microscopy
Computational Design of a High Strength High Toughness Fully-austenitic TRIP Steel
Custom Designed Tapered-rolling Process Enables Hard Steels with Mixed-mode Cracking Resistance
Deformable Plastic Strain-induced Epsilon-martensite in FeMnCo Alloys: A Pathway Towards Overcoming the Limits of Metastability
Design and Challenge of Cold-rolled Dual-phase Steel Strengthened by Interphase Precipitation
Design and Characterization of Abrasion-resistant Steel Coatings for Nuclear Industry
Early Stages of Liquid-metal Embrittlement in an Advanced High-strength Steel
Effects of Austenite Stability on Sheet Forming of Advanced High Strength Steels
First Principles Calculations of Structural Point-defect Calculations in Austenitic Stainless Steels
Hydrogen Embrittlement Susceptibility of a High Manganese Twinning Induced Plasticity Steel Examined via Correlative Microscopy
ICME Design of β-NiAl + Cu + VC Triple Nano-precipitate Strengthened Austenitic Steel
Impact of Alloy Composition on the Hot Ductility of Steel during Continuous Casting
In-situ Investigation of Strain Partitioning and Localization in a Dual Phase Steel Up to and Beyond Necking
Large Strain Ambient Temperature Rolling Reduction of an Ultra-high Strength Steel
Loading/Unloading Yielding Behavior in 304 Stainless Steel
Low-density Steels: Influence of Al Content and Processing on Microstructure and Properties in Medium-Mn Steels
Manganese-diffusion Controlled Kinetics of Austenite Growth and Cementite Dissolution during Intercritical Annealing of Medium-Mn Steels
Microstructural Engineering in Dual Phase Steels -Partitioning Aspects and Correlation to Formability
Microstructure and Mechanism Based Lifetime Predictions in Various Weldment Failures Under Complex Thermomechanical Conditions
Modeling Liquid Metal Embrittlement Cracks in Cross-tension Spot Weld Testing for Advanced High Strength Steels
Multi-stage Welding Cycles for Resistance Spot Welding of Advanced Martensitic Steels
Non-metallic Precipitates Evolution Mechanism of Fe-3.0wt%Si Steel
NOW ON-DEMAND ONLY – Co-optimization of Mechanical, Thermal, and Oxidation Properties in Steels for Energy Conversion Systems
NOW ON-DEMAND ONLY – The Influence of Temperature on the Strain-hardening Behavior of Fe-22/25/28Mn-3Al-3Si TRIP/TWIP Steels
On the Phase Stability, Mechanical Properties, and Deformation Mechanisms of an Equiatomic CrFeNi Medium-entropy Alloy
Phase Field Simulations of Microstructure Evolution during Rapid Thermal Processing of High Strength Steels
Properties and Performance of Fe-Mn-Al-C Alloys as a Function of Composition
Reverted Austenite in Precipitation Hardened Stainless Steels: Design Considerations and Mechanical Effects
Simultaneous Enhancement of Hardness and Corrosion Resistance in Carbide-reinforced Martensitic Steels
Small-scale Rapid Alloy Prototyping of Extra-low Carbon Steel to Investigate the Effects of Cu and Cr Residuals
Stacking Fault Energy Dependent Deformation Mechanisms in Medium-Mn Steels
Strain Partitioning Analysis during Tensile Tests in Intercritically Deformed Steels
Strain Path Dependence of Microstructural Strain Path Development: An Experimental-numerical Study on Dual-phase Steels
Tailoring Transformation Plasticity to Resist Microvoid Shear Localization
Tempering & Austempering of Double Soaked Medium Manganese Steels
Tensile Behaviour and Martensitic Transformations in a Cold Rolled Medium Mn Steel
Understanding Composition Dependence of Deformation Microstructure in Hydrogen Resistant Austenitic Steels
Understanding Deformation-induced Cracking in Dual-phase Steel via the Combination of EBSD Analysis and Convolutional Neural Network
Understanding Microstructural Evolution in a Thick Gauge High Strength Niobium-microalloyed Line Pipe Steel
Using Computer Vision to Predict Mechanical Properties of High Temperature Alloys

Questions about ProgramMaster? Contact programming@programmaster.org