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Differences in Glenohumeral Joint Contact Forces Between Recovery Hand Patterns During Wheelchair Propulsion With and Without Shoulder Muscle Weakness: A Simulation Study. 有肩部肌肉无力和无肩部肌肉无力时,轮椅推进过程中恢复手型与盂肱关节接触力的差异:模拟研究。
IF 1.7 4区 医学 Q3 Engineering Pub Date : 2024-04-01 DOI: 10.1115/1.4064590
Shelby L Walford, Jeffery W Rankin, Sara J Mulroy, Richard R Neptune

The majority of manual wheelchair users (MWCU) develop shoulder pain or injuries, which is often caused by impingement. Because propulsion mechanics are influenced by the recovery hand pattern used, the pattern may affect shoulder loading and susceptibility to injury. Shoulder muscle weakness is also correlated with shoulder pain, but how shoulder loading changes with specific muscle group weakness is unknown. Musculoskeletal modeling and simulation were used to compare glenohumeral joint contact forces (GJCFs) across hand patterns and determine how GJCFs vary when primary shoulder muscle groups are weakened. Experimental data were analyzed to classify individuals into four hand pattern groups. A representative musculoskeletal model was then developed for each group and simulations generated to portray baseline strength and six muscle weakness conditions. Three-dimensional GJCF peaks and impulses were compared across hand patterns and muscle weakness conditions. The semicircular pattern consistently had lower shear (anterior-posterior and superior-inferior) GJCFs compared to other patterns. The double-loop pattern had the highest superior GJCFs, while the single-loop pattern had the highest anterior and posterior GJCFs. These results suggest that using the semicircular pattern may be less susceptible to shoulder injuries such as subacromial impingement. Weakening the internal rotators and external rotators resulted in the greatest increases in shear GJCFs and decreases in compressive GJCF, likely due to decreased force from rotator cuff muscles. These findings suggest that strengthening specific muscle groups, especially the rotator cuff, is critical for decreasing the risk of shoulder overuse injuries.

大多数手动轮椅使用者都会出现肩部疼痛或受伤,这通常是由撞击引起的。由于推进力学受到所使用的恢复手型的影响,因此手型可能会影响肩部负荷和易受伤性。肩部肌肉无力也与肩部疼痛有关,但肩部负荷如何随特定肌群无力而变化尚不清楚。我们利用肌肉骨骼建模和模拟来比较不同手型的盂肱关节接触力(GJCFs),并确定肩部主要肌群减弱时 GJCFs 的变化情况。通过分析实验数据,将个体分为四个手型组。然后为每个组别开发了一个具有代表性的肌肉骨骼模型,并生成了模拟,以描述基线力量和六种肌肉无力情况。比较了不同手型和肌无力情况下的三维 GJCF 峰值和脉冲。与其他模式相比,半圆形模式的剪切力(前-后和上-下)GJCF 一直较低。双环模式的上部 GJCF 最高,而单环模式的前后 GJCF 最高。这些结果表明,使用半圆形模式可能不易造成肩峰下撞击等肩部损伤。削弱内旋肌和外旋肌会导致剪切性 GJCFs 的最大增加和压缩性 GJCFs 的最大减少,这可能是由于来自肩袖肌肉的力量减少所致。这些研究结果表明,加强特定肌肉群(尤其是肩袖)的力量对于降低肩部过度劳损的风险至关重要。
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引用次数: 0
Enhancing Inhalation Drug Delivery: A Comparative Study and Design Optimization of a Novel Valved Holding Chamber. 加强吸入给药:新型阀式容纳腔的比较研究与优化设计
IF 1.7 4区 医学 Q3 Engineering Pub Date : 2024-04-01 DOI: 10.1115/1.4064436
Shahab Azimi, Siamak Arzanpour

This paper presents an innovative approach to the design optimization of valved holding chambers (VHCs), crucial devices for aerosol drug delivery. We present the design of an optimal cylindrical VHC body and introduce a novel valve based on particle impaction theory. The research combines computational simulations and physical experiments to assess the performance of various VHCs, with a special focus on the deposition patterns of medication particles within these devices. The methodology incorporates both experimental and simulation approaches to validate the reliability of the simulation. Emphasis is placed on the deposition patterns observed on the VHC walls and the classification of fine and large particles for salbutamol sulfate particles. The study reveals the superior efficacy of our valve design in separating particles compared to commercially available VHCs. In standard conditions, our valve design allows over 95% of particles under 7 μm to pass through while effectively filtering those larger than 8 μm. The optimized body design accomplishes a 60% particle mass flow fraction at the outlet and an average particle size reduction of 58.5%. When compared numerically in terms of size reduction, the optimal design outperforms the two commercially available VHCs selected. This study provides valuable insights into the optimization of VHC design, offering significant potential for improved aerosol drug delivery. Our findings demonstrate a new path forward for future studies, aiming to further optimize the design and performance of VHCs for enhanced pulmonary drug delivery.

气溶胶给药的关键设备--阀式容纳腔(VHC)的优化设计是一种创新方法。我们介绍了最佳圆柱形 VHC 本体的设计,并引入了基于粒子撞击理论的新型阀门。研究结合了计算模拟和物理实验,以评估各种 VHC 的性能,并特别关注药物颗粒在这些装置中的沉积模式。该方法结合了实验和模拟方法,以验证模拟的可靠性。重点是在 VHC 壁上观察到的沉积模式,以及硫酸沙丁胺醇颗粒的细颗粒和大颗粒分类。研究结果表明,与市场上销售的 VHC 相比,我们的阀门设计在分离微粒方面具有卓越的功效。在标准条件下,我们的阀门设计允许 95% 以上 7 µm 以下的微粒通过,同时有效过滤 8 µm 以上的微粒。优化的阀体设计使出口处的颗粒质量流量分数达到 60%,平均颗粒尺寸减小 58.5%。通过对粒度减少量进行数值比较,优化设计优于所选的两种市售 VHC。这项研究为优化 VHC 设计提供了宝贵的见解,为改进气溶胶给药提供了巨大的潜力。我们的研究结果为今后的研究指明了一条新的道路,旨在进一步优化 VHC 的设计和性能,以增强肺部药物输送。
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引用次数: 0
A Systems Approach to Biomechanics, Mechanobiology, and Biotransport. 生物力学、机械生物学和生物传输的系统方法。
IF 1.7 4区 医学 Q3 Engineering Pub Date : 2024-04-01 DOI: 10.1115/1.4064547
Shayn M Peirce-Cottler, Edward A Sander, Matthew B Fisher, Alix C Deymier, John F LaDisa, Grace O'Connell, David T Corr, Bumsoo Han, Anita Singh, Sara E Wilson, Victor K Lai, Alisa Morss Clyne

The human body represents a collection of interacting systems that range in scale from nanometers to meters. Investigations from a systems perspective focus on how the parts work together to enact changes across spatial scales, and further our understanding of how systems function and fail. Here, we highlight systems approaches presented at the 2022 Summer Biomechanics, Bio-engineering, and Biotransport Conference in the areas of solid mechanics; fluid mechanics; tissue and cellular engineering; biotransport; and design, dynamics, and rehabilitation; and biomechanics education. Systems approaches are yielding new insights into human biology by leveraging state-of-the-art tools, which could ultimately lead to more informed design of therapies and medical devices for preventing and treating disease as well as rehabilitating patients using strategies that are uniquely optimized for each patient. Educational approaches can also be designed to foster a foundation of systems-level thinking.

人体是一系列相互作用的系统的集合,其规模从纳米到米不等。从系统角度进行的研究侧重于各部分如何协同工作,以实现跨空间尺度的变化,并进一步加深我们对系统如何运作和失效的理解。在此,我们重点介绍 2022 年夏季生物力学、生物工程和生物传输大会上展示的系统方法,涉及领域包括固体力学、流体力学、组织和细胞工程、生物传输、设计、动力学和康复以及生物力学教育。通过利用最先进的工具,系统方法对人类生物学产生了新的认识,最终可以设计出更明智的疗法和医疗设备,用于预防和治疗疾病,并采用针对每位患者进行独特优化的策略使患者康复。还可以设计教育方法来培养系统级思维的基础。
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引用次数: 0
Modeling Running via Optimal Control for Shoe Design. 通过优化控制建立跑步模型,用于鞋类设计
IF 1.7 4区 医学 Q3 Engineering Pub Date : 2024-04-01 DOI: 10.1115/1.4064405
Sarah C Fay, A E Hosoi

Shoe manufacturing technology is advancing faster than new shoe designs can viably be evaluated in human subject trials. To aid in the design process, this paper presents a model for estimating how new shoe properties will affect runner performance. This model assumes runners choose their gaits to optimize an intrinsic, unknown objective function. To learn this objective function, a simple two-dimensional mechanical model of runners was used to predict their gaits under different objectives, and the resulting gaits were compared to data from real running trials. The most realistic model gaits, i.e., the ones that best matched the data, were obtained when the model runners minimized the impulse they experience from the ground as well as the mechanical work done by their leg muscles. Using this objective function, the gait and thus performance of running under different shoe conditions can be predicted. The simple model is sufficiently sensitive to predict the difference in performance of shoes with disruptive designs but cannot distinguish between existing shoes whose properties are fairly similar. This model therefore is a viable tool for coarse-grain exploration of the design space and identifying promising behaviors of truly novel shoe materials and designs.

制鞋技术的发展速度远远快于对新鞋设计进行人体试验评估的速度。为了帮助设计过程,本文提出了一个模型,用于估计新鞋的性能将如何影响跑步者的表现。该模型假定跑步者选择步态是为了优化一个未知的内在目标函数。为了学习这个目标函数,我们使用了一个简单的跑步者二维机械模型来预测他们在不同目标下的步态,并将得出的步态与实际跑步试验的数据进行比较。当模型中的跑步者最大限度地减少来自地面的冲力以及腿部肌肉所做的机械功时,就能获得最真实的模型步态,即与数据最匹配的步态。利用这一目标函数,可以预测不同鞋子条件下的步态和跑步表现。这个简单的模型具有足够的灵敏度,可以预测具有破坏性设计的鞋子在性能上的差异,但无法区分特性相当相似的现有鞋子。因此,该模型是粗粒度探索设计空间和识别真正新型鞋子材料和设计的可行工具。
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引用次数: 0
Flow Rate and Wall Shear Stress Characterization of a Biomimetic Aerosol Exposure System. 仿生气溶胶曝露系统的流速和壁面剪切应力特征。
IF 1.7 4区 医学 Q4 BIOPHYSICS Pub Date : 2024-04-01 DOI: 10.1115/1.4064549
S Emma Sarles, Edward C Hensel, Janessa Terry, Caleb Nuss, Risa J Robinson

Current in vitro emissions and exposure systems lack biomimicry, use unrealistic flow conditions, produce unrealistic dose, and provide inaccurate biomechanical cues to cell cultures, limiting ability to correlate in vitro outcomes with in vivo health effects. A biomimetic in vitro system capable of puffing aerosol and clean air inhalation may empower researchers to investigate complex questions related to lung injury and disease. A biomimetic aerosol exposure system (BAES), including an electronic cigarette adapter, oral cavity module (OCM), and bifurcated exposure chamber (BEC) was designed and manufactured. The fraction of aerosol deposited in transit to a filter pad or lost as volatiles was 0.116±0.021 in a traditional emissions setup versus 0.098 ± 0.015 with the adapter. The observed flowrate was within 5% of programed flowrate for puffing (25 mL/s), puff-associated respiration (450 mL/s), and tidal inhalation (350 mL/s). The maximum flowrate observed in the fabricated BAES was 450 mL/s, exceeding the lower target nominal wall shear stress of 0.025 Pa upstream of the bifurcation and fell below the target of 0.02 Pa downstream. This in vitro system addresses several gaps observed in commercially available systems and may be used to study many inhaled aerosols. The current work illustrates how in silico models may be used to correlate results of an in vitro study to in vivo conditions, rather than attempting to design an in vitro system that performs exactly as the human respiratory tract.

目前的体外排放和暴露系统缺乏生物仿真性,使用不切实际的流动条件,产生不切实际的剂量,并为细胞培养提供不准确的生物力学线索,从而限制了将体外结果与体内健康影响相关联的能力。一个能够膨化气溶胶和吸入洁净空气的生物模拟体外系统可使研究人员有能力研究与肺损伤和疾病有关的复杂问题。我们设计并制造了一个生物模拟气溶胶暴露系统,包括电子香烟适配器、口腔模块和分叉暴露室。在传统的排放装置中,气溶胶沉积在过滤垫上或以挥发物形式流失的比例为 0.116 ± 0.021,而使用适配器时为 0.098 ± 0.015。观察到的流速在下列情况下均在设定流速的 5%以内:吹气(25 毫升/秒)、与吹气相关的呼吸(450 毫升/秒)和潮气吸入(350 毫升/秒)。在制造的 BAES 中观察到的最大流速为 450 毫升/秒,在分叉口上游超过了 0.025 帕的较低目标额定壁剪应力,而在下游则低于 0.02 帕的目标值。该体外系统弥补了市售系统的一些不足,可用于研究多种吸入气溶胶。目前的研究工作说明了如何利用硅学模型将体外研究结果与体内条件相关联,而不是试图设计一个与人体呼吸道表现完全一样的体外系统。
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引用次数: 0
Quantifying the Influence of X-Ray Irradiation on Cell-Size-Scale Viscoelasticity of Collagen Type 1. 量化 X 射线辐照对细胞尺寸尺度的 1 型胶原蛋白粘弹性的影响
IF 1.7 4区 医学 Q3 Engineering Pub Date : 2024-04-01 DOI: 10.1115/1.4064404
Väinö Mikael Mäntylä, Arttu Juhani Lehtonen, Vesa Korhonen, Linda Srbova, Juho Pokki

X-rays are widely used in mammography and radiotherapy of breast cancer. The research has focused on the effects of X-rays on cells in breast tissues, instead of the tissues' nonliving material, extracellular matrix. It is unclear what the influence of X-ray irradiation is on the matrix's mechanical cues, known to regulate malignant cancer-cell behaviors. Here, we developed a technique based on magnetic microrheology that can quantify the influence of X-ray irradiation on matrix viscoelasticity--or (solid-like) elastic and (liquid-like) viscous characteristics--at cell-size scales. To model breast-tissue extracellular matrix, we used the primary component of the tissue matrix, collagen type 1, as it is for control, and as irradiated by X-rays (tube voltage 50 kV). We used a magnetic microrheometer to measure collagen matrices using 10-μm-diameter magnetic probes. In each matrix, the probes were nanomanipulated using controlled magnetic forces by the microrheometer while the probes' displacements were detected to measure the viscoelasticity. The collagen-matrix data involve with a typical spatial variation in viscoelasticity. We find that higher irradiation doses (320 Gy) locally reduce stiffness (soften) collagen matrices and increase their loss tangent, indicating an elevated liquid-like nature. For lower, clinically relevant irradiation doses (54 Gy), we find insignificant matrix-viscoelasticity changes. We provide this irradiation-related technique for detection, and modification, of matrix viscoelastic cues at cell-size scales. The technique enables enhanced characterization of irradiated tissue constituents in a variety of breast-cancer radiotherapy types.

X 射线被广泛用于乳房 X 射线照相术和乳腺癌的放射治疗。研究的重点是 X 射线对乳腺组织细胞的影响,而不是对组织的非生命物质--细胞外基质的影响。目前还不清楚 X 射线辐照对基质机械线索的影响,而已知机械线索可调节恶性癌细胞的行为。在这里,我们开发了一种基于磁微流变学的技术,可以量化 X 射线辐照对基质粘弹性或(类固态)弹性和(类液态)粘性特征的影响。为了建立乳腺组织细胞外基质模型,我们使用了组织基质的主要成分--1 型胶原蛋白。我们使用直径为 10 微米的磁性探针来测量胶原蛋白基质。在每个基质中,利用微回辐射计控制的磁力对探针进行纳米操纵,同时检测探针的位移,以测量粘弹性。胶原蛋白基质的数据与粘弹性的典型空间变化有关。我们发现,较高的辐照剂量(320 Gy)会使胶原蛋白基质局部软化,并增加其损失正切,这表明胶原蛋白基质具有较高的液态性质。而对于较低的临床相关辐照剂量(55 Gy),我们发现基质的粘弹性变化并不明显。我们提供了这种与辐照相关的技术,用于检测和改变细胞大小尺度的基质粘弹性线索。该技术可加强对各种乳腺癌放疗类型中辐照组织成分的表征。
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引用次数: 0
A Novel Gait Event Detection Algorithm Using a Thigh-Worn Inertial Measurement Unit and Joint Angle Information. 利用大腿佩戴式惯性测量单元和关节角度信息的新型步态事件检测算法
IF 1.7 4区 医学 Q3 Engineering Pub Date : 2024-04-01 DOI: 10.1115/1.4064435
Jacob A Strick, Ryan J Farris, Jerzy T Sawicki

This paper describes the development and evaluation of a novel, threshold-based gait event detection algorithm utilizing only one thigh inertial measurement unit (IMU) and unilateral, sagittal plane hip and knee joint angles. The algorithm was designed to detect heel strike (HS) and toe off (TO) gait events, with the eventual goal of detection in a real-time exoskeletal control system. The data used in the development and evaluation of the algorithm were obtained from two gait databases, each containing synchronized IMU and ground reaction force (GRF) data. All database subjects were healthy individuals walking in either a level-ground, urban environment or a treadmill lab environment. Inertial measurements used were three-dimensional thigh accelerations and three-dimensional thigh angular velocities. Parameters for the TO algorithm were identified on a per-subject basis. The GRF data were utilized to validate the algorithm's timing accuracy and quantify the fidelity of the algorithm, measured by the F1-Score. Across all participants, the algorithm reported a mean timing error of -41±20 ms with an F1-Score of 0.988 for HS. For TO, the algorithm reported a mean timing error of -1.4±21 ms with an F1-Score of 0.991. The results of this evaluation suggest that this algorithm is a promising solution to inertial based gait event detection; however, further refinement and real-time evaluation are required for use in exoskeletal control.

本文介绍了一种基于阈值的新型步态事件检测算法的开发和评估,该算法仅利用一个大腿惯性测量单元(IMU)和单侧矢状面髋关节和膝关节角度。该算法旨在检测脚跟着地(HS)和脚趾离开(TO)步态事件,最终目标是在实时外骨骼控制系统中进行检测。用于开发和评估该算法的数据来自两个步态数据库,每个数据库都包含同步 IMU 和地面反作用力 (GRF) 数据。所有数据库对象都是在平地、城市环境或跑步机实验室环境中行走的健康人。惯性测量使用的是三维大腿加速度和三维大腿角速度。TO 算法的参数按每个受试者确定。利用 GRF 数据来验证算法的计时准确性,并通过 F1 分数来量化算法的保真度。在所有参与者中,HS 算法报告的平均计时误差为 -41 ± 20 毫秒,F1 分数为 0.988。对于 TO,该算法报告的平均计时误差为-1.4 ± 21 毫秒,F1 分数为 0.991。评估结果表明,该算法是基于惯性的步态事件检测的一个很有前途的解决方案;但是,要在外骨骼控制中使用,还需要进一步的改进和实时评估。
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引用次数: 0
Variable Pivot Gait Based a Novel Dynamics Correction Method for Human Lower Limbs Model. 基于可变支点步态的新型人体下肢模型动态校正方法
IF 1.7 4区 医学 Q3 Engineering Pub Date : 2024-04-01 DOI: 10.1115/1.4064548
Cunjin Ai, Jun Wei, Jianjun Zhang, Jingke Song, Weilin Lv, Chenglei Liu

The rationality of gait analysis directly affects the dynamics of human lower limbs in the sagittal plane, and recent studies on gait stage redivision lack the stage when both feet are not in complete contact with the ground. This paper proposes a novel variable pivot gait, which includes the stage when the heel of one foot and the toe of the other are in contact with the ground and a dynamics correction method based on this gait. First, the relative motion data between the foot and the ground are measured by motion capture experiments, and then a variable pivot gait is proposed in terms of the pivot transformation between the foot and the ground. Second, the dynamics modeling is conducted based on the principle of mechanisms of human lower limbs in each stage of the variable pivot gait. Third, a dynamics correction method is proposed to correct the foot dynamics when the foot is not in complete contact with the ground. The experiment and simulation show that the variable pivot gait is consistent with the actual motion of the foot relative to the ground. The effectiveness of the dynamics correction method is proved by comparing dynamics results (hip, knee, and ankle moments) with previous studies. The variable pivot gait and the dynamics correction method can be applied to the human lower limbs and lower-limb robots, providing a new avenue.

步态的合理性直接影响到人体下肢在矢状面上的动力学分析。本文提出了一种可变支点步态,包括一只脚的脚跟和另一只脚的脚趾与地面接触的阶段,并通过探索脚与地面之间的支点变换原理,提出了一种基于这种步态的新型动力学修正方法。首先,通过运动捕捉实验测量脚与地面之间的相对运动数据,然后根据脚与地面之间的枢轴变换提出一种可变枢轴步态。其次,根据人体下肢在变支点步态各阶段的机制原理进行动力学建模。第三,提出了一种新颖的动力学修正方法,以纠正变支点步态中脚与地面不完全接触时计算出的踝关节力矩与人体实际值不匹配的问题。最后,验证了变支点步态的合理性和新型动力学修正方法的有效性。可变支点步态和新型动力学校正方法可应用于人类下肢和下肢机器人,为此类研究提供了新的途径。
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引用次数: 0
simMACT, a Software Demonstrator to Improve Maximum Actuation Joint Torques Simulation for Ergonomics Assessment. simMACT,用于改进人体工程学评估最大启动关节扭矩模拟的软件演示器。
IF 1.7 4区 医学 Q3 Engineering Pub Date : 2024-04-01 DOI: 10.1115/1.4064661
Jonathan H Savin, Nasser Rezzoug

The maximum actuation joint torques that operators can perform at the workplace are essential parameters for biomechanical risk assessment. However, workstation designers generally only have at their disposal the imprecise and sparse estimates of these quantities provided with digital manikin digital human model (DHM) software. For instance, such tools consider only static postures and ignore important specificities of the human musculoskeletal system such as interjoints couplings. To alleviate the weaknesses of existing approaches implemented in digital human modeling tools relying on torque databases, this paper describes a methodology based on a class of polytopes called zonotopes and musculoskeletal simulation to assess maximum actuation torques. It has two main advantages, the ability to estimate maximum joint torques for any posture and taking into account musculoskeletal specificities unlike existing digital human modeling tools. As a case study, it also compares simulated maximum actuation torques to those recorded during an experiment described in the literature, focusing on an isometric task of the upper limb. This simulation has led to similar or smaller errors than DHM software tools. Hence, this methodology may help in interpreting interjoint couplings, choosing appropriate mathematical models or design experimental protocols. It may also be implemented in DHM software to provide designers with more comprehensive and more reliable data.

操作员在工作场所可以完成的最大关节扭矩是生物力学风险评估的基本参数。然而,工作站设计人员通常只能利用数字人体模型(DHM)软件提供的不精确和稀疏的估计值。例如,这些工具只考虑了静态姿势,而忽略了人体肌肉骨骼系统的重要特性,如关节间的耦合。为了缓解现有数字人体建模工具中依靠扭矩数据库实现的方法的弱点,本文介绍了一种基于称为 "带状多面体"(zonotopes)的多面体和肌肉骨骼模拟来评估最大驱动扭矩的方法。与现有的数字人体建模工具不同,该方法有两大优势,一是能够估算任何姿势的最大关节扭矩,二是考虑到了肌肉骨骼的特殊性。作为一项案例研究,它还将模拟的最大驱动扭矩与文献中描述的实验记录进行了比较,实验重点是上肢的等距任务。模拟结果与 DHM 软件工具的误差相似或更小。因此,这种方法有助于解释关节间的耦合、选择适当的数学模型或设计实验方案。它也可以在 DHM 软件中实施,为设计者提供更全面、更可靠的数据。
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引用次数: 0
A Comparative Study of Machine Learning and Algorithmic Approaches to Automatically Identify the Yield Point in Normal and Aneurysmal Human Aortic Tissues. 自动识别正常和动脉瘤人体主动脉组织屈服点的机器学习和算法方法比较研究》(A Comparative Study of Machine Learning and Algorithm Approaches to Automatically Identify the Yield Point in Normal and Aneurysmal Human Aortic Tissues)。
IF 1.7 4区 医学 Q3 Engineering Pub Date : 2024-04-01 DOI: 10.1115/1.4064365
Timothy K Chung, Joseph Kim, Pete H Gueldner, David A Vorp, M L Raghavan

The stress-strain curve of biological soft tissues helps characterize their mechanical behavior. The yield point on this curve is when a specimen breaches its elastic range due to irreversible microstructural damage. The yield point is easily found using the offset yield method in traditional engineering materials. However, correctly identifying the yield point in soft tissues can be subjective due to its nonlinear material behavior. The typical method for yield point identification is visual inspection, which is investigator-dependent and does not lend itself to automation of the analysis pipeline. An automated algorithm to identify the yield point objectively assesses soft tissues' biomechanical properties. This study aimed to analyze data from uniaxial extension testing on biological soft tissue specimens and create a machine learning (ML) model to determine a tissue sample's yield point. We present a trained machine learning model from 279 uniaxial extension curves from testing aneurysmal/nonaneurysmal and longitudinal/circumferential oriented tissue specimens that multiple experts labeled through an adjudication process. The ML model showed a median error of 5% in its estimated yield stress compared to the expert picks. The study found that an ML model could accurately identify the yield point (as defined) in various aortic tissues. Future studies will be performed to validate this approach by visually inspecting when damage occurs and adjusting the model using the ML-based approach.

生物软组织的应力-应变曲线有助于描述其机械行为。当试样因不可逆转的微结构损伤而突破其弹性范围时,即为曲线上的屈服点。在传统工程材料中,屈服点很容易通过偏移屈服法找到。然而,由于软组织的非线性材料行为,正确识别软组织的屈服点可能很主观。屈服点识别的典型方法是目测,这种方法依赖于研究人员,无法实现分析流水线的自动化。识别屈服点的自动化算法可客观评估软组织的生物力学特性。本研究旨在分析生物软组织样本的单轴拉伸测试数据,并创建一个可通用的机器学习模型来确定组织样本的屈服点。我们展示了一个经过训练的机器学习模型,该模型来自 279 条单轴延伸曲线,这些曲线来自动脉瘤/非动脉瘤和纵向/环向组织标本的测试,多位专家通过裁定程序对这些标本进行了标注。与专家选择相比,ML 模型估计屈服应力的中位误差为 5%。研究发现,ML 模型可以准确识别各种主动脉组织中的屈服点(定义)。未来的研究将通过目测损伤发生时间和使用基于 ML 的通用方法调整模型来验证这种方法。
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引用次数: 0
期刊
Journal of Biomechanical Engineering-Transactions of the Asme
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