Article
Nanoscience & Nanotechnology
Hyungsoo Lee, Joong Eun Jung, Dong-Soo Kang, Hi Won Jeong, Dae Won Yun, Jungho Choe, Young Soo Yoo, Seong-Moon Seo
Summary: This study investigated the effects of powder reuse on the microstructures and mechanical properties of selective laser melted (SLM) parts. It was found that increased powder reuse led to an increase in average particle size and oxidation of the powder, which in turn affected the recrystallization of the SLMed parts. However, in the case of multiple powder reuses, the increased oxidation contributed to improved mechanical properties of the parts.
MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING
(2022)
Article
Materials Science, Multidisciplinary
Unai Segurajauregi, Adrian Alvarez-Vazquez, Miguel Muniz-Calvente, Iker Urresti, Haydee Naveiras
Summary: This study investigates the impact of manufacturing speed and porosity on the fatigue behavior of a Ti-6Al-4V alloy, finding that the influence of laser velocity on fatigue performance is minor. Additionally, other factors such as roughness or surface defects from manufacturing conditions are identified as significant contributors to crack initiation and premature fatigue failure.
Article
Engineering, Manufacturing
T. Wegener, F. Brenne, A. Fischer, T. Moeller, C. Hauck, S. Auernhammer, T. Niendorf
Summary: Specimens made from pre-alloyed Invar powder were fabricated by selective laser melting and stress-relief heat treated. The fabricated parts showed a relative density of 99.6% and exhibited a bimodal microstructure with uniform hardness distribution. The material demonstrated highly reproducible fatigue behavior and high damage tolerance due to its high ductility.
ADDITIVE MANUFACTURING
(2021)
Article
Materials Science, Multidisciplinary
F. Bathaee, A. Zarei-Hanzaki, A. Moshiri, H. R. Abedi
Summary: This study investigates the cyclic deformation behavior of AlSi10Mg alloy fabricated through selective laser melting. The directly aged microstructure exhibited the best fatigue performance with an outstanding balance between fatigue life and strength level. The low aspect ratio of the melt pools intensified the Marangoni effect, leading to crack initiation and the formation of balling defects.
JOURNAL OF MATERIALS RESEARCH AND TECHNOLOGY-JMR&T
(2023)
Article
Chemistry, Physical
C. G. Wang, J. X. Zhu, G. W. Wang, Y. Qin, M. Y. Sun, J. L. Yang, X. F. Shen, S. K. Huang
Summary: This paper investigated the effects of building orientation and heat treatment temperature on the anisotropy of SLM-formed AlSi10Mg specimens. Various characterization techniques were used to analyze the microstructure and properties of the specimens, revealing that orientation and heat treatment can impact grain size, distribution, and low-angle grain boundaries, which in turn affect the alloy's plasticity.
JOURNAL OF ALLOYS AND COMPOUNDS
(2022)
Article
Materials Science, Multidisciplinary
Wenlin Ye, Jin Bao, Jie Lei, Yicheng Huang, Zhihao Li, Peisheng Li, Ying Zhang
Summary: A mesoscopic simulation was conducted to study the heat behavior of CP-Ti during selective laser melting, showing significant improvements in maximum temperature, temperature change rate, lifetime of molten pool, and size with the increase of laser power. Moreover, characteristics and heat behavior of the molten pool under double track were mainly investigated, finding higher maximum temperature, lifetime, and dimensions in the second track compared to the first, with a larger length-width ratio as laser power increases.
METALS AND MATERIALS INTERNATIONAL
(2022)
Article
Chemistry, Physical
Ireneusz Szachogluchowicz, Bartosz Fikus, Krzysztof Grzelak, Janusz Kluczynski, Janusz Torzewski, Jakub Luszczek
Summary: This paper analyzes the behavior of M300 maraging steel under ballistic testing conditions and concludes that the material can be a useful material for certain armor solutions after pre- or post-processing activities. While solution annealing and aging can increase ballistic properties, they also increase the material's brittleness, affecting a significant growth in fragmentation of the perforated plate.
Article
Nanoscience & Nanotechnology
J. Karimi, C. Suryanarayana, I Okulov, K. G. Prashanth
Summary: This study investigated the effect of remelting on the microstructure and mechanical properties of Ti6Al4V materials fabricated using selective laser melting. The results showed that the number of remeltings significantly influenced the homogenization of the microstructure and mechanical properties of the materials, with an increase in hardness and ultimate tensile strength but a decrease in ductility observed with a higher number of melting steps.
MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING
(2021)
Article
Chemistry, Physical
J. Karimi, M. Antonov, L. Kollo, K. G. Prashanth
Summary: This study aimed to enhance the surface quality and mechanical properties of a Ti6Al4V alloy manufactured using selective laser melting (SLM) by applying laser remelting. The research found that increasing the number of remelting steps can improve fatigue strength, strength, and wear resistance of the parts significantly.
JOURNAL OF ALLOYS AND COMPOUNDS
(2022)
Article
Materials Science, Multidisciplinary
Sijia Liu, Minsuk Lee, Cheol Choi, Keesam Shin
Summary: In this study, the microstructure, microhardness, and porosity of additive manufactured parts fabricated by selective laser melting are investigated. The porosity of the finished product depends primarily on the energy density used and is more strongly influenced by the scanning speed than the applied laser power. The microstructure exhibits characteristic features attributed to different cooling rates near and far from the laser melting zone.
JOURNAL OF MATERIALS RESEARCH AND TECHNOLOGY-JMR&T
(2023)
Article
Materials Science, Multidisciplinary
Meng Liu, Quanyi Wang, Yifan Cai, Dong Lu, Yubing Pei, Hong Zhang, Yongjie Liu, Qingyuan Wang
Summary: The microstructure and anisotropic mechanical properties of Inconel 625 superalloy prepared by selective laser melting were studied. The samples printed along the horizontal direction showed the highest strength and the lowest ductility. The work-hardening behaviors were analyzed based on grain size and texture.
JOURNAL OF MATERIALS ENGINEERING AND PERFORMANCE
(2023)
Article
Engineering, Civil
Arash Soltani-Tehrani, Poshou Chen, Colton Katsarelis, Paul Gradl, Shuai Shao, Nima Shamsaei
Summary: The research investigated the feasibility of reusing NASA HR-1 powder for LP-DED of thin-walled structures. Reusing the powder five times slightly reduced fine particles and increased mean particle size, but had negligible effects on powder rheological properties. Reused powder exhibited similar flow behavior, leading to no variation in surface roughness, defects' size, microstructure, and mechanical properties of the as-deposited parts. Specimen orientation, parallel or perpendicular to building direction, influenced tensile ductility and fatigue resistance due to surface micro-notches and crack initiation.
THIN-WALLED STRUCTURES
(2023)
Article
Engineering, Mechanical
Silvia Cecchel, Nima Razavi, Francesco Mega, Giovanna Cornacchia, Andrea Avanzini, Davide Battini, Filippo Berto
Summary: A first assessment of product durability was conducted on an SLM Ti6Al4V conrod with a lightweighted structure. Full-scale fatigue testing and finite element analyses were performed to determine stress cycles in critical regions. End of life (EOL) and metallurgical analysis were also conducted. The study obtained a fatigue diagram covering the finite life and estimating the infinite life load levels, which is significant for the fatigue assessment of additive manufacturing (AM) components. The fatigue life of the SLM conrod was found to be lower than the conventional one, but the EOL analysis indicated potential future improvements.
INTERNATIONAL JOURNAL OF FATIGUE
(2022)
Article
Materials Science, Multidisciplinary
Jiapeng Sun, Qisheng Sun, Ying Liu, Bangjun Li, Zheng Zhang, Bingqian Xu, Songsong Xu, Ying Han, Yanxin Qiao, Jing Han, Guosong Wu, Paul K. Chu
Summary: The study investigates the use of ultrasonic severe surface rolling (USSR) to enhance the corrosion resistance of SLM 316L stainless steel, and finds that the USSR processed samples exhibit significant improvement in corrosion resistance, attributed to the unique gradient structure and chemically homogeneous and high-quality surface.
JOURNAL OF MATERIALS RESEARCH AND TECHNOLOGY-JMR&T
(2022)
Article
Engineering, Industrial
Adam Clare, Alex Gullane, Christopher Hyde, James W. Murray, Simon Sankare, Wessel W. Wits
Summary: This study demonstrates a method for varying layer thickness within single components to locally manipulate material and structural properties. This creates a new design freedom for laser powder bed fusion technology, allowing for customizable geometries and functional grading.
CIRP ANNALS-MANUFACTURING TECHNOLOGY
(2021)
Article
Materials Science, Multidisciplinary
Johanna-Maria Frenck, Malte Vollmer, Thomas Niendorf
Summary: This study investigates the corrosion behavior of a Fe-Mn-Al-Ni-Cr shape memory alloy in a 5.0 wt% NaCl solution and its functional properties. The addition of chromium improves corrosion resistance, but the alloy still exhibits unstable passive behavior in the single crystalline condition.
MATERIALS AND CORROSION-WERKSTOFFE UND KORROSION
(2023)
Article
Materials Science, Multidisciplinary
Guney Guven Yapici, Seyed Vahid Sajadifar, Ali Hosseinzadeh, Thomas Wegener, Cesar Sobrero, Anna Engelhardt, Thomas Niendorf
Summary: In this study, the cyclic mechanical behavior of AZ31 magnesium alloy after multipass friction stir processing (FSP) is investigated up to the very high-cycle fatigue (VHCF) regime. The grain refinement and texture evolution after processing are evaluated to enhance the understanding of the fatigue response. The friction stir processed AZ31 shows increased ultimate tensile strength and ductility, but its fatigue performance deteriorates due to low yield strength and texture evolution after processing.
ADVANCED ENGINEERING MATERIALS
(2023)
Article
Peripheral Vascular Disease
Aikaterini Kourpa, Angela Schulz, Eva Mangelsen, Debora Kaiser-Graf, Nils Koppers, Monika Stoll, Michael Rothe, Michael Bader, Bettina Purfuerst, Severine Kunz, Thomas Gladytz, Thoralf Niendorf, Sebastian Bachmann, Kerim Mutig, Juliane Bolbrinker, Daniela Panakova, Reinhold Kreutz
Summary: This study explored the renoprotective effects of pharmacological blockade of EP2 and EP4 receptors in the development of albuminuria. The results showed that separate and combined blockade of EP2 and EP4 receptors reduced albuminuria. This finding provides a basis for further research on the therapeutic potential of this treatment option and the possible role of circadian clock genes.
Article
Chemistry, Analytical
Nandita Saha, Jason M. Millward, Carl J. J. Herrmann, Faezeh Rahimi, Haopeng Han, Philipp Lacour, Florian Blaschke, Thoralf Niendorf
Summary: Case reports suggest that magnets in smartphones can cause electromagnetic interference (EMI) for active implantable medical devices (AIMD), potentially leading to device malfunction and compromising patient safety. In our study, we used a high-fidelity 3D magnetic field mapping setup to measure the stray magnetic fields of iPhone 13 Pro, iPhone 12, and MagSafe charger. Our findings indicate that the stray fields from the magnets, wide-angle camera, and speaker in these smartphones exceed the 1 mT limit defined by ISO 14117:2019. Based on our data, we recommend keeping an iPhone 13 Pro at least 25 mm away from an AIMD to prevent unwanted EMI interactions.
Article
Automation & Control Systems
Marco Sode, Moritz Kahlert, Tizian Arold, Adam Peter Fros, Malte Vollmer, Thomas Niendorf, Martin Fehlbier
Summary: Additive manufacturing (AM) has the potential to influence heat transfer in high-pressure die casting (HPDC) and reduce the cycle time of the process. This study investigates the impact of metallic static mixers on fluid dynamics and heat transfer in HPDC using experimental and computational fluid dynamics (CFD) simulation. The results show that metallic static mixers can enhance heat transfer and improve the efficiency of the HPDC process.
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY
(2023)
Article
Engineering, Mechanical
Julia Richter, Christof Johannes Jaime Torrent, Marcel Krochmal, Thomas Wegener, Malte Vollmer, Thomas Niendorf
Summary: Gas-atomized (GA) and water-atomized (WA) commercially pure iron (cp-Fe) powders were processed using laser-based powder bed fusion, resulting in slightly higher porosity for the WA condition. Fatigue tests, which are negatively affected by porosity, also showed good properties for the WA condition. The microstructure stability significantly differed between the GA and WA specimens and can be explained based on chemical composition. The GA specimens exhibited yield phenomenon and softening under cyclic loading, while the WA specimens maintained microstructure stability in cyclic tests.
INTERNATIONAL JOURNAL OF FATIGUE
(2023)
Article
Engineering, Mechanical
T. Wegener, M. Krochmal, T. R. Moeller, M. T. Le, A. Czap, F. Marianek, H. Fakesch, T. Niendorf
Summary: This study investigates the microstructure and mechanical properties, specifically the low-cycle fatigue behavior, of a novel high-strength mold steel. The results indicate that a more energy- and cost-intensive high-temperature annealing treatment can be avoided without significant loss of mechanical performance.
INTERNATIONAL JOURNAL OF FATIGUE
(2023)
Article
Nanoscience & Nanotechnology
R. Lehnert, M. Mueller, M. Vollmer, P. Krooss, G. Korpala, U. Prahl, M. Wendler, O. Volkova, T. Niendorf, H. Biermann, A. Weidner
Summary: The superelasticity of iron-based shape memory alloys is affected by microstructural features and elementary processes like dislocation formation and interaction, leading to functional degradation. In situ characterization techniques such as digital image correlation and infrared thermography, along with ex situ high resolution electron backscatter diffraction and electron contrast channeling imaging, were used to study the functional stability of Fe-Mn-Al-Ni alloys under loading. The early stabilization of martensite during repeated loading was attributed to the interaction of different martensite variants and the formation of dislocations.
MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING
(2023)
Article
Materials Science, Multidisciplinary
Christoph Ostwald, Manuel Opfer, Cyril Popov, Thomas Niendorf
Summary: The hot forming process in the automotive industry produces high-strength structural components. However, these materials are susceptible to hydrogen embrittlement. The heat treatment during the process introduces diffusible hydrogen into boron-manganese steels with aluminum-silicon coating. This study investigated the influence of process gases and furnace dwell times on hydrogen uptake, revealing that nitrogen and carbon dioxide gases resulted in higher hydrogen absorption compared to synthetic air and oxygen.
JOURNAL OF MATERIALS RESEARCH AND TECHNOLOGY-JMR&T
(2023)
Article
Oncology
Nandita Saha, Andre Kuehne, Jason M. Millward, Thomas Wilhelm Eigentler, Ludger Starke, Sonia Waiczies, Thoralf Niendorf
Summary: This study designed circular and elliptical thermal magnetic resonance (ThermalMR) RF applicator arrays that combine loop antennas and self-grounded bow-tie (SGBT) dipole antennas for targeted radiofrequency (RF) induced heating and diagnostic magnetic resonance imaging (MRI) transmission. These hybrid designs showed superior MRI performance and targeted RF heating inside the tumor, while preserving healthy tissue. The results provide technical support for diagnostic and therapeutic interventions in brain tumors.
Article
Materials Science, Multidisciplinary
Jan Johannsen, Christian Lauhoff, Melanie Stenzel, Christoph Schnitter, Thomas Niendorf, Markus Weinmann
Summary: This study reports the synthesis of spherical titanium/niobium/tantalum (TNT) alloy powders by electrode induction melting gas atomization and investigates their microstructure and mechanical properties. It is found that the powders have a dendrite-type microstructure with Nb/Ta-rich dendritic and Ti-rich inter-dendritic phases. Processing by laser beam powder bed fusion (PBF-LB/M) changes the microstructures, resulting in homogeneous element distribution in the additively manufactured parts. Tensile testing reveals that all TNT alloys exhibit ductile fracture behavior with varying ultimate tensile strength (UTS) values and elongation at fracture.
MATERIALS & DESIGN
(2023)
Article
Materials Science, Multidisciplinary
M. Vollmer, A. Bauer, T. Niendorf
Summary: The study introduces a new approach that combines different shape memory alloy phenomena to enable new applications. By changing transformation temperatures through the formation of nano-sized precipitates, the shape memory effect can be used in combination with superelasticity. Unlike conventional component design that aims at one specific phenomenon, this approach involves the formation of precipitates during activation of the shape memory effect.
Article
Materials Science, Multidisciplinary
Johanna-Maria Frenck, Janna Link, Malte Vollmer, Thomas Niendorf
Summary: The electrochemical corrosion properties of Fe-Mn-Al-Ni in different electrolytic solutions were investigated by measuring the open circuit potential and conducting potentiodynamic polarization measurements. The results showed that exposure to a high pH (=13.3) solution resulted in passive behavior. However, the addition of Cl- ions to the solution changed the corrosion behavior from passivating to non-passivating. Optical microscopy images revealed selective corrosion of the beta-Mn-phase or the gamma'-phase, regardless of the electrolytic solution.
Article
Nanoscience & Nanotechnology
Aravindh Nammalvar Raja Rajan, Marcel Krochmal, Mahdieh Shahmardani, Thomas Wegener, Alexander Hartmaier, Thomas Niendorf, Ghazal Moeini
Summary: The AM process continues to attract attention in industrial and academic research due to its high degrees of design freedom and flexibility in the production process. However, the use of AM-processed components for parts under cyclic loading is limited by significant variance in cyclic behavior and the effects of AM-associated defects. This study examines and predicts the low-cycle fatigue behavior of AlSi10Mg parts produced by laser-based powder bed fusion in both the as-built and direct-aged condition using experiments and microstructure-sensitive models. The applied modeling framework accurately predicts the LCF behavior of AlSi10Mg under various strain amplitudes and ratios for both conditions.
MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING
(2023)
Article
Engineering, Civil
Zhen-Yu Chen, Xiang-Lin Gu, Malte Vollmer, Thomas Niendorf, Elyas Ghafoori, Qian-Qian Yu
Summary: This paper investigates the mechanical properties and recovery stress behavior of an iron-based shape memory alloy (Fe-SMA), focusing on the effects of fatigue and thermal loading. The recovery stress change of activated Fe-SMAs subjected to fatigue at different temperatures was monitored, and the retrievability of the lost recovery stress was studied. Coefficients of thermal expansion (CTEs) were also calculated for samples with different activation histories. The results show that the maximum reduction in recovery stress after two million cyclic loads was around 20% at room temperature and -20°C, but only 10% at 60°C. However, the lost recovery stress due to fatigue could be effectively retrieved by a reactivation regardless of the temperature scenarios.
THIN-WALLED STRUCTURES
(2023)
Article
Engineering, Mechanical
Miloslav Kepka, Miloslav Kepka Jr, Radovan Minich
Summary: This paper focuses on the fatigue life evaluation of the bodywork of a new articulated electric (battery) bus. The findings resulted in recommendations to improve the operational reliability of a particular vehicle and provided challenges for future research.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
T. Dusautoir, B. Berthel, S. Fouvry, P. Matzen, K-D. Meck
Summary: This study investigates the impact of post-processing treatments on the fatigue limit of additive manufactured Ti-6Al-4V under stress gradients, with a focus on surface integrity.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Zhuofan Xia, Di Wu, Xiaochen Zhang, Jianqiu Wang, En -Hou Han
Summary: The study reveals the surface-initiated rolling contact fatigue (RCF) failure mechanism under heavy load and initial high roughness surface. The results indicate that precursor of collapsed morphology and nanocrystalline layer are the main factors causing lower RCF life with high roughness compared to low roughness surfaces. The spalling failure initiating from low roughness surface under heavy load is strongly dependent on surface plastic deformation.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Daniel Gren, Knut Andreas Meyer
Summary: Rolling contact loading can cause plastic deformation and fatigue cracks. Current rail standards do not consider the effect of plasticity on mechanical behavior. This study proposes a new method for evaluating the fatigue life of deformed material and finds that superimposed compressive axial loads can increase fatigue life.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
R. Kumar, S. Sanyal, J. Bhagyaraj, E. Hari Krishna, S. Mukherjee, K. Prasad, S. Mandal
Summary: This study investigates the thermomechanical fatigue (TMF) behavior of Timetal 834 alloy under different loading conditions. The results show that the alloy exhibits different cyclic hardening and softening responses at different strain amplitudes. The strain amplitude and phase angle have significant effects on the TMF life.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Kai Donnerbauer, Tobias Bill, Peter Starke, Ruth Acosta, Bharath Yerrapa, Christian Boller, Klaus Heckmann, Frank Walther
Summary: Given the aging of nuclear power plants, it is important to develop methods for evaluating the integrity of components and structures in nuclear engineering. Suitable nondestructive testing methods can detect material degradation and determine its fatigue life. This study utilized various NDT parameters and scanning electron microscopic methods to explore the relationship between microstructure evolution and NDT data.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Liuyong He, Jiang Zheng, Tianjiao Li, Houkun Zhou, Lihong Xia, Bin Jiang
Summary: This study quantitatively analyzed the effects of precipitates on the deformation mode, cracking mode, and mechanical behavior of WE54 magnesium alloy during low-cycle fatigue. It was found that precipitates promoted the activation of dislocation slip and suppressed the activation of twinning, affecting the cracking mode and mechanical behavior.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Xiangkang Zeng, Conghui Zhang, Wenguang Zhu, Mingliang Zhu, Tongguang Zhai, Xiaomei He, Kangkai Song, Zhuohang Xie
Summary: The cyclic deformation behaviors and damage mechanisms of pure Zr were investigated. The cyclic stress response was mainly influenced by substructure evolutions. Prismatic < a > dislocation slip was identified as the dominant deformation mechanism. Fatigue damage was not only influenced by the initial texture, but also other factors.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Jingyu Yang, Bingbing Li, Yiming Zheng, Gang Chen, Xu Chen
Summary: Heat treatment is used to improve the low-cycle fatigue performance of additive manufactured 316LN stainless steel. The heat-treated material demonstrates initially cyclic hardening followed by softening behavior, and shows a stronger resistance to crack propagation compared to the as-built material, resulting in a longer fatigue life.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Lang Zou, Dongfang Zeng, Xiong Chen, Jun Li, Hai Zhao, Liantao Lu
Summary: This study investigates the competitive relationship between fretting fatigue and plain fatigue in press-fitted railway axles. By changing the depth of the stress relief groove, the plain fatigue limit and fretting fatigue strength were tested. Detailed information was gathered, and an evaluation methodology integrating finite element simulation and the Modified Wohler Curve Method was established. The study concludes that the optimal groove depth, which balances the anti-fatigue capabilities, depends on the number of test cycles.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Davide Leonetti, Koji Kinoshita, Yukina Takai, Alain Nussbaumer
Summary: This paper investigates the fatigue behavior of non-load-carrying transverse welded steel attachments, including fatigue crack monitoring and fracture surface analysis under constant and variable amplitude loading. A procedure is proposed to obtain a Markov transition matrix based on the measured strain signal and to randomly resample the stress history for variable amplitude fatigue tests.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Zhe Zhang, Bing Yang, Yuedong Wang, Shoune Xiao
Summary: This paper presents a method for designing fatigue life prediction models with small sample sizes by handling limited sample data. The method integrates the equivalent structural stress method with the maximum likelihood estimation method and adds reliability verification, resulting in enhanced goodness of fit, stability, and optimized sample quantity.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Cooper K. Hansen, Gary F. Whelan, Jacob D. Hochhalter
Summary: This paper presents a method to address the computational demand issue of computing FIPs using CPFEM by developing an interpretable machine learning model. Genetic programming is used to evolve interpretable expressions of FIPs from microstructure features, and these models can serve as efficient substitutes for CPFEM and be easily integrated into engineering workflows.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Luca Susmel
Summary: This paper discusses the problem of estimating notch fatigue limits using machine learning. The results show that machine learning is a promising approach for designing notched components against fatigue. The accuracy in estimating the fatigue limit can be increased by increasing the size and quality of the calibration dataset, as well as including additional input features.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)
Article
Engineering, Mechanical
Kefeng Gao, Guoqi Tan, Yanyan Liu, Qiang Wang, Qian Tang, Xuegang Wang, Qiqiang Duan, Zengqian Liu, Zhe Yi, Zhefeng Zhang
Summary: Bioinspired architectures have significant effects on material enhancement. This study investigates the fatigue properties of bioinspired ceramic-polymer composites and natural nacre, revealing the close relationship between architectural types, orientations, fatigue performance, and damage mechanisms.
INTERNATIONAL JOURNAL OF FATIGUE
(2024)