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Meeting MS&T23: Materials Science & Technology
Symposium Advanced Joining Technologies for Automotive Lightweight Structures
Presentation Title N-1: Prediction of Tensile Strength of Electric Vehicle Parts Applying Dissimilar Material Friction Stir Welding Using Machine Learning
Author(s) Sungwook Kang, Kwangjin Lee
On-Site Speaker (Planned) Sungwook Kang
Abstract Scope As the automotive industry shifts towards electrification, autonomous driving, and mobility to improve efficiency and meet environmental regulations on CO2 emissions, the parts industry is also transitioning from internal combustion engine components to those related to electric power and autonomous vehicles. As electric vehicles become more prevalent, the high-voltage systems used to power them lead to increased modularization and output. However, this also leads to higher temperatures, which can negatively impact the performance of electrical parts. To address this issue, it is essential to improve the durability and thermal management of electric vehicle parts, especially power semiconductor devices. We propose the use of machine learning to predict the tensile strength of electric vehicle parts produced through dissimilar material friction stir welding, and validate our model's reliability under new welding process conditions.

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

A Novel Self-reacting Tool Design to Weld Thick Aluminium Plates Using Friction Stir Welding - Weld Characteristics and Performance Analysis
Achieving Success Joining Advanced Structural Materials with Automated Adhesive and Sealer Dispensing Systems
Application of an Innovative Interlayer Technology on Advanced Materials for the Automotive Industry
Design and Development of 3D Printed Fastening Mechanisms for Similar Material Single-lap Joints
Design of Shape Memory Wire Actuators by Impact Welding
Development of an Analytical Model for Electrode Wear during Resistance Spot Welding
Dissimilar Material Joining of Superwood to Aluminum by Self-Pierce Riveting and Rivbonding
Effect of Spreading Behavior of Adhesives in Resistance Spot Welding Bonding (RSWB)
Lightweight Welds of Armor Steels Using Friction Stir Welding
N-1: Prediction of Tensile Strength of Electric Vehicle Parts Applying Dissimilar Material Friction Stir Welding Using Machine Learning
Quality Improvement Method of Resistance Spot Welding Process Aluminum Alloy
Resistance Sintering Technique for Advance Metal Matrix Composite Creation
The Role of Material Selection and Thermal Cycling on Tool Life in Refill Friction Stir Spot Welding

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