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2010 15th National Biomedical Engineering Meeting最新文献

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Online cue-based discrimination of left / right hand movement imagination 基于在线线索的左/右手动作想象判别
Pub Date : 2010-04-21 DOI: 10.1109/BIYOMUT.2010.5479773
Berna Akinci, N. G. Gencer
Brain Computer Interface (BCI) is a system in which people can interact with electronic devices without using any body movement but only the brain activity itself. In this system, the brain signals obtained from the scalp surface are analysed from the EEG records. Aiming the discrimination of left and right hand movement imaginations (2 classes), an online cue-based BCI system has been developed in this study. In the offline analysis, feature extraction is performed by using Distinctive-Sensitive Learning Vector Quantization and Time-Frequency Analysis methods and training model is created from these features. This model is used in online classification and the result is given as a feedback. Using these methods, the cross-validation accuracy of the offline system is found to be 87% which yields an online prediction accuracy of 97% on a single subject.
脑机接口(BCI)是一个系统,在这个系统中,人们可以不使用任何身体运动,而只使用大脑活动本身就可以与电子设备进行交互。在该系统中,从头皮表面获得的大脑信号从脑电图记录中进行分析。针对左手和右手动作想象(2类)的区分,本研究开发了一个基于线索的在线脑机接口系统。在离线分析中,使用特征敏感学习向量量化和时频分析方法进行特征提取,并根据这些特征创建训练模型。将该模型应用于在线分类,并将结果作为反馈给出。使用这些方法,发现离线系统的交叉验证准确率为87%,对单个主题的在线预测准确率为97%。
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引用次数: 1
Electromechanical heart tissue model using cellular automaton 基于元胞自动机的机电心脏组织模型
Pub Date : 2010-04-21 DOI: 10.1109/BIYOMUT.2010.5479738
Ceren Bora, Y. Serinağaoğlu, E. Tönük
In this study, electrical and mechanical properties of the heart tissue are modeled for normal heart beat. Contraction of the tissue via electrical activation has also been considered in terms of time synchronization. “Cellular automaton” method is used for modeling the 2 dimensional heart tissue and electromechanical interactions. Using this method, both the normal heart beat's electrical activation and the arrhythmia excitation could be taken on, without using complex differential equations. To consider the anisotropy of the heart tissue, fiber orientations have also been added to the model.
在这项研究中,心脏组织的电学和力学特性是模拟正常的心脏跳动。通过电激活的组织收缩也被认为是在时间同步方面。采用“元胞自动机”方法对二维心脏组织及其机电相互作用进行建模。利用该方法,可以不使用复杂的微分方程,同时进行正常心跳的电激活和心律失常的激发。考虑到心脏组织的各向异性,纤维取向也被添加到模型中。
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引用次数: 5
Performance evaluation of anisotropic conductivity reconstruction algorithms in MREIT MREIT中各向异性电导率重建算法性能评价
Pub Date : 2010-04-21 DOI: 10.1109/BIYOMUT.2010.5479829
E. Değirmenci, Murat Eyüboğlu
Magnetic Resonance Electrical Impedance Tomography (MREIT) serves the purpose of imaging electrical conductivities of tissues. It is known that conductivities of most biological tissues are anisotropic. Therefore, anisotropic conductivity should not be neglected in MREIT. In this study, performance of three previously proposed anisotropic conductivity reconstruction algorithms are compared under the same conditions. Their reconstruction accuracy, spatial resolution, linearity properties and computational requirements are investigated.
磁共振电阻抗断层扫描(MREIT)用于成像组织的电导率。众所周知,大多数生物组织的电导率是各向异性的。因此,各向异性电导率在MREIT中不容忽视。在本研究中,在相同的条件下,比较了之前提出的三种各向异性电导率重建算法的性能。研究了它们的重建精度、空间分辨率、线性特性和计算要求。
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引用次数: 0
Deformation field interpolation using rotational landmarks 使用旋转地标的变形场插值
Pub Date : 2010-04-21 DOI: 10.1109/BIYOMUT.2010.5479857
Bilge Karaçali
In this paper, we present a novel method for landmark-based deformation field interpolation that incorporates the rotation information for use in curved medical image registration applications. To this end, each Cartesian component of the interpolated deformation field was modeled by a mixture of Gaussian radial basis functions. The mixture coefficients were identified by optimizing an energy functional that seeks to match the landmark positions as well as the orientations of their neighborhoods. Optimization of this functional was carried out via a gradient descent strategy using the closed-form expressions of the partial derivatives with respect to the Gaussian radial basis function coefficients. In the experiments, grater accuracy was observed in the estimation of the unknown deformation fields when the rotation information was incorporated in the interpolation. These results indicate that the proposed scheme can achieve greater accuracy in deformation field interpolation, especially in deformable alignment of multimodality medical images for which the landmarks have to be matched by taking into account the proper orientations of their neighborhoods.
在本文中,我们提出了一种新的基于地标的变形场插值方法,该方法结合了旋转信息,用于弯曲医学图像配准应用。为此,插值变形场的每个笛卡尔分量由高斯径向基函数混合建模。混合系数是通过优化能量函数来确定的,该函数旨在匹配地标位置以及社区的方向。利用高斯径向基函数系数的偏导数的封闭表达式,通过梯度下降策略对该泛函进行优化。实验表明,在插值中加入旋转信息后,对未知变形场的估计精度更高。这些结果表明,该方法在形变场插值中具有较高的精度,特别是在多模态医学图像的形变对齐中,需要考虑其邻域的适当方向来匹配地标。
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引用次数: 0
The differences of MR spectroscopic imaging and MR diffusion weighted imaging parameters in different subtypes of grade 3 gliomas 3级胶质瘤不同亚型MR光谱成像及MR弥散加权成像参数的差异
Pub Date : 2010-04-21 DOI: 10.1109/BIYOMUT.2010.5479775
E. O. Isik, S. Nelson
In this study, we analyzed the MR spectroscopic and MR diffusion weighted imaging parameter differences among the subtypes of grade 3 brain tumor patients (anaplastic astrocytoma, oligodendroglioma, and oligoastrocytoma). We observed higher lipid values in the tumor regions of oligodendrogliomas than both astrocytomas and oligoastrocytomas. According to these results, there were not significant MR spectroscopic or MR diffusion differences between the subtypes of grade 3 brain tumors for this patient population and except lipid it would be acceptable to combine the data of these subgroups for future studies.
在这项研究中,我们分析了3级脑肿瘤患者(间变性星形细胞瘤、少突胶质细胞瘤和少突星形细胞瘤)亚型之间的MR光谱和MR弥散加权成像参数差异。我们观察到少突胶质细胞瘤肿瘤区域的脂质值高于星形细胞瘤和少突星形细胞瘤。根据这些结果,在该患者群体中,3级脑肿瘤亚型之间没有显著的MR光谱或MR扩散差异,除了脂质外,将这些亚组的数据结合起来用于未来的研究是可以接受的。
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引用次数: 0
Investigation of human hand skin features by polarized light imaging 偏振光成像技术对手部皮肤特征的研究
Pub Date : 2010-04-21 DOI: 10.1109/BIYOMUT.2010.5479811
Yavuz Öztürk, M. Engin, E. Z. Engin, Alper Bayrak
In this study, the texture of skin on the back of the hand was investigated for men and women of different ages. The images obtained from superficially back scattered light at the parallel and perpendicular position of the analyzer for different wavelengths, were processed and quantitatively analyzed. At the end of the analysis, we observed that the skin textures have many different segments and the size and number of segments change with ages. Finally, we can say that the hand skin texture becomes less complex with age.
在这项研究中,研究了不同年龄的男性和女性手背皮肤的纹理。对不同波长的表面背散射光在分析仪的平行和垂直位置获得的图像进行了处理和定量分析。在分析结束时,我们观察到皮肤纹理有许多不同的片段,片段的大小和数量随着年龄的变化而变化。最后,我们可以说,手部皮肤纹理随着年龄的增长而变得不那么复杂。
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引用次数: 1
Investigation of Escherichia Coli bacteria growth process using electronic nose 电子鼻对大肠杆菌生长过程的研究
Pub Date : 2010-04-21 DOI: 10.1109/BIYOMUT.2010.5479822
Mehmet Sahin, Hamdi Melih Saraoglu
In this study, the kind of Escherichia Coli obtained using gas sensor sequence consisted deneyler QCM (Quartz Crystal Microbalance) as experiments related to determining from the odour of growing duration of the bacteria. In this context, the growing duration of odour produced by Escherichia Coli bacteria was examined in five day period after 24, 48, 72, 96, 120 hours that they were planted in petridish. The evaluation of odour data was carried out using the method of Principle Component Analysis (PCA). It was found that the kind of Escherichia Col, bacteria can be identified clearly after 24 hours and partially after 48 hours that they are planted in petridish.
在本研究中,使用气体传感器序列获得的大肠杆菌种类包括deneyler QCM(石英晶体微天平)作为从气味确定细菌生长持续时间的相关实验。在这种情况下,在培养皿中种植24、48、72、96、120小时后的5天内,研究了大肠杆菌产生气味的持续时间。采用主成分分析(PCA)方法对气味数据进行评价。结果表明,在培养皿中培养24小时后可明确鉴定大肠杆菌的种类,培养48小时后可部分鉴定。
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引用次数: 0
Analysis of Doppler signals of radial artery for diagnosis of rheumatoid arthritis 桡动脉多普勒信号诊断类风湿关节炎的分析
Pub Date : 2010-04-21 DOI: 10.1109/BIYOMUT.2010.5479856
A. Özkan, S. Kara, A. Sallı, S. Günes
In this study, Doppler signals received from the radial artery of the right hands of the 40 healthy subjects and 40 patients with rheumatoid arthritis were recorded. Some features of these signals were obtained using Subspace-based MUSIC method which is one of the spectral analysis methods, and the diseased cases were distinguished with Artificial Neural Networks classification method. In MUSIC method, 5,10,15,20 and 25 were used as model degrees. Test procedure was carried out after training with Artificial Neural Networks. Classification accuracy after the test results was 88.75% for 5 model degrees, 93.75% for 10 and 25 model degrees, 100% for 15 model degrees and 92.5% for 20 model degrees and all models had an average degree of 93.75% classification accuracy was obtained. The proposed approach has potential to help with the early diagnosis of RA disease for the specialists who study this subject.
本研究记录了40例健康受试者和40例类风湿关节炎患者右手桡动脉接收到的多普勒信号。利用基于子空间的MUSIC方法(谱分析方法中的一种)获得了这些信号的一些特征,并用人工神经网络分类方法对病变病例进行了区分。MUSIC方法采用5、10、15、20、25作为模型度。测试程序是在人工神经网络训练后进行的。测试结果表明,5个模型度的分类准确率为88.75%,10和25个模型度的分类准确率为93.75%,15个模型度的分类准确率为100%,20个模型度的分类准确率为92.5%,所有模型的平均分类准确率为93.75%。建议的方法有可能帮助研究这一主题的专家早期诊断RA疾病。
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引用次数: 0
The effect of psychophysical forward masking in the tactile Pacinian channel on somatosensory evoked responses 触觉太平洋通道心理物理正向掩蔽对躯体感觉诱发反应的影响
Pub Date : 2010-04-21 DOI: 10.1109/BIYOMUT.2010.5479783
M. Yıldız, Burak Güçlü
Tactile perception originates in the four psychophysical tactile channels. These channels are mediated by four corresponding receptor systems. Particularly, for the Pacinian tactile channel, the lowest tactile threshold of humans is approximately at 250 Hz. In this study, we measured frequency-following brain responses to 250-Hz vibratory stimuli with intensities at varying sensation levels. Initially, the absolute threshold of the Pacinian channel was measured using the two-interval forced-choice paradigm. The experiments were repeated with a masking stimulus (frequency: 250 Hz; intensity: SL+10, SL+20, SL+30 dB) which preceded the test-stimulus interval. As a result, the masked thresholds were elevated as a function of the masking-stimulus level, consistent with previous studies. Then, EEG signals were recorded over the somatosensory cortex (CPc-CPi) during vibrotactile stimulation, using the same protocol as described in psychophysical part of the experimets. The EEG signals were averaged 500 times, and analyzed by using Fourier and wavelet transforms. The difference between the total area of power spectrum during the masked test-stimulus and during the unmasked test stimulus interval was significant for SL+30 masking level (Wilcoxon signrank test p=0.013). In addition, the difference of power spectrum area at driving frequency between two cases was significant for SL+20 and SL+30 masking level p=0.013 and p=0.019 respectively. This is the first time that a neural correlate of psychophysical forward masking is demonstrated in the tactile system.
触觉知觉起源于四种心理物理触觉通道。这些通道由四个相应的受体系统介导。特别是,对于太平洋触觉通道,人类的最低触觉阈值大约在250赫兹。最初,太平洋海峡的绝对阈值是用两间隔强迫选择范式测量的。实验采用掩蔽刺激(频率:250 Hz;强度:SL+10、SL+20、SL+30 dB)。结果,被掩盖阈值随着被掩盖刺激水平的变化而升高,这与之前的研究结果一致。然后,使用与实验中心理物理部分相同的协议,在振动触觉刺激期间记录体感皮层(CPc-CPi)的脑电图信号。对500次脑电信号进行平均处理,采用傅里叶变换和小波变换进行分析。在SL+30掩蔽水平下,掩蔽测试刺激与未掩蔽测试刺激间隔的功率谱总面积差异显著(Wilcoxon显著性检验p=0.013)。此外,在SL+20和SL+30掩蔽水平下,两种情况下驱动频率下功率谱面积的差异分别为p=0.013和p=0.019。这是首次在触觉系统中证实了心理物理前向掩蔽的神经关联。
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引用次数: 0
Search of the short time effects of smoking on ECG signals 研究吸烟对心电信号的短时影响
Pub Date : 2010-04-21 DOI: 10.1109/BIYOMUT.2010.5479778
Yunus Emre Çakiroğlu, Levent Özparlak, Onur Kocak, Arif Koçoğlu
Today, it is a well known truth that the cigarette has terrible effects on human health. However, the researches on these effects are mostly investigated inside the boundaries of the medicine science. This work aims to investigate the short-term effects of the cigarette over the human in an engineering perspective and tries to find an analytical solution to detect the consumption of the cigarette. For this reason, in reference to the previous works, the effects of the cigarette over the Electrocardiogram (ECG) signal are taken into account. ECG signals are a certain type of biological signals which is the result of the electrical activities of the heart. In this work, the clustering of the features extracted from the ECG signals is implemented by using K-Means algorithm and it is observed that the results are hopefully good. By the improvement of this work, it will be possible to make an analytical, more than observational, comment on the short-term effects of the cigarette over the heart and human body accordingly.
今天,香烟对人体健康有可怕的影响是众所周知的事实。然而,对这些效应的研究大多是在医学科学的范围内进行的。这项工作旨在从工程角度研究香烟对人类的短期影响,并试图找到一种分析解决方案来检测香烟的消耗。因此,参考先前的工作,香烟对心电图信号的影响被考虑在内。心电信号是一种特定类型的生物信号,它是心脏电活动的结果。本文采用K-Means算法对心电信号提取的特征进行聚类,结果表明聚类效果良好。通过这项工作的改进,将有可能对香烟对心脏和人体的短期影响作出分析性的评论,而不是观察性的评论。
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引用次数: 0
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2010 15th National Biomedical Engineering Meeting
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