ProgramMaster Logo
Conference Tools for 2023 TMS Annual Meeting & Exhibition
Register as a New User
Submit An Abstract
Propose A Symposium
Presenter/Author Tools
Organizer/Editor Tools
About this Abstract
Meeting 2023 TMS Annual Meeting & Exhibition
Symposium Late News Poster Session
Presentation Title Machine Learning for Joint Quality Performance-A Comparison Study of the Relationship between Process Parameters and Weld Microstructure of Al/Steel Resistance Spot Welds
Author(s) Alejandro Ojeda, Moses Obiri
On-Site Speaker (Planned) Alejandro Ojeda
Abstract Scope The qualities of resistance spot welding (RSW) of aluminum to steel are being explored in order to reduce vehicle weight and hence boost fuel efficiency. Resistance spot welding of Al and steel results in a layer of brittle intermetallic compounds along the Al and steel sheets' contact. Previous research has described the parameters of microstructure variables (fracture mode, hardness, and thickness) in the intermetallic layer formed by RSW of Al - steel welds. In contrast, the role of weld process parameters in the weld intermetallic layer has yet to be well studied. For two Al types, we employ supervised machine learning algorithms to determine essential welding parameters that result in excellent weld microstructure and intermetallic layer characteristics. The results are compared between the two different types of aluminum, and they are utilized to plan intelligent experiment design in a subset of the parameter space, which ultimately leads to production optimization.
Proceedings Inclusion? Undecided
Keywords Machine Learning, Aluminum,


3-D Printed Storage Container for Nuclear Materials
A-61: Additive Manufacturing of Aluminum Alloys via Liquid Metal Jetting
A-62: Additive Manufacturing of Functionally Graded Soft Magnetic Alloys
A-63: Additive Manufacturing of TiNiSn Half-Heusler Thermoelectric Compound
A-64: As-Deposited Microstructure and Strain Rate Dependence of Aluminum Alloy 7020 Produced via Additive Friction Stir Deposition
A-65: Challenges in the Production of Duplex and Martensitic Stainless Steels
A-66: Fatigue Life Predictions of Additive Friction Stir Deposition Repairs using a Smooth Particle Hydrodynamic Model
A-67: Heat Treatment Effects on Microstructure and Mechanical Properties of Wire Arc Additively Manufactured (WAAM) and Electron Beam Additively Manufactured (EBAM) Ti-6Al-4V
A-68: Investigation of the Simple Layer Made by Additive Manufacturing on Forging Tools
A-69: Leveraging Spatial Gradation in Lattice Structure Development for Enhanced Energy Absorption from High Rate Loads
A-70: Metal AM with Green Lasers is Propelling the Next Generation of Space Exploration
A-71: Microstructure Prediction in Powder Bed Metal Additive Manufacturing Using Coupled Nucleation and Monte Carlo Method
A-72: Neutron Diffraction Measurement of Residual Stresses in AFSD AA6061 Deposits
A-74: Powder Particle Impact and Pore Release Behavior in Laser, Powder-blown Directed Energy Deposition
A-75: Powder Spreading Mechanism in Laser Powder Bed Fusion Additive Manufacturing: Experiments and Computational Approach Using Discrete Element Method
A-76: Recyclability Study of APO-BMI
A-77: Tooling Influence on Deposition Width in Additive Friction Stir Deposition of AA 6061
A-78: Understanding Material Flow Behavior of Additive Friction Stir Deposition Using Smoothed Particle Hydrodynamics
A-79: The Effect of Beam Shaping Strategies on Additively Manufactured Microstructures
A-84: Drop-on-demand Metal Jetting: Direct 3D Printing of Silver
A Comparison of Microstructure and Mechanical Properties of TIG and MIG Welded Dissimilar AA7075 / AA6061 Aluminium Alloys Subjected to Friction Stir Processing
Additive Manufacturing of Nitinol Parts via Optimised Laser-powder Bed Fusion
B-3: The Effects of Atmospheric Corrosion on Additively Manufactured Stainless Steel
C-13: Crystallization Mechanism of Amorphous NbCo1.1Sn Induced by Ball Milling
Current State of Technology of Next-Generation Ceramic Foam Filter
D-37: Development of Xe Gas Recycling System
D-38: Photoelectron Extraction via Inserted Carbon Nanotube in Photosynthetic Cells and Analysis by Scanning Electrochemical Microscopy (SECM)
D-39: Platinized Carbon Nanoelectrodes for Electrochemical Measurement of Reactive Oxygen and Nitrogen Species in Neural Stem Cells
D-40: Spin-orbit Torque Switching Enabled by Uniaxial Magnetocrystalline Anisotropy
D-44: Coadditive Engineering for High Open Circuit Voltage Nearly 1V in Tin-Based Perovskite Solar Cells
Differential Scanning Calorimetry as a Fingerprinting Technique to Detect Historical Uranium Enrichment in PCTFE
E-32: Combining In-situ Diffraction, In-situ Acoustic Emission and High-resolution Digital Image Correlation to Study Tension-compression Asymmetry in the WZ21 Alloy
E-34: A Comparative Study on the Homogenization Process of the Aluminum Billets in the Batch and Continuous Homogenizing Furnace Using with CFD Simulations and Microstructure Analysis
E-36: Effect of Mg Addition on the Mechanical Properties and Microstructure of Al-Li-Ce Alloys
E-38: Effects of Mg Contents on Microstructure and Mechanical Properties of the Rolled Al-xMg-0.12Mn-0.12Cr Based Alloy with Thin Plate
E-39: Effect of Fine Precipitates on the Mechanical Properties of Lightweight Mg-Li Alloy with Rare Earth Addition
Effect of Multi-axial Forging on Mechanical Properties and Microstructure of AA7075/TaC Composites
Enhanced High-temperature Elongation of Ni-based Superalloys by Reducing Co and Increasing Mo
Evaluation of Microstructure and Mechanical Properties of Al-Mg-Si Alloy Deposited via Submerged Additive Friction Stir Deposition
Evaluation of Yield in the Production of Machined vs High Pressure Die Cast A360
F-4: An End-to-end Crystal Plasticity Framework for Single and Multiscale Analysis as it Relates to ICME
Improved Cryogenic Tensile Properties of Additive Manufacturing-processed STS316L Steel by the Reuse of Powder
J-100: In-situ Formation of Transition Metal-Aluminates as an Interfacial Modifier in YSZ based Cermets
J-101: Mechanical Behaviour of Forged Al5Co15Cr30Fe25Ni25 High Entropy Alloy
J-108: Mechanical Strengthening of a Soft-magnetic High-entropy Alloy via Widmanstätten Microstructure
J-99: Can the Effective Bond Energy Formalism (EBEF) Improve the CALPHAD Database for Co-based Superalloys?
K-11: Bioinspired Microstructured Adhesives for Biomedical Applications
L-60: An Evaluation of Advanced EBSD Methods for Phase Detection in Martensitic Steels
L-61: Analysis of Alkali Element Distributions Using Atom Probe Tomography
L-62: Characterization of Precipitate Size Distribution in Friction-stir Processed Al-7085 Using Small-angle X-ray Scattering and Correlative Microscopy Techniques
L-63: Crack Propagation Behavior of Fex(CoCrMnNi)100-x Multi-component Alloys
L-64: In Situ Observation Study of MgO–C Dissolution Behavior in CaO–SiO2–Al2O3 Slag at High Temperature
L-65: Microstructural Characterization of Malachite Green Particles in Treated Wood
L-66: Characterizing Mechanical Properties Using Physics-Informed Neural Networks and Multi-Fidelity Deep Learning
M-25: High Throughput Testing Apparatus to Enable Electrodeposition of Rhenium
M-26: Hall-Petch Effect in Crystal Plasticity: Comparing the Predictive Capability of Two Modeling Approaches
Machine Learning for Joint Quality Performance-A Comparison Study of the Relationship between Process Parameters and Weld Microstructure of Al/Steel Resistance Spot Welds
Microstructural Characterization of Electron Beam Additively Manufactured (EBAM) and Wire Arc Additively Manufactured (WAAM) Ti-6Al-4V
Microstructural Effect on the Resistance to Fatigue Crack Growth of High-entropy Alloys
N-19: An S-STEM Program to Expand Career Opportunities in Engineering Materials
N-20: Analysis of the Phase Stability in the Directionally Solidified Ni-based Superalloy MAR-M247
N-21: Dephosphorization of Iron Ore Containing Phosphorus
N-22: Development and Characterization of a Two-phase Cerium Yttrium Alloy: Effect of Heat Treatment and Composition on Microstructure in Ce-Y Alloys
N-23: Effects of Advanced Peening Techniques on Corrosion Behavior of Stainless Steel
N-25: Machine Learning for Joint Quality Performance-A Comparative Study of the Relationship between Process Parameters and Joint Performance of Al/Steel Resistance Spot Welds
N-26: Machine Learning to Model the Relationship between Heat Affected Zone and Weld Join Quality Performance of Aluminum-Steel Resistance Spot Welds
N-27: Mechanical Properties of AA5083/Coal Composites Fabricated via Friction Stir Processing Technique
N-28: Microstructure Evaluation of the Turbine High Pressure HPT Aircraft Engine Rotor Blades with Internal Channels Reproduced by Monolithic Cores
N-29: Processing of LIB for Metal Recovery
N-30: Synthesis and Characterization of Next-generation Multiphase Silicon Nitride-based Ceramics
N-31: The Effect of Sampling Direction and Mechanical Characterization of the Friction Stir Processed TIG Welded Joints
N-33: A Closed-loop Recycling Process for Recovery of Critical Metals from Spent Lithium-ion Batteries through Organic Acid Leaching
N-34: The Beneficiation Process Development for the Ashram REE and Fluorine Project
Nano-scale Structural Evolution and Mechanical Characteristics of Equiatomic AlCoCrNi High-entropy Alloy
O-17: Ceramic Crucibles for Nuclear Materials Pyroprocessing
O-18: Change of Regulatory's Cladding Model and Its Effects on Steady State Fuel Performance
O-19: Comparison of Solid-state Structures, Magnetic Susceptibilities and Electronic Properties of UTc3 and URu3
O-20: High Temperature in-SEM Nanoindentation of TRISO SiC Coatings
O-21: Influence of Machining Parameters on Stress Corrosion Cracking Susceptibility of 08CH18N10T Austenitic Steel in Primary Water Environment
O-22: Microstructural and Micromechanical Analysis of Steels After Neutron Irradiation
O-23: Oxidation Studies of UN/UB2
O-24: Radiation Enhanced Diffusion Along Fast Pathways in Model Oxides
O-25: Semi-empirical Modeling of Irradiation Induced Dimensional Change of Nuclear Graphites
O-26: Study of of Thermal Oxidation to Helium Implantation in 316L Stainless Steel
O-27: Synchrotron XRD Hydride Phase Mapping In Zicracloy-2 Cladding
O-28: The Response of Silicon Carbide Composites to He Ion Implantation and Ramifications for Use as a Fusion Reactor Structural Material
O-29: U(AlxSi1-x)3 Surface Composition and Its Interactions with Water Vapor at the Temperature Range of 300-800 K
Ultra-fast 4D-STEM Detector for Rapid Nanoscale Strain/Phase Mapping

Questions about ProgramMaster? Contact