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Towards a reduced order model for EVAR planning and intra-operative navigation 建立用于 EVAR 计划和术中导航的减阶模型
IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-16 DOI: 10.1016/j.medengphy.2024.104229
Monica Emendi , Eirini Kardampiki , Karen-Helene Støverud , Antonio Martinez Pascual , Leonardo Geronzi , Sigrid Kaarstad Dahl , Victorien Prot , Paal Skjetne , Marco Evangelos Biancolini

Introduction

The pre-operative planning and intra-operative navigation of the endovascular aneurysm repair (EVAR) procedure are currently challenged by the aortic deformations that occur due to the insertion of a stiff guidewire. Hence, a fast and accurate predictive tool may help clinicians in the decision-making process and during surgical navigation, potentially reducing the radiations and contrast dose. To this aim, we generated a reduced order model (ROM) trained on parametric finite element simulations of the aortic wall-guidewire interaction.

Method

A Design of Experiments (DOE) consisting of 300 scenarios was created spanning over seven parameters. Radial basis functions were used to achieve a morphological parametrization of the aortic geometry. The ROM was built using 200 scenarios for training and the remaining 100 for validation.

Results

The developed ROM estimated the displacement of aortic nodes with a relative error below 5.5% for all the considered validation cases. From a preliminary analysis, the aortic elasticity, the stiffness of the guidewire and the tortuosity of the cannulated iliac artery proved to be the most influential parameters.

Conclusions

Once built, the ROM provided almost real-time and accurate estimations of the guidewire-induced aortic displacement field, thus potentially being a promising pre- and intra-operative tool for clinicians.

导言血管内动脉瘤修补术(EVAR)的术前规划和术中导航目前面临着因插入坚硬导丝而导致主动脉变形的挑战。因此,快速准确的预测工具可以帮助临床医生在决策过程和手术导航过程中减少辐射和造影剂剂量。为此,我们在主动脉壁与导丝相互作用的参数化有限元模拟基础上建立了一个经过训练的低阶模型(ROM)。使用径向基函数对主动脉几何形状进行形态参数化。结果在所有考虑的验证案例中,所开发的 ROM 估算的主动脉节点位移的相对误差低于 5.5%。从初步分析来看,主动脉的弹性、导丝的硬度和插管髂动脉的迂曲度被证明是影响最大的参数。结论ROM一旦建立,几乎可以实时准确地估计导丝引起的主动脉位移场,因此有可能成为临床医生的术前和术后工具。
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引用次数: 0
Impact of fractured tibia implant fixation devices on bone stiffness during bending test 弯曲试验中胫骨骨折植入固定装置对骨硬度的影响
IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-14 DOI: 10.1016/j.medengphy.2024.104228
Hajer Ketata , Naila Hfaiedh , Michèle Kanhonou , Houssem Badreddine

This study focuses on evaluating the failure resistance of a previously reduced tibia with internal fixation implants as PLate (PL) or InterMedullary Nail (IMN), subjected later to a tibial lateral trauma. To replicate this type of trauma, which can be caused by a road accident, a three-point bending test is considered using experimental tests and numerical simulations.

The withstand evaluation of the tibia-PL and tibia-IMN structures was conducted by following the load transfer through, the bone and the used implants. The analysis, up to tibia failure, required the use of an elasto-plastic behavior law coupled to damage. The model parameters were identified using experimental tests.

Il was shown that the tibia-IMN structure provided a bending resistant load up to three-times higher than the tibia-PL. In fact, the used screws for plate fixation induced a high level of stress in the vicinity of threaded region, leading to a crack initiation and a damage propagation. However, in tibia-IMN structure the highest stress was generated in the trapped zone between the loader and the nail, promoting crack formation.

From a biomechanical point of view, the structure with IMN is safer than the structure with PL, whose fixation induces earlier damage in bone.

这项研究的重点是评估胫骨在受到胫骨外侧创伤后,先前已用 PLate(髓板)或髓内钉(IMN)等内固定植入物缩减的胫骨的抗破坏性。胫骨-PL 和胫骨-IMN 结构的耐力评估是通过跟踪骨和所用植入物的载荷传递来进行的。分析直至胫骨失效,需要使用与损伤耦合的弹塑性行为定律。实验表明,胫骨-IMN 结构的抗弯载荷是胫骨-PL 结构的三倍。事实上,用于钢板固定的螺钉会在螺纹区域附近产生高应力,导致裂纹产生和损伤扩展。然而,在胫骨-IMN 结构中,最高应力产生于加载器和钉子之间的滞留区,从而促进了裂纹的形成。从生物力学的角度来看,使用 IMN 的结构比使用 PL 的结构更安全,因为 PL 的固定方式会更早地引起骨骼损伤。
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引用次数: 0
Reliability and validity of a method to measure trunk rotation angle from images using a camera and posture mirror 利用照相机和姿势镜从图像中测量躯干旋转角度的方法的可靠性和有效性
IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-14 DOI: 10.1016/j.medengphy.2024.104224
Dai Nakaizumi , Takaaki Nishimura , Pleiades Tiharu Inaoka , Hitoshi Asai

This study aimed to measure trunk rotation angle representations from images using a single camera combined with a posture mirror and to examine its reliability and validity. We applied a trunk rotation angle model using a tripod and markers simulating trunk rotation. We compared two methods of trunk rotation angle measurement: the conventional method from the superior aspect using a manual goniometer and a novel measurement method using images from a digital camera and a posture mirror. Measurement error was calculated as the average absolute error between the angle measured by the goniometer and that calculated from the camera and mirror image. The intraclass correlation coefficient (ICC 1, 1) and ICC (2, 1) were calculated as the intra-rater reliability and agreement between the measurement angles of the two methods, respectively. Systematic errors of the angles measured by the two methods were examined by a Bland‒Altman analysis. The mean (SD) of the mean absolute error was 1.17° (0.71°). ICC (1, 1) was 0.978, and ICC (2, 1) was 0.991. The Bland‒Altman analysis showed no systematic errors. The results suggest the validity and accuracy of our novel method to measure the angle of trunk rotation, which does not require high-cost equipment or a special environment.

本研究旨在通过使用单个摄像头结合姿势镜的图像来测量躯干旋转角度表征,并检验其可靠性和有效性。我们使用三脚架和模拟躯干旋转的标记来建立躯干旋转角度模型。我们比较了两种测量躯干旋转角度的方法:一种是使用手动角度计从上侧测量的传统方法,另一种是使用数码相机和姿势镜拍摄的图像进行测量的新方法。测量误差按动态关节角度计测量的角度与相机和镜子图像计算的角度之间的平均绝对误差计算。计算出的类内相关系数(ICC 1,1)和 ICC(2,1)分别表示两种方法测量角度的评分者内部可靠性和一致性。两种方法测量角度的系统误差通过 Bland-Altman 分析进行检验。平均绝对误差的平均值(标度)为 1.17°(0.71°)。ICC(1,1)为 0.978,ICC(2,1)为 0.991。Bland-Altman 分析显示没有系统误差。结果表明,我们这种测量躯干旋转角度的新方法既有效又准确,而且不需要昂贵的设备或特殊的环境。
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引用次数: 0
Long vs short intramedullary nails for reverse pertrochanteric fractures: A biomechanical study 长髓内钉与短髓内钉治疗反向转子前骨折:生物力学研究
IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-13 DOI: 10.1016/j.medengphy.2024.104230
Gilles Udin , Lore Hoffmann , Fabio Becce , Olivier Borens , Alexandre Terrier

There is currently no definitive evidence for the implant of choice for the treatment of reverse pertrochanteric fractures. Here, we aimed to compare the stability provided by two implant options: long and short intramedullary nails.

We performed finite element simulations of different patterns of reverse pertrochanteric fractures with varying bone quality, and compared the short vs long nail stabilization under physiological loads. For each variable combination, the micromotions at the fracture site, bone strain, and implant stress were computed.

Mean micromotions at the fracture surface and absolute and relative fracture surface with micromotions >150 µm were slightly lower with the short nail (8%, 3%, and 3%, respectively). The distal fracture extension negatively affected the stability, with increasing micromotions on the medial side. Bone strain above 1 % was not affected by the nail length. Fatigue stresses were similar for both implants, and no volume was found above the yield and ultimate stress in the tested conditions.

This simulation study shows no benefit of long nails for the investigated patterns of reverse pertrochanteric fractures, with similar micromotions at the fracture site, bone strain, and implant stress.

对于治疗反向转子前骨折的首选植入物,目前还没有确切的证据。我们对不同骨质的反向转子前骨折进行了有限元模拟,并比较了长短髓内钉在生理负荷下的稳定性。对于每种变量组合,我们都计算了骨折部位的微动、骨应变和植入应力。骨折表面的平均微动以及绝对和相对骨折表面的微动>150 µm,短钉略低(分别为8%、3%和3%)。骨折远端延伸对稳定性有负面影响,内侧的微动增加。超过 1% 的骨应变不受钉子长度的影响。这项模拟研究表明,对于所研究的反向转子前骨折模式,长钉没有任何益处,骨折部位的微动、骨应变和植入应力都相似。
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引用次数: 0
Kinetic analysis and stability evaluation of femoral neck fracture with internal fixation based on gait rehabilitation training 基于步态康复训练的股骨颈骨折内固定运动学分析和稳定性评估
IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-05 DOI: 10.1016/j.medengphy.2024.104222
Haowei Zhang , Jianhang Lv , Xinsheng Xu , Jiong Mei , Ying Liu

To explore the biomechanical effects of different internal fixation methods on femoral neck fractures under various postoperative conditions, mechanical analyses were conducted, including static and dynamic assessments. Ultimately, a mechanical stability evaluation system was established to determine the weights of each mechanical index and the evaluation scores for each sample. In static analysis, it was found that the mechanical stability of each model met the fixation requirements post-fracture. During the healing process, the maximum stress on the hollow nail slightly increased, and stress distribution shifted from multi-point to a more uniform single-point distribution, which contributes to fracture healing and reduces the risk of stress concentration. In dynamic analysis, resonance points frequently occurred at low frequencies. With increasing walking speed, the maximum stress increased significantly. At slow speeds, the maximum stress approached the material's yield limit. Under cyclic dynamic loading, the number of cycles barely met the requirements of the healing period, and increasing walking speed may lead to fatigue fractures. The evaluation model established in this study comprehensively considers different mechanical performances in static and dynamic analyses. Based on various mechanical analyses and evaluation systems, the applicability of internal fixation treatment plans can be assessed from multiple dimensions, providing the optimal simulated mechanical solution for each case of femoral neck fracture treatment.

为了探索不同内固定方法在不同术后条件下对股骨颈骨折的生物力学影响,我们进行了力学分析,包括静态和动态评估。最终,建立了机械稳定性评价体系,确定了各机械指标的权重和各样本的评价得分。在静态分析中,发现每个模型的机械稳定性都能满足骨折后的固定要求。在愈合过程中,空心钉上的最大应力略有增加,应力分布从多点分布转变为更均匀的单点分布,这有助于骨折愈合并降低应力集中的风险。在动态分析中,共振点经常出现在低频处。随着行走速度的增加,最大应力显著增加。在低速情况下,最大应力接近材料的屈服极限。在循环动态加载下,循环次数勉强达到愈合期的要求,步行速度的增加可能导致疲劳断裂。本研究建立的评估模型综合考虑了静态和动态分析中的不同力学性能。基于各种力学分析和评估系统,可从多个维度评估内固定治疗方案的适用性,为每例股骨颈骨折治疗提供最佳模拟力学方案。
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引用次数: 0
Optimal configurations of an electromagnetic tracking system for 3D ultrasound imaging of pediatric hips – A phantom study 用于小儿髋部三维超声成像的电磁跟踪系统的最佳配置 - 一项模型研究
IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-05 DOI: 10.1016/j.medengphy.2024.104221
Thanh-Tu Pham , Lawrence H. Le , John Andersen , Edmond H. Lou

Tracking the position and orientation of a two-dimensional (2D) ultrasound scanner to reconstruct a 3D volume is common, and its accuracy is important. In this study, a specific miniaturized electromagnetic (EM) tracking system was selected and integrated with a 2D ultrasound scanner, which was aimed to capture hip displacement in children with cerebral palsy. The objective of this study was to determine the optimum configuration, including the distance between the EM source and sensor, to provide maximum accuracy. The scanning volume was aimed to be 320 mm × 320 mm × 76 mm. The accuracy of the EM tracking was evaluated by comparing its tracking with those from a motion capture camera system. A static experiment showed that a warm-up time of 20 min was needed. The EM system provided the highest precision of 0.07 mm and 0.01° when the distance between the EM source and sensor was 0.65 m. Within the testing volume, the maximum position and rotational errors were 2.31 mm and 1.48°, respectively. The maximum error of measuring hip displacement on the 3D hip phantom study was 4 %. Based on the test results, the tested EM system was suitable for 3D ultrasound imaging of pediatric hips to assess hip displacement when optimal configuration was used.

跟踪二维(2D)超声波扫描仪的位置和方向以重建三维容积是一种常见的方法,其准确性非常重要。本研究选择了一种特定的微型电磁(EM)跟踪系统,并将其与二维超声扫描仪集成,旨在捕捉脑瘫儿童的髋关节位移。这项研究的目的是确定最佳配置,包括电磁源和传感器之间的距离,以提供最高的精确度。扫描体积设定为 320 毫米 × 320 毫米 × 76 毫米。通过将电磁追踪与运动捕捉摄像系统的追踪进行比较,评估了电磁追踪的准确性。静态实验表明,需要 20 分钟的预热时间。当电磁源和传感器之间的距离为 0.65 米时,电磁系统的最高精度分别为 0.07 毫米和 0.01°。在三维髋关节模型研究中,测量髋关节位移的最大误差为 4%。根据测试结果,在使用最佳配置的情况下,测试的电磁系统适用于小儿髋关节的三维超声成像,以评估髋关节位移。
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引用次数: 0
Simulation of the effect of hemolysis on thrombosis in blood-contacting medical devices 模拟溶血对血液接触医疗器械血栓形成的影响
IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-04 DOI: 10.1016/j.medengphy.2024.104218
H. Valtchanov , R. Cecere , L.T.J. Atkinson , R. Mongrain

Heart failure, broadly characterized by the gradual decline of the ability of the heart to maintain adequate blood flow throughout the body's vascular network of veins and arteries, is one of the leading causes of death worldwide. Mechanical Circulatory Support is one of the few available alternative interventions for late-stage heart failure with reduced ejection fraction. A ventricular assist device is surgically implanted and connected to the left and or right heart ventricles to provide additional bloodflow, off-loading the work required by the heart to maintain circulation. Modern mechanical circulatory support devices generate non-physiological flow conditions that can lead to the damage and rupture of blood cells (hemolysis), and the formation of blood clots (thrombosis), which pose severe health risks to the patient. It is essential to improve prediction tools for blood damage to reduce the risk of hemolysis and thrombosis. A simulation-based approach examines the interaction between hemolysis and thrombosis. Incompressible finite-volume computational fluid dynamics simulations are executed on an open-hub axial flow ventricular assist device. A continuum model of thrombosis and the intrinsic coagulation process is extended to include the effect of hemolysis. The model accounts for the effect of activation of platelets by shear stress, paracrine signaling, adhesion, and hemoglobin and ADP released during hemolysis. The effect of hemolysis with thrombosis is modelled by accounting for the hyper-adhesivity of von-Willebrand Factor on extracellular hemoglobin, and the increased rate of platelet activation induced by ADP release. Thrombosis is assessed at varying inflow rates and rotor speeds, and cases are executed where thrombosis is affected by ADP release and Hb-induced hyper-adhesivity. It is found that there is a non-negligible effect from hemolysis on thrombosis across a range of rotor speeds, and that hyperadhesivity plays a dominant role in thrombus formation in the presence of hemolysis.

心力衰竭的总体特征是心脏维持全身静脉和动脉血管网络充分血流的能力逐渐下降,是全球主要死亡原因之一。对于射血分数降低的晚期心衰,机械循环支持是为数不多的可供选择的干预措施之一。通过手术将心室辅助装置植入并连接到左心室或右心室,以提供额外的血流,减轻心脏维持血液循环所需的工作量。现代机械循环支持装置会产生非生理性血流条件,从而导致血细胞损伤和破裂(溶血),并形成血栓(血栓形成),对患者的健康造成严重威胁。必须改进血液损伤预测工具,以降低溶血和血栓形成的风险。一种基于模拟的方法对溶血和血栓形成之间的相互作用进行了研究。在开放式轴流心室辅助装置上执行了不可压缩有限体积计算流体动力学模拟。血栓形成和内在凝血过程的连续体模型被扩展到包括溶血的影响。该模型考虑了剪切应力、旁分泌信号、粘附以及溶血过程中释放的血红蛋白和 ADP 对血小板活化的影响。溶血对血栓形成的影响是通过考虑血管-威廉因子对细胞外血红蛋白的高粘附性以及 ADP 释放引起的血小板活化率增加来模拟的。在不同的流入率和转子速度下对血栓形成进行了评估,并对血栓形成受 ADP 释放和血红蛋白诱导的高粘附性影响的情况进行了分析。研究发现,在不同的转子速度下,溶血对血栓形成的影响都是不可忽略的,在溶血情况下,超粘附性对血栓形成起着主导作用。
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引用次数: 0
Patient-specific arterial wall generation for intracranial aneurysms with a variable and a near realistic vessel wall thickness for FSI studies 针对特定患者生成颅内动脉瘤的动脉壁,为 FSI 研究提供可变且接近真实的血管壁厚度
IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-01 DOI: 10.1016/j.medengphy.2024.104211
Srinivas Bolem , Chanikya Valeti , Nimmy Thankom Philip , B.J. Sudhir , B.S.V. Patnaik

Background and Objective

Imaging methodologies such as, computed tomography (CT) aid in three-dimensional (3D) reconstruction of patient-specific aneurysms. The radiological data is useful in understanding their location, shape, size, and disease progression. However, there are serious impediments in discerning the blood vessel wall thickness due to limitations in the current imaging modalities. This further restricts the ability to perform high-fidelity fluid structure interaction (FSI) studies for an accurate assessment of rupture risk. FSI studies would require the arterial wall mesh to be generated to determine realistic maximum allowable wall stresses by performing coupled calculations for the hemodynamic forces with the arterial walls.

Methods

In the present study, a novel methodology is developed to geometrically model variable vessel wall thickness for the lumen isosurface extracted from CT scan slices of patient-specific aneurysms based on clinical and histopathological inputs. FSI simulations are carried out with the reconstructed models to assess the importance of near realistic wall thickness model on rupture risk predictions.

Results

During surgery, clinicians often observe translucent vessel walls, indicating the presence of thin regions. The need to generate variable vessel wall thickness model, that embodies the wall thickness gradation, is closer to such clinical observations. Hence, corresponding FSI simulations performed can improve clinical outcomes. Considerable differences in the magnitude of instantaneous wall shear stresses and von Mises stresses in the walls of the aneurysm was observed between a uniform wall thickness and a variable wall thickness model.

Conclusion

In the present study, a variable vessel wall thickness generation algorithm is implemented. It was shown that, a realistic wall thickness modeling is necessary for an accurate prediction of the shear stresses on the wall as well as von Mises stresses in the wall. FSI simulations are performed to demonstrate the utility of variable wall thickness modeling.

背景和目的计算机断层扫描(CT)等成像方法有助于患者特定动脉瘤的三维(3D)重建。放射学数据有助于了解动脉瘤的位置、形状、大小和疾病进展。然而,由于目前成像模式的局限性,在辨别血管壁厚度方面存在严重障碍。这进一步限制了进行高保真流体结构相互作用(FSI)研究以准确评估破裂风险的能力。FSI 研究需要生成动脉壁网格,通过对动脉壁的血液动力进行耦合计算来确定现实的最大容许壁应力。方法在本研究中,根据临床和组织病理学输入,开发了一种新方法来为从特定患者动脉瘤 CT 扫描切片中提取的管腔等表面的可变血管壁厚度建立几何模型。使用重建的模型进行 FSI 模拟,以评估接近真实的壁厚模型对破裂风险预测的重要性。需要生成可变的血管壁厚度模型,以体现血管壁厚度的渐变,这更接近临床观察结果。因此,进行相应的 FSI 模拟可以改善临床结果。在均匀壁厚模型和可变壁厚模型之间,观察到动脉瘤壁的瞬时壁剪应力和 von Mises 应力的大小存在很大差异。研究表明,要准确预测血管壁上的剪应力和血管壁上的 von Mises 应力,就必须建立切合实际的壁厚模型。为了证明可变壁厚建模的实用性,我们进行了 FSI 模拟。
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引用次数: 0
Combining robotics and functional electrical stimulation for assist-as-needed support of leg movements in stroke patients: A feasibility study 将机器人技术与功能性电刺激相结合,为中风患者的腿部运动提供必要的辅助支持:可行性研究
IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-01 DOI: 10.1016/j.medengphy.2024.104216
Cindy J.H. Rikhof , Kasper S. Leerskov , Gerdienke B. Prange-Lasonder , Erik C. Prinsen , Erika G. Spaich , Strahinja Dosen , Lotte N.S.Andreasen Struijk , Jaap H. Buurke , Johan S. Rietman

Purpose

Rehabilitation technology can be used to provide intensive training in the early phases after stroke. The current study aims to assess the feasibility of combining robotics and functional electrical stimulation (FES), with an assist-as-needed approach to support actively-initiated leg movements in (sub-)acute stroke patients.

Method

Nine subacute stroke patients performed repetitions of ankle dorsiflexion and/or knee extension movements, with and without assistance. The assist-as-needed algorithm determined the amount and type of support needed per repetition. The number of repetitions and range of motion with and without assistance were compared with descriptive statistics. Fatigue scores were obtained using the visual analogue scale (score 0–10).

Results

Support was required in 44 % of the repetitions for ankle dorsiflexion and in 5 % of the repetitions of knee extension, The median fatigue score was 2.0 (IQR: 0.2) and 4.0 (IQR: 1.5) for knee and ankle, respectively, indicating mild to moderate perceived fatigue.

Conclusion

This study demonstrated the feasibility of assist-as-needed assistance through combined robotic and FES support of leg movements in stroke patients. It proved particularly useful for ankle dorsiflexion. Future research should focus on implementing this approach in a clinical setting, to assess clinical applicability and potential effects on leg function.

目的康复技术可用于中风后早期阶段的强化训练。本研究旨在评估机器人技术与功能性电刺激(FES)相结合的可行性,并采用 "按需辅助 "的方法为(亚)急性中风患者主动启动的腿部运动提供支持。方法九名亚急性中风患者在有辅助和无辅助的情况下重复进行踝关节背屈和/或膝关节伸展运动。根据 "按需辅助 "算法确定每次重复所需的辅助量和类型。通过描述性统计对有无辅助的重复次数和运动范围进行了比较。结果有 44% 的踝关节背屈重复动作和 5% 的膝关节伸展重复动作需要辅助,膝关节和踝关节的疲劳评分中位数分别为 2.0(IQR:0.2)和 4.0(IQR:1.5),表明有轻度至中度的疲劳感。事实证明,这种方法对踝关节背屈尤其有用。未来的研究应侧重于在临床环境中实施这种方法,以评估其临床适用性和对腿部功能的潜在影响。
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引用次数: 0
An efficient channel recurrent Criss-cross attention network for epileptic seizure prediction 用于癫痫发作预测的高效通道递归十字交叉注意网络
IF 1.7 4区 医学 Q3 ENGINEERING, BIOMEDICAL Pub Date : 2024-08-01 DOI: 10.1016/j.medengphy.2024.104213
Lei Zhu , Wentao Wang , Aiai Huang , Nanjiao Ying , Ping Xu , Jianhai Zhang

Epilepsy is a chronic disease caused by repeated abnormal discharge of neurons in the brain. Accurately predicting the onset of epilepsy can effectively improve the quality of life for patients with the condition. While there are many methods for detecting epilepsy, EEG is currently considered one of the most effective analytical tools due to the abundant information it provides about brain activity. The aim of this study is to explore potential time-frequency and channel features from multi-channel epileptic EEG signals and to develop a patient-specific seizure prediction network. In this paper, an epilepsy EEG signal classification algorithm called Channel Recurrent Criss-cross Attention Network (CRCANet) is proposed. Firstly, the spectrograms processed by the short-time fourier transform is input into a Convolutional Neural Network (CNN). Then, the spectrogram feature map obtained in the previous step is input into the channel attention module to establish correlations between channels. Subsequently, the feature diagram containing channel attention characteristics is input into the recurrent criss-cross attention module to enhance the information content of each pixel. Finally, two fully connected layers are used for classification. We validated the method on 13 patients in the public CHB-MIT scalp EEG dataset, achieving an average accuracy of 93.8 %, sensitivity of 94.3 %, and specificity of 93.5 %. The experimental results indicate that CRCANet can effectively capture the time-frequency and channel characteristics of EEG signals while improving training efficiency.

癫痫是一种由大脑神经元反复异常放电引起的慢性疾病。准确预测癫痫的发病可以有效改善患者的生活质量。虽然检测癫痫的方法有很多,但脑电图因其能提供丰富的大脑活动信息而被认为是目前最有效的分析工具之一。本研究的目的是从多通道癫痫脑电信号中探索潜在的时间频率和通道特征,并开发一个针对特定患者的癫痫发作预测网络。本文提出了一种癫痫脑电信号分类算法,称为通道递归交叉注意网络(CRCANet)。首先,将经过短时傅立叶变换处理的频谱图输入卷积神经网络(CNN)。然后,将上一步获得的频谱图特征图输入通道注意模块,以建立通道之间的相关性。随后,将包含通道关注特征的特征图输入递归十字关注模块,以增强每个像素的信息含量。最后,两个全连接层用于分类。我们在公开的 CHB-MIT 头皮脑电图数据集中对 13 名患者进行了验证,结果表明该方法的平均准确率为 93.8%,灵敏度为 94.3%,特异性为 93.5%。实验结果表明,CRCANet 能有效捕捉脑电信号的时频和信道特征,同时提高训练效率。
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Medical Engineering & Physics
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