Experimental Mechanics最新文献

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An In-Situ Investigation of the Strain Partitioning and Failure Across the Layers in a Multi-Layered Steel 多层钢中跨层应变分化和破坏的现场研究
IF 2 3区 工程技术
Experimental Mechanics Pub Date : 2024-03-22 DOI: 10.1007/s11340-024-01042-4
M. Singh, K. N. Jonnalagadda
{"title":"An In-Situ Investigation of the Strain Partitioning and Failure Across the Layers in a Multi-Layered Steel","authors":"M. Singh,&nbsp;K. N. Jonnalagadda","doi":"10.1007/s11340-024-01042-4","DOIUrl":"10.1007/s11340-024-01042-4","url":null,"abstract":"<div><h3>Background</h3><p>Layered composites consisting of dissimilar materials have shown tremendous improvements in balancing strength with ductility. The details of strain partitioning across the layers, resulting in high ductility even in the brittle layer, are not well understood.</p><h3>Objective</h3><p>This study aims to quantify strain partitioning and understand the failure of rolled sheets of alternating austenite and martensite layers through <i>in situ</i> tensile experiments.</p><h3>Methods</h3><p>A novel high density speckle pattern with the sample surface as background is generated to resolve strain within and across the interface at the microscale. Simultaneous imaging of both the layered and top surfaces was performed to correlate strain and understand the localization leading to failure. Microstructural analysis and numerical simulations were performed to further understand the role of phase transformation and predict the stress–strain response, respectively.</p><h3>Results</h3><p>Both axial and transverse strain field heterogeneity was observed across the layers, with pronounced strain partitioning in the transverse direction and steep gradients near the interfaces. The restriction to the growth of micro-deformation sites in the thin austenitic layers led to a long neck region with local strain as high as 40% compared to the global fracture strain of 20%. During plastic deformation, the austenitic layers underwent phase transformation in the region of high Schmid factor, and the martensitic layers experienced texture evolution.</p><h3>Conclusions</h3><p>Small deformation bands within each layer grew and formed macroscopic shear bands leading to fracture. Finally, experimental results were compared with finite element simulations and the rule of mixtures, demonstrating a satisfactory agreement between the different approaches.</p></div>","PeriodicalId":552,"journal":{"name":"Experimental Mechanics","volume":"64 5","pages":"703 - 727"},"PeriodicalIF":2.0,"publicationDate":"2024-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140200421","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Data-Driven Accelerated Parameter Identification for Chaboche-Type Visco-Plastic Material Models to Describe the Relaxation Behavior of Copper Alloys 用于描述铜合金松弛行为的夏波奇型粘弹性材料模型的数据驱动型加速参数识别技术
IF 2 3区 工程技术
Experimental Mechanics Pub Date : 2024-03-21 DOI: 10.1007/s11340-024-01057-x
L. Morand, E. Norouzi, M. Weber, A. Butz, D. Helm
{"title":"Data-Driven Accelerated Parameter Identification for Chaboche-Type Visco-Plastic Material Models to Describe the Relaxation Behavior of Copper Alloys","authors":"L. Morand,&nbsp;E. Norouzi,&nbsp;M. Weber,&nbsp;A. Butz,&nbsp;D. Helm","doi":"10.1007/s11340-024-01057-x","DOIUrl":"10.1007/s11340-024-01057-x","url":null,"abstract":"<div><h3>Background</h3><p>Calibrating material models to experimental measurements is crucial for realistic computational analysis of components. For complex material models, however, optimization-based identification procedures can become time-consuming, particularly if the optimization problem is ill-posed.</p><h3>Objective</h3><p>The objective of this paper is to assess the feasibility of using machine learning to identify the parameters of a Chaboche-type material model that describes copper alloys. Specifically, we apply and analyze this identification approach using short-term uniaxial relaxation tests on a C19010 copper alloy.</p><h3>Methods</h3><p>A genetic algorithm forms the basis for identifying the parameters of the Chaboche-type material model. The approach is accelerated by replacing the numerical simulation of the experimental setup by a neural network surrogate. The neural networks-based approach is compared against a classic approach using both, synthetic and experimental data.</p><h3>Results</h3><p>The results show that on the one hand, a sufficiently accurate identification of the material model parameters can be achieved by a classic but time-consuming genetic algorithm. On the other hand, it is shown that machine learning enables a much more time-efficient identification procedure, however, suffering from the ill-posedness of the identification problem.</p><h3>Conclusion</h3><p>Compared to classic parameter identification approaches, machine learning techniques can significantly accelerate the identification procedure for parameters of Chaboche-type material models with acceptable loss of accuracy.</p></div>","PeriodicalId":552,"journal":{"name":"Experimental Mechanics","volume":"64 5","pages":"691 - 702"},"PeriodicalIF":2.0,"publicationDate":"2024-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11340-024-01057-x.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140200410","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of Additional Strut Elements in 3D Re-Entrant Auxetic Unit Cells on the Damage and Energy Absorption Properties 三维再入式助熔单元中的附加支撑元件对损伤和能量吸收特性的影响
IF 2 3区 工程技术
Experimental Mechanics Pub Date : 2024-03-20 DOI: 10.1007/s11340-024-01055-z
A. C. Kaya, A. Korucu, M. Boğoçlu
{"title":"Influence of Additional Strut Elements in 3D Re-Entrant Auxetic Unit Cells on the Damage and Energy Absorption Properties","authors":"A. C. Kaya,&nbsp;A. Korucu,&nbsp;M. Boğoçlu","doi":"10.1007/s11340-024-01055-z","DOIUrl":"10.1007/s11340-024-01055-z","url":null,"abstract":"<div><h3>Background</h3><p>Geometric parameter optimization, novel design, and mechanism modeling of auxetic materials have been widely studied. However, manipulating the topology of the 3d printed auxetic unit cells and its influence on the damage have yet to be explored.</p><h3>Objective</h3><p>This study aims to characterize the energy absorption properties and damage mechanisms of the modified auxetic unit cells.</p><h3>Methods</h3><p>In the current study, bending-dominated re-entrant auxetic unit cells (Cell0), torsion-dominated auxetic unit cells with cross elements (CellX), buckling-dominated auxetic unit cells with vertical elements (CellB), and bending-dominated auxetic unit cells with panels (CellW) have been fabricated by FDM (Fused deposition modeling). Uniaxial compression testing of the PLA (Polylactic acid) unit cells has been carried out, and a camera has observed their deformation behavior. SR- µCT (Synchrotron radiation microtomography) and an SEM (Secondary electron microscope) accomplished further damage analysis of the struts.</p><h3>Results</h3><p>Adding additional struts hinders the lateral shrinking of the re-entrant auxetics, and re-entrant auxetic unit cells with cross elements have shown higher energy absorption capacity and efficiency than others. The struts’ damage has been governed by building direction, printed material, and strut dimensions. Intra-layer and interlayer fracture of the layers and rupture in the circumferential direction of the PLA struts have been observed in the SR- µCT slices.</p><h3>Conclusions</h3><p>By additional struts, it is possible to fabricate complex auxetic structures with enhanced energy absorption properties, but their inherent characteristics dominate the damage of the struts in the auxetic unit cells.</p><h3>Graphical Abstract</h3>\u0000<div><figure><div><div><picture><source><img></source></picture></div></div></figure></div></div>","PeriodicalId":552,"journal":{"name":"Experimental Mechanics","volume":"64 5","pages":"639 - 653"},"PeriodicalIF":2.0,"publicationDate":"2024-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11340-024-01055-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140200131","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Damage Detection and Quantification via Multiview DIC at Varying Scales 通过不同尺度的多视角 DIC 进行损伤检测和定量
IF 2 3区 工程技术
Experimental Mechanics Pub Date : 2024-03-20 DOI: 10.1007/s11340-024-01038-0
I. Hamadouche, D. M. Seyedi, F. Hild
{"title":"Damage Detection and Quantification via Multiview DIC at Varying Scales","authors":"I. Hamadouche,&nbsp;D. M. Seyedi,&nbsp;F. Hild","doi":"10.1007/s11340-024-01038-0","DOIUrl":"10.1007/s11340-024-01038-0","url":null,"abstract":"<div><h3>Background</h3><p>To minimize measurement uncertainties and create seamless procedures between tests and simulations for the characterization and prediction of damage in large scale structures, a system capable of monitoring the quantities of interest at different scales throughout the test is required.</p><h3>Objective</h3><p>The aim of this work is to develop a multiview DIC framework at varying scales in which kinematic fields are expressed on a <i>unique</i> mesh.</p><h3>Methods</h3><p>A three-point flexural test was performed on a concrete beam and the images acquired by three different cameras were used to perform DIC calculations.</p><h3>Results</h3><p>Displacement and strain fields were measured using mono and multiview implementations; their associated uncertainties were assessed. Damage initiation and growth within the sample was quantified based on the standard displacement uncertainty.</p><h3>Conclusion</h3><p>The reported results show that the proposed method reduced the associated displacement uncertainties. The onset and propagation of damage was successfully quantified.</p></div>","PeriodicalId":552,"journal":{"name":"Experimental Mechanics","volume":"64 5","pages":"675 - 689"},"PeriodicalIF":2.0,"publicationDate":"2024-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140200132","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An Exploration of Grain-Averaged Stress Measurement Using Partial Unloads with In situ Microscopic Image Correlation 利用部分卸载和原位显微图像相关性测量晶粒平均应力的探索
IF 2 3区 工程技术
Experimental Mechanics Pub Date : 2024-03-20 DOI: 10.1007/s11340-024-01050-4
O. Türkoğlu, C.C. Aydıner
{"title":"An Exploration of Grain-Averaged Stress Measurement Using Partial Unloads with In situ Microscopic Image Correlation","authors":"O. Türkoğlu,&nbsp;C.C. Aydıner","doi":"10.1007/s11340-024-01050-4","DOIUrl":"10.1007/s11340-024-01050-4","url":null,"abstract":"<div><h3>Background</h3><p>In polycrystal mechanics, determination of stress is associated with diffraction methods that measure (the inherently-related) elastic strain. Microscopic digital image correlation (DIC), while commanding much higher intragranular resolution, measures total strain, and its local accuracy is typically insufficient to evaluate elastic strain magnitudes.</p><h3>Objective</h3><p><i>In situ</i> DIC measurements over a partial unload of the polycrystal, where strains are virtually elastic, are explored for grain-averaged elastic strains and then, through a posed formalism, the stresses at the point of unload. Grain averaging is functionally employed to improve the DIC accuracy. The large objective is to emulate <i>in situ</i> complementary diffraction.</p><h3>Methods</h3><p>Nickel with high elastic anisotropy is chosen. The utilized highly-automated instrument offers maximal resolution for DIC with optical microscopy over a gross grain field. Orientations are predetermined for the same grain layer via electron backscatter diffraction. High-accuracy grain masks are produced to isolate the strain fields of individual grains.</p><h3>Results</h3><p>Very promising results are shown over a number of grains with sensible apparent compliance and stress values as well as linear unload behavior. Grains with sane results are largely predicted by a posed objectivity test that relies on DIC repeated with multiple reference loads.</p><h3>Conclusion</h3><p>Though it will require extremely careful implementations of microscopic DIC with high <i>intragranular</i> resolution, the premise of measuring <i>intergranular</i> stress fields via partial unloads seems to be viable and worthy of further exploration and verification. This capability that is superposed over strain measurement offers a more stringent validation of high-fidelity crystal plasticity models.</p></div>","PeriodicalId":552,"journal":{"name":"Experimental Mechanics","volume":"64 5","pages":"655 - 674"},"PeriodicalIF":2.0,"publicationDate":"2024-03-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11340-024-01050-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140200128","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Sensitivity Study Using Synthetic 3D Image Datasets to Investigate the Effect of Noise Artefacts on Digital Volume Correlation 使用合成三维图像数据集调查噪声伪影对数字容积相关性影响的敏感性研究
IF 2 3区 工程技术
Experimental Mechanics Pub Date : 2024-03-13 DOI: 10.1007/s11340-024-01046-0
C. Paraskevoulakos, S. Ghosh, T. Andriollo, A. Michel
{"title":"Sensitivity Study Using Synthetic 3D Image Datasets to Investigate the Effect of Noise Artefacts on Digital Volume Correlation","authors":"C. Paraskevoulakos,&nbsp;S. Ghosh,&nbsp;T. Andriollo,&nbsp;A. Michel","doi":"10.1007/s11340-024-01046-0","DOIUrl":"10.1007/s11340-024-01046-0","url":null,"abstract":"<div><h3>Background</h3><p>The potential effect of image noise artefacts on Digital Volume Correlation (DVC) analysis has not been thoroughly studied and, more particularly quantified, even though DVC is an emerging technique widely used in life and material science over the last decade.</p><h3>Objective</h3><p>This paper presents the results of a sensitivity study to shed light on the effect of various noise artefacts on the full-field kinematic fields generated by DVC, both in zero and rigid body motion.</p><h3>Methods</h3><p>Various noise artefacts were studied, including the Gaussian, Salt &amp; Pepper, Speckle noise and embedded Ring Artefacts. A noise-free synthetic microstructure was generated using Discrete Element Modelling (DEM), representing an idealistic case, and acting as the reference dataset for the DVC analysis. Noise artefacts of various intensities (including selected extreme cases) were added to the reference image datasets using MATLAB (R2022) to form the outline of the parametric study. DVC analyses were subsequently conducted employing AVIZO (Thermo Fisher). A subset-based local approach was adopted. A three-dimensional version of the Structural Similarity Index Measure (SSIM) was used to define the similarity between the compared image datasets on each occasion. Sub-pixel rigid body motion was applied on the DEM-generated microstructure and subsequently “poisoned” with noise artefacts to evaluate mean bias and random error of the DVC analysis.</p><h3>Results</h3><p>When the local approach is implemented, the sensitivity study on zero motion data revealed the insignificant effect of the Gaussian, Salt &amp; Pepper, and Speckle noise on the DVC-computed kinematic field. Therefore, the presence of such noise artefacts can be neglected when DVC is executed. On the contrary, Ring Artefacts can pose a considerable challenge and therefore, DVC results need to be evaluated cautiously. A linear relationship between SSIM and the correlation index is observed for the same noise artefacts. Gaussian noise has a pronounced effect on the mean bias error for sub-pixel rigid body motion.</p><h3>Conclusions</h3><p>Generating synthetic image datasets using DEM enabled the investigation of a variety of noise artefacts that potentially affect a DVC analysis. Given that, any microstructure – resembling the material studied – can be simulated and used for a DVC sensitivity analysis, supporting the user in appropriately evaluating the computed kinematic field. Even though the study is conducted for a two-phase material, the method elaborated in this paper also applies to heterogeneous multi-phase materials also. The conclusions drawn are valid within the environment of the AVIZO DVC extension module. Alternative DVC algorithms, utilising different approaches for the cross-correlation and the sub-pixel interpolation methods, need to be investigated.</p></div>","PeriodicalId":552,"journal":{"name":"Experimental Mechanics","volume":"64 5","pages":"595 - 624"},"PeriodicalIF":2.0,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s11340-024-01046-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140128213","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical Modelling of an Aneurysm Mechanical Characterisation Device: Validation Procedure Based on FEA-DIC Comparisons 动脉瘤机械表征装置的数值建模:基于 FEA-DIC 比较的验证程序
IF 2 3区 工程技术
Experimental Mechanics Pub Date : 2024-03-13 DOI: 10.1007/s11340-024-01049-x
J. Raviol, G. Plet, H. Magoariec, C. Pailler-Mattei
{"title":"Numerical Modelling of an Aneurysm Mechanical Characterisation Device: Validation Procedure Based on FEA-DIC Comparisons","authors":"J. Raviol,&nbsp;G. Plet,&nbsp;H. Magoariec,&nbsp;C. Pailler-Mattei","doi":"10.1007/s11340-024-01049-x","DOIUrl":"10.1007/s11340-024-01049-x","url":null,"abstract":"<div><h3>Background</h3><p>Intracranial aneurysm is a pathology related to the biomechanical deterioration of the arterial wall. As yet, there is no method capable of predicting rupture risk based on quantitative, <i>in vivo</i> mechanical data. This study is part of a large-scale project aimed at providing clinicians with a non-invasive, patient-specific decision support tool, based on the <i>in vivo</i> mechanical characterisation of the aneurysm wall. To this end, an original arterial wall deformation device was developed and tested on polymeric phantom arteries. Concurrently, a computational model coupled with the experimental study was developed to improve understanding of the interaction between the arterial wall deformation device and the aneurysm wall.</p><h3>Objective</h3><p>An original procedure was implemented to validate the numerical model against experimental results.</p><h3>Methods</h3><p>The deformation induced by the device on the polymeric phantom arteries is quantified by Digital Image Correlation. The Fluid-Structure Interaction between the device and the arterial wall was modelled numerically with the Finite Element method. The validation procedure encompasses the extraction and the interpolation of the numerical results. The computed strains were compared with the data measured experimentally.</p><h3>Results</h3><p>The numerical results interpolated on the experimental reference image were associated with several deformation device locations. These configurations induced strains and displacements ranges that included the experimental results, which validates the proposed model.</p><h3>Conclusions</h3><p>The reliability of the procedure was validated with various study cases and artery materials. The procedure could be extended to experimental studies involving more complex phantom arteries in terms of shape and wall heterogeneity.</p></div>","PeriodicalId":552,"journal":{"name":"Experimental Mechanics","volume":"64 5","pages":"625 - 638"},"PeriodicalIF":2.0,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140128288","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Residual Stress Measurements in Tensile Armours of Flexible Pipes by the Contour and X-Ray Diffraction Methods 用等高线法和 X 射线衍射法测量柔性管拉伸铠装中的残余应力
IF 2 3区 工程技术
Experimental Mechanics Pub Date : 2024-03-12 DOI: 10.1007/s11340-024-01045-1
I.L. Diehl, C.A. Theis Soares Diehl, T.R. Schifelbain de Lima, T.G. Rosauro Clarke, M. Torres Piza Paes
{"title":"Residual Stress Measurements in Tensile Armours of Flexible Pipes by the Contour and X-Ray Diffraction Methods","authors":"I.L. Diehl,&nbsp;C.A. Theis Soares Diehl,&nbsp;T.R. Schifelbain de Lima,&nbsp;T.G. Rosauro Clarke,&nbsp;M. Torres Piza Paes","doi":"10.1007/s11340-024-01045-1","DOIUrl":"10.1007/s11340-024-01045-1","url":null,"abstract":"<div><h3>Background</h3><p>Excessive levels of residual stresses (RS) in metallic components of flexible pipes can lead to failure by fatigue or stress-corrosion cracking (SCC) mechanisms. Accurate measurements of residual stresses are essential in order to support comprehensive integrity assessments of these structures.</p><h3>Objective</h3><p>This paper aims at proposing a methodology for in-field evaluation of the residual stresses in the tensile armour of flexible pipes. This methodology is evaluated by comparing results from the contour method (CM), a portable (PXRD) and a benchtop (BXRD) X-ray diffractometer.</p><h3>Methods</h3><p>A set of samples with a controlled RS state was used to evaluate PXRD depth-profiles by comparison with BXRD measurements. CM was used to investigate stress values elsewhere in the cross-section of the samples. PXRD was then used to measure the total stress on a full-scale flexible riser.</p><h3>Results</h3><p>Strong texture was seen in XRD measurements due to the preferential orientation in the samples, but a method to overcome this is proposed. RS measurements with PXRD were in close agreement with BXRD values in all samples. Total stress profiles obtained by PXRD on a tensile armour of flexible pipe are given. CM did not provide reliable results in the near-surface region of shot-peened samples, but reasonable agreement was found with BXRD after manual adjustment of a smoothing parameter when depths from 0.3 mm to 1.5 mm were analyzed.</p><h3>Conclusion</h3><p>A methodology has been established for non-destructive in-loco profiling of the total stress state in tensile armours of flexible pipes with PXRD; in a real application scenario it could provide valuable information that could help to understand damage initiation mechanisms.</p></div>","PeriodicalId":552,"journal":{"name":"Experimental Mechanics","volume":"64 4","pages":"565 - 574"},"PeriodicalIF":2.0,"publicationDate":"2024-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140128553","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Improving Deep Learning-Based Digital Image Correlation with Domain Decomposition Method 用领域分解法改进基于深度学习的数字图像相关性
IF 2 3区 工程技术
Experimental Mechanics Pub Date : 2024-03-12 DOI: 10.1007/s11340-024-01040-6
Y. Chi, Y. Liu, B. Pan
{"title":"Improving Deep Learning-Based Digital Image Correlation with Domain Decomposition Method","authors":"Y. Chi,&nbsp;Y. Liu,&nbsp;B. Pan","doi":"10.1007/s11340-024-01040-6","DOIUrl":"10.1007/s11340-024-01040-6","url":null,"abstract":"<div><h3>Background</h3><p>Deep learning-based digital image correlation (DL-based DIC) has gained increasing attention in the last two years. However, existing DL-based DIC algorithms are impractical because their application scenarios are mostly limited to small deformations.</p><h3>Objective</h3><p>To enable the use of DL-based DIC in real-world general experimental mechanics scenarios that would involve large deformations and rotations, we propose to improve DL-based DIC with the domain decomposition method (DDM).</p><h3>Methods</h3><p>In the improved method, the region of interest is divided into subimages, and subimages are pre-aligned using the preregistered control points to effectively eliminate the large deformation components. The residual deformations in each subimage are small and limited, which can be well extracted using existing DL-based DIC methods.</p><h3>Results</h3><p>Through synthesized and real-world experiments, the improved DL-based DIC method can achieve high-accuracy pixelwise matching in practical applications with strong robustness and high computational efficiency.</p><h3>Conclusions</h3><p>The improved DL-based DIC combines the advantages of traditional and DL-based DIC methods but overcomes the limitations, greatly improving the robustness and applicability of existing DL-based methods.</p></div>","PeriodicalId":552,"journal":{"name":"Experimental Mechanics","volume":"64 4","pages":"575 - 586"},"PeriodicalIF":2.0,"publicationDate":"2024-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140128005","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Digital Image Correlation at Extreme Temperatures Using Shortwave Ultraviolet (UV-C) Lights and Filters 使用短波紫外线 (UV-C) 灯和滤光片进行极端温度下的数字图像相关性分析
IF 2 3区 工程技术
Experimental Mechanics Pub Date : 2024-03-08 DOI: 10.1007/s11340-024-01044-2
P. Dewanjee, M. A. Lea, L. J. Rowley, M. W. Estrada, R. K. Singh, S. Sarker, R. B. Berke
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