Advances in machine learning techniques used in fatigue life prediction of welded structures

S Gbagba, L Maccioni, F Concli - Applied Sciences, 2023 - mdpi.com
In the shipbuilding, construction, automotive, and aerospace industries, welding is still a
crucial manufacturing process because it can be utilized to create massive, intricate …

Studies on geometrical features of tool wear and other important machining characteristics in sustainable turning of aluminium alloys

MK Gupta, P Niesłony, M Sarikaya, ME Korkmaz… - International Journal of …, 2023 - Springer
The aerospace and automotive industries make extensive use of aluminium and its alloys.
Contrarily, machining of aluminium (Al) alloys presents a number of difficulties, including, but …

A novel generalization ability-enhanced approach for corrosion fatigue life prediction of marine welded structures

C Feng, M Su, L Xu, L Zhao, Y Han, C Peng - International Journal of …, 2023 - Elsevier
A generalization ability-enhanced approach for corrosion fatigue life prediction was
proposed. The data augmentation and analysis of influence factors were conducted via …

Material extrusion 3D printing and friction stir welding: an insight into the weldability of polylactic acid plates based on a full factorial design

N Vidakis, M Petousis, N Mountakis… - The International Journal …, 2022 - Springer
In this work, material extrusion (MEX) 3D-printed polylactic acid (PLA) thin workpieces were
joined via the friction stir welding (FSW) process to evaluate the feasibility and the key …

[HTML][HTML] Fractographic-fractal dimension correlation with crack initiation and fatigue life for notched aluminium alloys under bending load

W Macek, D Rozumek, S Faszynka, R Branco… - Engineering Failure …, 2023 - Elsevier
In this study, fatigue fracture surfaces of aluminium alloy 2017-T4 notched specimens were
investigated under cyclic bending to find an alternative failure loading index.. The surface …

Multi-objective optimization using Taguchi based grey relational analysis in friction stir welding for dissimilar aluminium alloy

S Karumuri, B Haldar, A Pradeep… - International Journal on …, 2024 - Springer
In this study, the focus is on the joining of dissimilar Al alloys specifically AA6082 and
AA5456 plates using friction stir welding (FSW). Several welding input variables, namely tool …

Fractographical quantitative analysis of EN-AW 2024 aluminum alloy after creep pre-strain and LCF loading

W Macek, A Tomczyk, R Branco, M Dobrzyński… - Engineering Fracture …, 2023 - Elsevier
This paper explores the applicability of a new damage parameter combining both fracture
surface topography and loading features to estimate the fatigue lifetime under creep pre …

A unified prediction approach of fatigue life suitable for diversified engineering materials

C Feng, M Su, L Xu, L Zhao, Y Han - Engineering Fracture Mechanics, 2023 - Elsevier
Investigation on fatigue life prediction approaches for welded joints of different materials was
of great significance for the reliability and safety of engineering structures. A fatigue …

Effect of bending-torsion on fracture and fatigue life for 18Ni300 steel specimens produced by SLM

W Macek, RM Nejad, SP Zhu, J Trembacz… - Mechanics of …, 2023 - Elsevier
In this study, different fracture surfaces caused by fatigue failure were generated from
18Ni300 steel produced by selective laser melting (SLM). Hollow round bars with a …

Investigation of mechanical properties and microstructure characterisation of MMA-MIG-TIG-SAW welded EN8 steel joints via shot blasting method

A Babbar, S Garg, V Jain… - Journal of Adhesion …, 2024 - Taylor & Francis
The industries of energy, transportation, and other engineering components all benefit
greatly from the use of medium carbon (C) steel EN8. For these applications, welding is …