International Journal for Numerical Methods in Biomedical Engineering最新文献

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Model order reduction and sensitivity analysis for complex heat transfer simulations inside the human eyeball 针对人眼球内部复杂传热模拟的模型阶数缩减和敏感性分析。
IF 2.2 4区 医学
International Journal for Numerical Methods in Biomedical Engineering Pub Date : 2024-09-09 DOI: 10.1002/cnm.3864
Thomas Saigre, Christophe Prud'homme, Marcela Szopos
{"title":"Model order reduction and sensitivity analysis for complex heat transfer simulations inside the human eyeball","authors":"Thomas Saigre,&nbsp;Christophe Prud'homme,&nbsp;Marcela Szopos","doi":"10.1002/cnm.3864","DOIUrl":"10.1002/cnm.3864","url":null,"abstract":"<p>Heat transfer in the human eyeball, a complex organ, is significantly influenced by various pathophysiological and external parameters. Particularly, heat transfer critically affects fluid behavior within the eye and ocular drug delivery processes. Overcoming the challenges of experimental analysis, this study introduces a comprehensive three-dimensional mathematical and computational model to simulate the heat transfer in a realistic geometry. Our work includes an extensive sensitivity analysis to address uncertainties and delineate the impact of different variables on heat distribution in ocular tissues. To manage the model's complexity, we employed a very fast model reduction technique with certified sharp error bounds, ensuring computational efficiency without compromising accuracy. Our results demonstrate remarkable consistency with experimental observations and align closely with existing numerical findings in the literature. Crucially, our findings underscore the significant role of blood flow and environmental conditions, particularly in the eye's internal tissues. Clinically, this model offers a promising tool for examining the temperature-related effects of various therapeutic interventions on the eye. Such insights are invaluable for optimizing treatment strategies in ophthalmology.</p>","PeriodicalId":50349,"journal":{"name":"International Journal for Numerical Methods in Biomedical Engineering","volume":"40 11","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cnm.3864","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142156547","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Biomechanical design of a new proximal humerus fracture plate using alternative materials 使用替代材料对新型肱骨近端骨折钢板进行生物力学设计。
IF 2.2 4区 医学
International Journal for Numerical Methods in Biomedical Engineering Pub Date : 2024-09-07 DOI: 10.1002/cnm.3868
Sabrina Islam, Mitchell Dembowski, Emil H. Schemitsch, Habiba Bougherara, Z. Shaghayegh Bagheri, Radovan Zdero
{"title":"Biomechanical design of a new proximal humerus fracture plate using alternative materials","authors":"Sabrina Islam,&nbsp;Mitchell Dembowski,&nbsp;Emil H. Schemitsch,&nbsp;Habiba Bougherara,&nbsp;Z. Shaghayegh Bagheri,&nbsp;Radovan Zdero","doi":"10.1002/cnm.3868","DOIUrl":"10.1002/cnm.3868","url":null,"abstract":"<p>Comminuted proximal humerus fractures are often repaired by metal plates, but potentially still experience bone refracture, bone “stress shielding,” screw perforation, delayed healing, and so forth. This “proof of principle” investigation is the initial step towards the design of a new plate using alternative materials to address some of these problems. Finite element modeling was used to create design graphs for bone stress, plate stress, screw stress, and interfragmentary motion via three different fixations (no, 1, or 2 “kickstand” [KS] screws across the fracture) using a wide range of plate elastic moduli (<i>E</i><sub>P</sub> = 5–200 GPa). Well-known design optimization criteria were used that could minimize bone, plate, and screw failure (i.e., peak stress &lt; ultimate tensile strength), reduce bone “stress shielding” (i.e., bone stress under the new plate ≥ bone stress for an intact humerus, titanium plate, and/or steel plate “control”), and encourage callus growth leading to early healing (i.e., 0.2 mm ≤ axial interfragmentary motion ≤ 1 mm; shear/axial interfragmentary motion ratio &lt;1.6). The findings suggest that a potentially optimal configuration involves the new plate being manufactured from a material with an <i>E</i><sub>P</sub> of 5–41.5 GPa with 1 KS screw; but, using no KS screws would cause immediate bone fracture and 2 KS screws would almost certainly lead to delayed healing. A prototype plate might be fabricated using alternative materials suggested for orthopedics and other industries, like fiber-metal laminates, fiber-reinforced polymers, metal foams, pure polymers, shape memory alloys, or 3D-printed porous metals.</p>","PeriodicalId":50349,"journal":{"name":"International Journal for Numerical Methods in Biomedical Engineering","volume":"40 11","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142146752","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Uncertainty quantification of the pressure waveform using a Windkessel model 使用 Windkessel 模型量化压力波形的不确定性。
IF 2.2 4区 医学
International Journal for Numerical Methods in Biomedical Engineering Pub Date : 2024-09-06 DOI: 10.1002/cnm.3867
Joaquín Flores-Gerónimo, Alireza Keramat, Jordi Alastruey, Yuanting Zhang
{"title":"Uncertainty quantification of the pressure waveform using a Windkessel model","authors":"Joaquín Flores-Gerónimo,&nbsp;Alireza Keramat,&nbsp;Jordi Alastruey,&nbsp;Yuanting Zhang","doi":"10.1002/cnm.3867","DOIUrl":"10.1002/cnm.3867","url":null,"abstract":"<p>The Windkessel (WK) model is a simplified mathematical model used to represent the systemic arterial circulation. While the WK model is useful for studying blood flow dynamics, it suffers from inaccuracies or uncertainties that should be considered when using it to make physiological predictions. This paper aims to develop an efficient and easy-to-implement uncertainty quantification method based on a local gradient-based formulation to quantify the uncertainty of the pressure waveform resulting from aleatory uncertainties of the WK parameters and flow waveform. The proposed methodology, tested against Monte Carlo simulations, demonstrates good agreement in estimating blood pressure uncertainties due to uncertain Windkessel parameters, but less agreement considering uncertain blood-flow waveforms. To illustrate our methodology's applicability, we assessed the aortic pressure uncertainty generated by Windkessel parameters-sets from an available in silico database representing healthy adults. The results from the proposed formulation align qualitatively with those in the database and in vivo data. Furthermore, we investigated how changes in the uncertainty of the Windkessel parameters affect the uncertainty of systolic, diastolic, and pulse pressures. We found that peripheral resistance uncertainty produces the most significant change in the systolic and diastolic blood pressure uncertainties. On the other hand, compliance uncertainty considerably modifies the pulse pressure standard deviation. The presented expansion-based method is a tool for efficiently propagating the Windkessel parameters' uncertainty to the pressure waveform. The Windkessel model's clinical use depends on the reliability of the pressure in the presence of input uncertainties, which can be efficiently investigated with the proposed methodology. For instance, in wearable technology that uses sensor data and the Windkessel model to estimate systolic and diastolic blood pressures, it is important to check the confidence level in these calculations to ensure that the pressures accurately reflect the patient's cardiovascular condition.</p>","PeriodicalId":50349,"journal":{"name":"International Journal for Numerical Methods in Biomedical Engineering","volume":"40 12","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11618225/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142141584","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fluid–structure interaction analysis of a healthy aortic valve and its surrounding haemodynamics 健康主动脉瓣及其周围血流动力学的流体-结构相互作用分析。
IF 2.2 4区 医学
International Journal for Numerical Methods in Biomedical Engineering Pub Date : 2024-08-29 DOI: 10.1002/cnm.3865
Zhongjie Yin, Chlöe Armour, Harkamaljot Kandail, Declan P. O'Regan, Toufan Bahrami, Saeed Mirsadraee, Selene Pirola, Xiao Yun Xu
{"title":"Fluid–structure interaction analysis of a healthy aortic valve and its surrounding haemodynamics","authors":"Zhongjie Yin,&nbsp;Chlöe Armour,&nbsp;Harkamaljot Kandail,&nbsp;Declan P. O'Regan,&nbsp;Toufan Bahrami,&nbsp;Saeed Mirsadraee,&nbsp;Selene Pirola,&nbsp;Xiao Yun Xu","doi":"10.1002/cnm.3865","DOIUrl":"10.1002/cnm.3865","url":null,"abstract":"<p>The opening and closing dynamics of the aortic valve (AV) has a strong influence on haemodynamics in the aortic root, and both play a pivotal role in maintaining normal physiological functions of the valve. The aim of this study was to establish a subject-specific fluid–structure interaction (FSI) workflow capable of simulating the motion of a tricuspid healthy valve and the surrounding haemodynamics under physiologically realistic conditions. A subject-specific aortic root was reconstructed from magnetic resonance (MR) images acquired from a healthy volunteer, whilst the valve leaflets were built using a parametric model fitted to the subject-specific aortic root geometry. The material behaviour of the leaflets was described using the isotropic hyperelastic Ogden model, and subject-specific boundary conditions were derived from 4D-flow MR imaging (4D-MRI). Strongly coupled FSI simulations were performed using a finite volume-based boundary conforming method implemented in FlowVision. Our FSI model was able to simulate the opening and closing of the AV throughout the entire cardiac cycle. Comparisons of simulation results with 4D-MRI showed a good agreement in key haemodynamic parameters, with stroke volume differing by 7.5% and the maximum jet velocity differing by less than 1%. Detailed analysis of wall shear stress (WSS) on the leaflets revealed much higher WSS on the ventricular side than the aortic side and different spatial patterns amongst the three leaflets.</p>","PeriodicalId":50349,"journal":{"name":"International Journal for Numerical Methods in Biomedical Engineering","volume":"40 11","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cnm.3865","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142114359","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A semi-automatic method for block-structured hexahedral meshing of aortic dissections 用于主动脉断裂块状结构六面体网格划分的半自动方法。
IF 2.2 4区 医学
International Journal for Numerical Methods in Biomedical Engineering Pub Date : 2024-08-29 DOI: 10.1002/cnm.3860
Domagoj Bošnjak, Antonio Pepe, Richard Schussnig, Jan Egger, Thomas-Peter Fries
{"title":"A semi-automatic method for block-structured hexahedral meshing of aortic dissections","authors":"Domagoj Bošnjak,&nbsp;Antonio Pepe,&nbsp;Richard Schussnig,&nbsp;Jan Egger,&nbsp;Thomas-Peter Fries","doi":"10.1002/cnm.3860","DOIUrl":"10.1002/cnm.3860","url":null,"abstract":"<p>The article presents a semi-automatic approach to generating structured hexahedral meshes of patient-specific aortas ailed by <i>aortic dissection</i>. The condition manifests itself as a formation of two blood flow channels in the aorta, as a result of a tear in the inner layers of the aortic wall. Subsequently, the morphology of the aorta is greatly impacted, making the task of domain discretization highly challenging. The meshing algorithm presented herein is automatic for the individual lumina, whereas the tears require user interaction. Starting from an input (triangle) surface mesh, we construct an <i>implicit surface representation</i> as well as a <i>topological skeleton</i>, which provides a basis for the generation of a <i>block-structure</i>. Thereafter, the mesh generation is performed via <i>transfinite maps</i>. The meshes are structured and fully hexahedral, exhibit good quality and reliably match the original surface. As they are generated with computational fluid dynamics in mind, a fluid flow simulation is performed to verify their usefulness. Moreover, since the approach is based on valid block-structures, the meshes can be made very coarse (around 1000 elements for an entire aortic dissection domain), and thus promote using solvers based on the geometric multigrid method, which is typically reliant on the presence of a hierarchy of coarser meshes.</p>","PeriodicalId":50349,"journal":{"name":"International Journal for Numerical Methods in Biomedical Engineering","volume":"40 11","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cnm.3860","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142114358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A comparison of machine learning methods for recovering noisy and missing 4D flow MRI data 恢复噪声和缺失四维血流 MRI 数据的机器学习方法比较。
IF 2.2 4区 医学
International Journal for Numerical Methods in Biomedical Engineering Pub Date : 2024-08-28 DOI: 10.1002/cnm.3858
Hunor Csala, Omid Amili, Roshan M. D'Souza, Amirhossein Arzani
{"title":"A comparison of machine learning methods for recovering noisy and missing 4D flow MRI data","authors":"Hunor Csala,&nbsp;Omid Amili,&nbsp;Roshan M. D'Souza,&nbsp;Amirhossein Arzani","doi":"10.1002/cnm.3858","DOIUrl":"10.1002/cnm.3858","url":null,"abstract":"<p>Experimental blood flow measurement techniques are invaluable for a better understanding of cardiovascular disease formation, progression, and treatment. One of the emerging methods is time-resolved three-dimensional phase-contrast magnetic resonance imaging (4D flow MRI), which enables noninvasive time-dependent velocity measurements within large vessels. However, several limitations hinder the usability of 4D flow MRI and other experimental methods for quantitative hemodynamics analysis. These mainly include measurement noise, corrupt or missing data, low spatiotemporal resolution, and other artifacts. Traditional filtering is routinely applied for denoising experimental blood flow data without any detailed discussion on why it is preferred over other methods. In this study, filtering is compared to different singular value decomposition (SVD)-based machine learning and autoencoder-type deep learning methods for denoising and filling in missing data (imputation). An artificially corrupted and voxelized computational fluid dynamics (CFD) simulation as well as in vitro 4D flow MRI data are used to test the methods. SVD-based algorithms achieve excellent results for the idealized case but severely struggle when applied to in vitro data. The autoencoders are shown to be versatile and applicable to all investigated cases. For denoising, the in vitro 4D flow MRI data, the denoising autoencoder (DAE), and the Noise2Noise (N2N) autoencoder produced better reconstructions than filtering both qualitatively and quantitatively. Deep learning methods such as N2N can result in noise-free velocity fields even though they did not use clean data during training. This work presents one of the first comprehensive assessments and comparisons of various classical and modern machine-learning methods for enhancing corrupt cardiovascular flow data in diseased arteries for both synthetic and experimental test cases.</p>","PeriodicalId":50349,"journal":{"name":"International Journal for Numerical Methods in Biomedical Engineering","volume":"40 11","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cnm.3858","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142082453","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Personalized optimization strategy for electrode array layout in TTFields of glioblastoma 胶质母细胞瘤 TTFields 中电极阵列布局的个性化优化策略
IF 2.2 4区 医学
International Journal for Numerical Methods in Biomedical Engineering Pub Date : 2024-08-18 DOI: 10.1002/cnm.3859
Liang Wang, Chunxiao Chen, Yueyue Xiao, Rongfang Gong, Jun Shen, Ming Lu
{"title":"Personalized optimization strategy for electrode array layout in TTFields of glioblastoma","authors":"Liang Wang,&nbsp;Chunxiao Chen,&nbsp;Yueyue Xiao,&nbsp;Rongfang Gong,&nbsp;Jun Shen,&nbsp;Ming Lu","doi":"10.1002/cnm.3859","DOIUrl":"10.1002/cnm.3859","url":null,"abstract":"<p>Tumor treating fields (TTFields) is a novel therapeutic approach for the treatment of glioblastoma. The electric field intensity is a critical factor in the therapeutic efficacy of TTFields, as stronger electric field can more effectively impede the proliferation and survival of tumor cells. In this study, we aimed to improve the therapeutic effectiveness of TTFields by optimizing the position of electrode arrays, resulting in an increased electric field intensity at the tumor. Three representative head models of real glioblastoma patients were used as the research subjects in this study. The improved subtraction-average-based optimization (ISABO) algorithm based on circle chaos mapping, opposition-based learning and golden sine strategy, was employed to optimize the positions of the four sets of electrode arrays on the scalp. The electrode positions are dynamically adjusted through iterative search to maximize the electric field intensity at the tumor. The experimental results indicate that, in comparison to the conventional layout, the positions of the electrode arrays obtained by the ISABO algorithm can achieve average electric field intensity of 1.7887, 2.0058, and 1.3497 V/cm at the tumor of three glioblastoma patients, which are 23.6%, 29.4%, and 8.5% higher than the conventional layout, respectively. This study demonstrates that optimizing the location of the TTFields electrode array using the ISABO algorithm can effectively enhance the electric field intensity and treatment coverage in the tumor area, offering a more effective approach for personalized TTFields treatment.</p>","PeriodicalId":50349,"journal":{"name":"International Journal for Numerical Methods in Biomedical Engineering","volume":"40 10","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142001204","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Solid-state laser (266 nm) as an alternative to ArF excimer laser (193 nm) for corneal reshaping: Comparative numerical study of the thermal effect 用固体激光(266 nm)替代 ArF 准分子激光(193 nm)进行角膜塑形:热效应比较数值研究。
IF 2.2 4区 医学
International Journal for Numerical Methods in Biomedical Engineering Pub Date : 2024-08-18 DOI: 10.1002/cnm.3861
Ibrahim Abdelhalim, Aziza Ahmed Hassan, Salwa Abdelkawi, Salah Hassab Elnaby, Sahar Rahbar, Omnia Hamdy
{"title":"Solid-state laser (266 nm) as an alternative to ArF excimer laser (193 nm) for corneal reshaping: Comparative numerical study of the thermal effect","authors":"Ibrahim Abdelhalim,&nbsp;Aziza Ahmed Hassan,&nbsp;Salwa Abdelkawi,&nbsp;Salah Hassab Elnaby,&nbsp;Sahar Rahbar,&nbsp;Omnia Hamdy","doi":"10.1002/cnm.3861","DOIUrl":"10.1002/cnm.3861","url":null,"abstract":"<p>Laser corneal reshaping is a safe and effective technique utilized to treat common vision disorders. An advanced laser delivery system equipped with a pulsed UV laser with specific parameters is used to ablate parts of the cornea surface to correct the existing refractive error. The argon fluoride (ArF) excimer pulsed gas laser at 193 nm is the most employed type in the commercial devices for such treatments. This laser is generated using a mixture of Argon, Fluorine, and a significant amount of Neon gases. However, due to the ongoing Russian-Ukraine war, the availability of Neon gas is currently very limited, as this region is considered the primary supplier of pure Neon gas. Consequently we suggest replacing the common ArF laser source in the commercial devices with a solid-state (forth harmonic neodymium-doped yttrium aluminum garnet laser at 266 nm). This replacement uses the same operation parameters, optics, and scanning algorithm. Parameters from five commercial devices (Zeiss MEL 90, Technolas TENEO 317, Alcon Wave Light EX 500, Schwind Amaris 750 s, OptoSystems MICROSCAN VISUM) were compared with those of the i-ablation device, a research device that uses a 266 nm laser source. Our goal is to reduce production costs through a simple modification that has a significant impact. Consequently, the present study aims to find an alternative laser source for the current ArF laser without exchanging the complete system's design. This recommendation is based on a numerical simulation study. The thermal effect on a human cornea model was numerically evaluated using finite-element solutions of Pennes' bioheat equation on the COMSOL platform by applying two laser wavelengths. The results demonstrated that changing the laser source significantly impacts the thermal effect, even with the same laser settings. All studied devices showed a reduction in the thermal effect to below 40°C, compared with nearly 100°C under ordinary conditions.</p>","PeriodicalId":50349,"journal":{"name":"International Journal for Numerical Methods in Biomedical Engineering","volume":"40 10","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142001183","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Reduced order modelling of intracranial aneurysm flow using proper orthogonal decomposition and neural networks 利用适当的正交分解和神经网络建立颅内动脉瘤血流的低阶模型。
IF 2.2 4区 医学
International Journal for Numerical Methods in Biomedical Engineering Pub Date : 2024-08-18 DOI: 10.1002/cnm.3848
Michael MacRaild, Ali Sarrami-Foroushani, Toni Lassila, Alejandro F. Frangi
{"title":"Reduced order modelling of intracranial aneurysm flow using proper orthogonal decomposition and neural networks","authors":"Michael MacRaild,&nbsp;Ali Sarrami-Foroushani,&nbsp;Toni Lassila,&nbsp;Alejandro F. Frangi","doi":"10.1002/cnm.3848","DOIUrl":"10.1002/cnm.3848","url":null,"abstract":"<p>Reduced order modelling (ROMs) methods, such as proper orthogonal decomposition (POD), systematically reduce the dimensionality of high-fidelity computational models and potentially achieve large gains in execution speed. Machine learning (ML) using neural networks has been used to overcome limitations of traditional ROM techniques when applied to nonlinear problems, which has led to the recent development of reduced order models augmented by machine learning (ML-ROMs). However, the performance of ML-ROMs is yet to be widely evaluated in realistic applications and questions remain regarding the optimal design of ML-ROMs. In this study, we investigate the application of a non-intrusive parametric ML-ROM to a nonlinear, time-dependent fluid dynamics problem in a complex 3D geometry. We construct the ML-ROM using POD for dimensionality reduction and neural networks for interpolation of the ROM coefficients. We compare three different network designs in terms of approximation accuracy and performance. We test our ML-ROM on a flow problem in intracranial aneurysms, where flow variability effects are important when evaluating rupture risk and simulating treatment outcomes. The best-performing network design in our comparison used a two-stage POD reduction, a technique rarely used in previous studies. The best-performing ROM achieved mean test accuracies of 98.6% and 97.6% in the parent vessel and the aneurysm, respectively, while providing speed-up factors of the order <span></span><math>\u0000 <mrow>\u0000 <msup>\u0000 <mn>10</mn>\u0000 <mn>5</mn>\u0000 </msup>\u0000 </mrow></math>.</p>","PeriodicalId":50349,"journal":{"name":"International Journal for Numerical Methods in Biomedical Engineering","volume":"40 10","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/cnm.3848","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142001182","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Biomechanical behavior of temporomandibular joint movements driven by mastication muscles 咀嚼肌驱动的颞下颌关节运动的生物力学行为。
IF 2.2 4区 医学
International Journal for Numerical Methods in Biomedical Engineering Pub Date : 2024-08-14 DOI: 10.1002/cnm.3862
Kang-jie Cheng, Qing-qing Zhang, Feng Zhang, Russell Wang, Yun-feng Liu
{"title":"Biomechanical behavior of temporomandibular joint movements driven by mastication muscles","authors":"Kang-jie Cheng,&nbsp;Qing-qing Zhang,&nbsp;Feng Zhang,&nbsp;Russell Wang,&nbsp;Yun-feng Liu","doi":"10.1002/cnm.3862","DOIUrl":"10.1002/cnm.3862","url":null,"abstract":"<p>Surgery of jawbones has a high potential risk of causing complications associated with temporomandibular joint disorder (TMD). The objective of this study was to investigate the effects of two drive modeling methods on the biomechanical behavior of the temporomandibular joint (TMJ) including articular disc during mandibular movements. A finite element (FE) model from a healthy human computed tomography was used to evaluate TMJ dynamic using two methods, namely, a conventional spatial-oriented method (displacement-driven) and a compliant muscle-initiated method (masticatory muscle-driven). The same virtual FE model was 3D printed and a custom designed experimental platform was established to validate the accuracy of experimental and theoretical results of the TMJ biomechanics during mandibular movements. The results show that stress distributed to TMJ and articular disc from mandibular movements provided better representation from the muscle-driving approach than those of the displacement-driven modeling. The simulation and experimental data exhibited significant strong correlations during opening, protrusion, and laterotrusion (with canonical correlation coefficients of 0.994, 0.993, and 0.932, respectively). The use of muscle-driven modeling holds promise for more accurate forecasting of stress analysis of TMJ and articular disc during mandibular movements. The compliant approach to analyze TMJ dynamics would potentially contribute to clinic diagnosis and prediction of TMD resulting from occlusal disease and jawbone surgery such as orthognathic surgery or tumor resection.</p>","PeriodicalId":50349,"journal":{"name":"International Journal for Numerical Methods in Biomedical Engineering","volume":"40 10","pages":""},"PeriodicalIF":2.2,"publicationDate":"2024-08-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141983777","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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