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2015 IEEE 15th International Conference on Bioinformatics and Bioengineering (BIBE)最新文献

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A fuzzy model for supporting the diagnosis of lumbar disc herniation 支持腰椎间盘突出症诊断的模糊模型
Vesna Ranković, I. Milankovic, Miodrag Peulić, N. Filipovic, A. Peulić
This paper describes the application of adaptive neuro-fuzzy inference architecture for supporting the diagnosis of lumbar disc herniation. The fuzzy system has been trained with the backpropagation gradient descent method in combination with the least squares method. A total of 38 patients have been divided into training and testing data sets. The performance of the fuzzy model has been evaluated in terms of classification accuracies and the results of the simulation confirmed that the proposed fuzzy approach has potential in supporting the diagnosis of lumbar disc herniation.
本文介绍了自适应神经模糊推理体系结构在腰椎间盘突出症诊断中的应用。采用反向传播梯度下降法结合最小二乘法对模糊系统进行训练。共有38名患者被分为训练和测试数据集。在分类精度方面对模糊模型的性能进行了评估,仿真结果证实了所提出的模糊方法在支持腰椎间盘突出症的诊断方面具有潜力。
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引用次数: 1
Effects of ruptured anterior cruciate ligament and medial meniscectomy on stress distribution of human knee joint at full extension 前交叉韧带断裂和内侧半月板切除术对膝关节完全伸展时应力分布的影响
Aleksandra Vulovic, N. Filipovic, B. Ristic
A three dimensional biomechanical model of the human knee joint was developed. The model was created from MRI scans and includes: bones, menisci, articular cartilage and relevant ligaments (posterior cruciate ligament, lateral collateral ligament and medial collateral ligament). The purpose of this study was to compare the stress distribution on the human knee joint in two situations. The first situation includes the rupture of anterior cruciate ligament (ACL) while the second situation includes the ACL rupture and the condition after medial meniscectomy is performed. We have used the finite element model of human knee joint to measure stress when person is standing on one foot. The finite element analysis can provide better insight at the situation in the knee joint when having anterior cruciate ligament and meniscus injury.
建立了人体膝关节三维生物力学模型。该模型由MRI扫描创建,包括:骨骼、半月板、关节软骨和相关韧带(后交叉韧带、外侧副韧带和内侧副韧带)。本研究的目的是比较两种情况下人体膝关节的应力分布。第一种情况包括前交叉韧带(ACL)断裂,第二种情况包括前交叉韧带断裂和内侧半月板切除术后的情况。利用人体膝关节的有限元模型测量了人单脚站立时的受力情况。有限元分析可以更好地了解膝关节前交叉韧带和半月板损伤时的情况。
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引用次数: 3
Axial vibration of an artificial muscle 人造肌肉的轴向振动
L. Cvetićanin, I. Bíró, J. Sárosi, M. Zukovic
Significant number of muscles can be assumed to be of longitudinal type where the length is much higher than its cross-section. Usual motion of the longitudinal muscles is axial due to its contraction and dilatation. Our aim is to investigate the axial vibration of such muscles. The artificial muscle is formed whose physical model is a clamped-free beam. Characteristics of the muscle material are obtained experimentally and the data are applied for the rheological model. It is obvious that the stress-strain properties are strong nonlinear. The beam is assumed to be fixed at one end and free for axial motion at the other end. Mathematical model of motion is supposed as a partial truly strong nonlinear differential equation. In the paper an analytical procedure for approximate solving of the equation is developed. Using a suitable transformation the equation is rewritten into two strong nonlinear ordinary second order differential equations. Analyzing the solution, the influence of the geometric properties, but also of material properties and boundary conditions on the motion is considered. Special attention is given to frequency of vibration of the beam. Effect of the order of nonlinearity and of the initial conditions on the frequencies is widely analyzed.
大量的肌肉可以被认为是纵向型的,其长度远远高于其横截面。由于纵向肌肉的收缩和扩张,其通常的运动是轴向的。我们的目的是研究这些肌肉的轴向振动。人工肌肉的物理模型为无夹紧梁。通过实验获得了肌肉材料的特性,并将所得数据应用于流变学模型。应力-应变特性具有明显的强非线性。假定梁的一端是固定的,另一端是自由轴向运动的。将运动的数学模型假定为一个偏强非线性微分方程。本文给出了近似求解该方程的解析方法。通过适当的变换,将方程转化为两个强非线性常二阶微分方程。在分析解时,考虑了几何性质、材料性质和边界条件对运动的影响。特别注意梁的振动频率。人们广泛地分析了非线性阶数和初始条件对频率的影响。
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引用次数: 1
Classification of epileptic and non-epileptic events using tensor decomposition 用张量分解对癫痫和非癫痫事件进行分类
V. G. Kanas, E. Zacharaki, Evangelia Pippa, Vasiliki Tsirka, M. Koutroumanidis, V. Megalooikonomou
Misdiagnosis of epilepsy, even by experienced clinicians, can cause exposure of patients to medical procedures and treatments with potential complications. Moreover, diagnostic delays (for 7 to 10 years on average) impose economic burden at individual and population levels. In this paper, a seizure classification framework of epileptic and non-epileptic events from multi-channel EEG data is proposed. In contrast to relevant studies found in the literature, in this study, the non-epileptic class consists of two types of paroxysmal episodes of loss of consciousness, namely the psychogenic non-epileptic seizure (PNES) and the vasovagal syncope (VVS). EEG signals are represented in the spectral-spatial-temporal domain. A tensor-based approach is employed to extract signature features to feed the classification models. TUCKER decomposition is applied to learn the essence of original, high-dimensional domain of feature space and extract a multilinear discriminative subspace. The classification models were evaluated on EEG epochs from 11 subjects in an inter-subject cross-validation setting and achieved an accuracy of 96%.
对癫痫的误诊,即使是经验丰富的临床医生,也可能使患者暴露于具有潜在并发症的医疗程序和治疗中。此外,诊断延误(平均7至10年)在个人和人口层面造成经济负担。本文提出了一种基于多通道脑电图数据的癫痫性和非癫痫性事件的癫痫发作分类框架。与文献相关研究相比,本研究中,非癫痫类包括两种类型的阵发性意识丧失,即心因性非癫痫性发作(PNES)和血管迷走神经性晕厥(VVS)。脑电信号用频谱-空间-时间域表示。采用基于张量的方法提取签名特征,为分类模型提供信息。利用TUCKER分解学习特征空间原始高维域的本质,提取多线性判别子空间。在被试间交叉验证设置中,对11个被试的脑电epoch进行了分类模型评估,准确率达到96%。
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引用次数: 4
Inner ear boundary motion during bone conduction stimulation — Indications for inner ear compression and fluid inertia 骨传导刺激时的内耳边界运动。内耳压缩和液体惯性的适应症
S. Stenfelt, Namkeun Kim
A finite element model of a whole human head was developed to study sound transmission by bone conducted sound. The model comprises tissues as bone, brain and soft tissues. With this model, the motion of the bone surrounding the inner ear was investigated. This was done by defining an imaginary box encapsulating the inner ear and analyzing the motion of the opposing sides. According to this analysis, the motion over the surface area was smooth and regular. However, when comparing the motions at the opposing sides the magnitudes differed significantly. This cannot be explained by regular damping of the wave transmission but originates in the complex wave motion in the bone. It also implies that inner ear compression is probably more important for bone conduction hearing than predicted with models using a constant magnitude of the vibration in the bone around the inner ear.
为了研究骨传导声在人头部的传播,建立了人头部的有限元模型。该模型由骨、脑、软组织等组织组成。利用该模型对内耳周围骨的运动进行了研究。这是通过定义一个假想的盒子来封装内耳,并分析相对两侧的运动来完成的。根据这一分析,在表面上的运动是平滑和规则的。然而,当比较相对两侧的运动时,其幅度差别很大。这不能用波传递的规律阻尼来解释,而是源于骨内复杂的波运动。这也意味着内耳压缩对骨传导听力的影响可能比使用内耳周围骨骼恒定振幅的模型所预测的更为重要。
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引用次数: 1
Assessment of bone stress intensity factor using artificial neural networks 基于人工神经网络的骨应力强度因子评估
A. Vukicevic, G. Jovicic, N. Jovicic, Z. Milosevic, N. Filipovic
Assessment of the risks associated with bone injures is nontrivial because fragility of human bones is varying with aging. Since only a limited number of experiments have been performed on the specimens from human donors, there is limited number of fracture resistance curves available in literature. This study proposes a decision support system for the assessment of bone stress intensity factor by using artificial neural networks (ANN). The procedure estimates stress intensity factor according to patient's age and diagnosed crack length. ANN was trained using the experimental data available in literature. The automated training of ANN was performed using evolutionary assembled Artificial Neural Networks. The obtained results showed good correlation with the experimental data, with potential for further improvements and applications.
评估与骨损伤相关的风险是非常重要的,因为人类骨骼的脆弱性随着年龄的增长而变化。由于对人类供体标本进行的实验数量有限,因此文献中可获得的断裂阻力曲线数量有限。本研究提出一种基于人工神经网络(ANN)的骨应力强度因子评估决策支持系统。该程序根据患者的年龄和诊断的裂纹长度估计应力强度因子。利用文献中的实验数据对人工神经网络进行训练。采用进化装配人工神经网络对人工神经网络进行自动训练。所得结果与实验数据具有较好的相关性,具有进一步改进和应用的潜力。
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引用次数: 2
A hybrid segmentation approach for rapid and reliable liver volumetric analysis in daily clinical practice 一种在日常临床实践中快速可靠的肝脏体积分析的混合分割方法
Zygomalas Apollon, Karavias Dionissios, Koutsouris Dimitrios, Maroulis Ioannis, Karavias D. Dimitrios, Giokas Konstantinos, Megalooikonomou Vasileios
Preoperative evaluation of liver future remnant volume is essential for liver oncologic and transplantation surgery. Segmentation of liver imaging studies allow for an excellent liver volumetric analysis. We developed a hybrid liver segmentation algorithm which is based on thresholding by pixel intensity value. The algorithm consists of a semiautomatic and an automatic part. The aim of this prospective study was to evaluate the efficacy of preoperative liver volumetric analysis in daily clinical practice using this hybrid approach. Accuracy and speed were validated on a random prospectively selected sample of 20 patients undergoing elective major liver resections at our institution from June 2013 to June 2015. Complete liver volumetric analysis was performed in average in 15.5 min/dataset SD±2.6 (computation and interaction time). Mean similarity index was 95.5% SD±2. The future liver remnant volume calculated by the application showed a correlation of 0.98 to that calculated using manual boundary tracing. The hybrid segmentation approach proved to be fast and accurate for the preoperative planning in oncologic liver surgery.
术前评估肝脏未来残留体积对肝肿瘤和肝移植手术至关重要。分割肝脏成像研究允许一个优秀的肝脏体积分析。提出了一种基于像素强度阈值分割的混合肝脏分割算法。该算法由半自动部分和自动部分组成。这项前瞻性研究的目的是评估术前肝容量分析在日常临床实践中使用这种混合方法的有效性。2013年6月至2015年6月在我院随机前瞻性选择的20例选择性肝大切除术患者样本验证了准确性和速度。完整的肝脏容量分析平均在15.5 min/dataset SD±2.6(计算和交互时间)内完成。平均相似指数为95.5% (SD±2)。应用程序计算的未来肝残体体积与人工边界追踪计算的相关系数为0.98。混合分割方法在肝脏肿瘤手术的术前规划中具有快速、准确的特点。
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引用次数: 3
Hybrid intelligent methods for microarray data analysis 微阵列数据分析的混合智能方法
P. Ganeshkumar, Ku-Jin Kim
Data produced out of microarray experiments are of great use for the physician when it is presented in a meaningful manner. This paper proposes hybrid intelligent methods for addressing the challenges in analyzing the microarray data. The concept of fuzzy and rough set is hybridized with FInformation (FRFI) for gene selection. An optimal fuzzy logic based classifier (FLC) is developed for sample classification using a hybrid Genetic Swarm Algorithm (GSA). Detailed experiments are conducted using microarray data related to Cancer and Rheumatoid Arthritis. From the simulation study, it is found that the proposed FRFI-FLC-GSA produces compact classification system with reasonably good informative genes that can be used for disease diagnosis.
当微阵列实验产生的数据以有意义的方式呈现时,它对医生有很大的用处。本文提出了一种混合智能方法来解决微阵列数据分析中的挑战。将模糊和粗糙集的概念与信息(FRFI)相结合,进行基因选择。利用混合遗传群算法(GSA),提出了一种基于模糊逻辑的样本分类器(FLC)。详细的实验进行了使用微阵列数据有关癌症和类风湿关节炎。从模拟研究中发现,所提出的FRFI-FLC-GSA产生了紧凑的分类系统,具有相当好的信息基因,可用于疾病诊断。
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引用次数: 0
A mathematical model of a novel automated medical device for needle insertions 一种新型自动插针医疗装置的数学模型
Ivan Buzurovic, S. Šalinić
In medical procedures, needle insertion is a challenging task highly dependent on the surgeon's manual skills. Implanted needles are used for drug delivery, biopsy, delivery of radiation sources, etc. In the named clinical procedures, the accuracy of the needle placement is crucial for patient treatment outcomes. Therefore, we have proposed an automated medical device for needle implantation to eliminate uncertainties of the standard procedures and to increase the accuracy of the needle placement. In this article, the mathematical model of such a device has been developed. The mathematical model takes into account the needle deflection; therefore, with the adequate development of the control strategy, the deflection could be minimized using predictive or adaptive controllers.
在医疗过程中,针头插入是一项具有挑战性的任务,高度依赖于外科医生的手工技能。植入式针头用于药物输送、活检、辐射源输送等。在命名的临床程序中,针头放置的准确性对患者的治疗结果至关重要。因此,我们提出了一种用于针头植入的自动化医疗设备,以消除标准程序的不确定性,并提高针头放置的准确性。本文建立了该装置的数学模型。数学模型考虑了针挠度;因此,随着控制策略的适当发展,可以使用预测或自适应控制器将偏转最小化。
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引用次数: 1
A computational study of ligaments effect in middle ear chain anatomy behavior 中耳链解剖行为中韧带效应的计算研究
N. Tachos, A. Sakellarios, G. Rigas, Ioannis F. Spiridon, A. Bibas, F. Böhnke, D. Fotiadis
The aim of this study is to investigate the effect of mallear and incudal ligaments to the tympanic membrane and the stapes footplate displacement in a finite element model of the middle ear. Three cases were simulated: one without the ligaments, one including the posterior incudal and the anterior mallear ligaments and one including in addition the superior mallear and incudal ligaments. A maximum stapes footplate displacement 0.023 μm was observed at a frequency 1024 Hz by exciting the tympanic membrane at a sinusoidal sound pressure level (SPL) of 90 dB. The computational results were validated with experimental measurements from the literature. Concluding our results show that the superior ligaments are most beneficial for an accurate representation of the middle ear frequency response. Excellent agreement is observed between our results and human temporal bone experimental data and other finite element studies.
本研究的目的是在中耳有限元模型中探讨外耳根韧带和包括韧带对鼓膜和镫骨足板位移的影响。模拟三种情况:一种不含韧带,一种包括后隐韧带和前外阴韧带,另一种包括上外阴韧带和隐韧带。当声压级(SPL)为90 dB时,在1024hz频率下对鼓膜进行激励,可获得0.023 μm的镫骨底板最大位移。计算结果与文献中的实验测量结果进行了验证。综上所述,我们的结果表明,上韧带是最有利于准确表示中耳频率响应。我们的结果与人类颞骨实验数据和其他有限元研究结果非常吻合。
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引用次数: 2
期刊
2015 IEEE 15th International Conference on Bioinformatics and Bioengineering (BIBE)
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