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2015 7th International IEEE/EMBS Conference on Neural Engineering (NER)最新文献

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Evaluation of the feasibility of a novel distance adaptable steady-state visual evoked potential based brain-computer interface 一种新型距离自适应稳态视觉诱发电位脑机接口的可行性评价
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146559
Chi-Hsu Wu, H. Lakany
Steady-state visual evoked potential (SSVEP) based brain-computer interface (BCI) has attracted great attention in BCI research due to its advantages over the other electroencephalography (EEG) based BCI paradigms, such as high speed, high signal to noise ratio, high accuracy, commands scalability and minimal user training time. Several studies have demonstrated that SSVEP BCI can provide a reliable channel to the users to communicate and control an external device. While most SSVEP based BCI studies focus on encoding the visual stimuli, enhancing the signal detection and improving the classification accuracy, there is a need to bridge the gap between BCI “bench” research and real world application. This study proposes a novel distance adaptable SSVEP based BCI paradigm which allows its users to operate the system in a range of viewing distances between the user and the visual stimulator. Unlike conventional SSVEP BCI where users can only operate the system at a fixed distance in front of the visual stimulator, users can operate the proposed BCI at a range of viewing distances. 10 healthy subjects participated in the experiment to evaluate the feasibility of the proposed SSVEP BCI. The visual stimulator was presented to the subjects at 4 viewing distances, 60cm, 150cm, 250cm and 350cm. The mean classification accuracy across the subjects and the viewing distances is over 75%. The results demonstrate the feasibility of a distance adaptable SSVEP based BCI.
基于稳态视觉诱发电位(SSVEP)的脑机接口(BCI)具有速度快、信噪比高、准确率高、指令可扩展性强、用户训练时间短等优点,在脑机接口研究中备受关注。一些研究表明,SSVEP BCI可以为用户提供一个可靠的通道来通信和控制外部设备。虽然大多数基于SSVEP的脑机接口研究主要集中在对视觉刺激进行编码、增强信号检测和提高分类精度等方面,但仍需要弥合脑机接口“实验”研究与现实世界应用之间的差距。本研究提出了一种新颖的基于距离适应性SSVEP的脑机接口模式,该模式允许用户在用户和视觉刺激器之间的观看距离范围内操作系统。与传统的SSVEP BCI不同,用户只能在视觉刺激器前面的固定距离操作系统,用户可以在观看距离范围内操作BCI。10名健康受试者参与实验,评价所提出的SSVEP脑机接口的可行性。视觉刺激器分别在60cm、150cm、250cm和350cm 4个观看距离处呈现给受试者。在不同的对象和观看距离上,平均分类准确率超过75%。结果证明了基于距离自适应SSVEP的BCI的可行性。
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引用次数: 1
Maximizing predictability of a bottom-up complex multi-scale model through systematic validation and multi-objective multi-level optimization 通过系统验证和多目标多层次优化,实现自下而上复杂多尺度模型的可预测性最大化
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146619
Jean-Marie C. Bouteiller, Zhuobo Feng, A. Onopa, Mike Huang, Eric Y. Hu, Endre T. Somogyi, M. Baudry, Serge Bischoff, T. Berger
Computational models are mathematical representations meant to replicate the biological system they represent, as well as provide insights and predict the system's dynamics in response to changing conditions. In a bottom-up modeling approach, a multitude of models may be compounded to represent more complex higher level biological systems. However, guaranteeing the validity and predictability of the compounded ensemble may become increasingly challenging as more components are integrated. We herein present a sequential and iterative method to maximize predictability of a complex multiscale model. We have successfully developed a multiscale modeling platform comprised of mechanisms ranging from the biomolecular level to multi-cellular networks. To maintain a high level of predictability of the global platform, we introduce a systematic approach to not only validate all models independently, but also verify the validity of compounded models as additional information becomes available at higher levels of complexity. Iterative and systematic application of these validation steps at increasing levels of complexity is intended to maximize the predictive power of the platform, making it a powerful tool to study the impacts of low-levels modifications (pathologies, drugs, etc.) on higher functional levels. The work presented lays down the rationale of the approach, the open design implementation and results.
计算模型是一种数学表示,旨在复制它们所代表的生物系统,并提供见解和预测系统对变化条件的动态响应。在自底向上建模方法中,可以将大量模型组合起来,以表示更复杂的高级生物系统。然而,随着越来越多的组件被集成,保证复合集成的有效性和可预测性可能变得越来越具有挑战性。本文提出了一种序列迭代方法来最大化复杂多尺度模型的可预测性。我们已经成功地开发了一个多尺度建模平台,包括从生物分子水平到多细胞网络的机制。为了保持全球平台的高水平可预测性,我们引入了一种系统的方法,不仅可以独立验证所有模型,还可以验证复合模型的有效性,因为在更高的复杂性级别上可以获得额外的信息。这些验证步骤在不断增加的复杂水平上的迭代和系统应用旨在最大限度地提高平台的预测能力,使其成为研究低级修改(病理,药物等)对更高功能水平影响的强大工具。所提出的工作奠定了该方法的基本原理,开放设计的实施和结果。
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引用次数: 4
Long-term paired sensory stimulation training for improved motor imagery BCI performance via pavlovian conditioning theory 基于巴甫洛夫条件反射理论的长期配对感觉刺激训练对运动意象脑机接口表现的改善
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146567
Lin Yao, Tao Xie, Xiaokang Shu, X. Sheng, Dingguo Zhang, Xiangyang Zhu
In this work, paired sensory stimulation training via pavlovian conditioning (PSSPC) was proposed to improve motor imagery BCI performance, especially targeted in those poor performing BCI users. Motor imagery task was paired with the sensory stimulus to establish the conditioned responses through the long-term classic conditioning training. Three poor performing subjects were recruited to participate the PSSPC experiment lasting for about one month in eight sessions. R2 contrast image have shown that the discriminative brain pattern was emerged out in the sensorimotor area of the brain after several sessions training. In addition, up to 80% BCI performance was achieve to some subjects, and it has also shown that learning was evolved in the PSSPC training, complementary to the feedback based training (also termed operant conditioning). The PSSPC methodology has the potential in improving those poor performing BCI subjects, and laid the potential to guide the cortical plastic changes for those with motor impairments.
在这项工作中,通过巴甫洛夫条件反射(PSSPC)提出配对感觉刺激训练,以提高运动意象脑机接口的表现,特别是针对那些表现不佳的脑机接口用户。通过长期经典条件反射训练,将运动意象任务与感觉刺激配对,建立条件反应。招募3名表现不佳的被试参加为期1个月的PSSPC实验,分8次进行。R2对比图像显示,经过几次训练后,在大脑感觉运动区出现了区别脑模式。此外,一些受试者达到了80%的脑机接口表现,并且还表明学习是在PSSPC训练中进化的,是对基于反馈的训练(也称为操作性条件反射)的补充。PSSPC方法具有改善脑机接口功能低下受试者的潜力,并具有指导运动障碍患者皮质可塑性改变的潜力。
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引用次数: 1
New sectorized implantable microelectrode fabrication, packaging and ageing for neural sensing and stimulation 用于神经传感和刺激的新型扇形植入微电极的制造、包装和老化
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146660
F. Bottausci, F. Baleras, Catherine Pudda, M. Cochet, Claude Chabrol, F. Sauter-Starace, Julie Oziat, Maelys Rovetta, B. Icard, D. Guiraud, J. Divoux, C. Malbert, C. Henry, S. Maubert
This paper describes the fabrication and the packaging of a flexible parylene-based multi-contact electrode embedded in a silicone-based cuff. This type of electrode is well suited for peripheral nerve recording and offers improved spatial selectivity. We conducted mechanical and electrical tests for assessing the reliability by using an accelerated lifetime protocol. Test structures made with platinum sandwiched with parylene C were designed. The accelerated lifetime soaking tests in phosphate buffered saline (PBS) solution at 67°C showed a longer life time (approximatively 4.5 years) with a dehydration bake introduction in the process flow and a parylene thickness increase. A specific test bench was developed for the mechanical cycling and for evaluating the mechanical robustness of the thin film devices.
本文介绍了一种嵌入硅基袖口的柔性聚苯乙烯基多触点电极的制造和封装。这种类型的电极非常适合周围神经记录,并提供改进的空间选择性。通过使用加速寿命协议,我们进行了机械和电气测试,以评估可靠性。设计了用铂夹二甲苯制成的试验结构。在67°C的磷酸盐缓冲盐水(PBS)溶液中加速寿命浸泡试验表明,在工艺流程中引入脱水烘烤和增加聚对二甲苯厚度,寿命更长(约4.5年)。开发了用于机械循环和评估薄膜器件机械稳健性的专用试验台。
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引用次数: 2
Video game speech rehabilitation for velopharyngeal dysfunction: Feasibility and pilot testing 视频游戏对腭咽功能障碍的言语康复:可行性和试点测试
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146747
Meredith J. Cler, Graham E. Voysey, C. Stepp
Poor control over the velopharyngeal (VP) port (connection between the oral and nasal cavities) leads to unintelligible speech; this VP dysfunction (VPD) can be due to structural abnormalities, poor motor control, or lack of appropriate feedback (hearing impairment). VP control is not aided by visual feedback since the relevant anatomy is not visible to the speaker or the listener. Here we present initial data from a novel, game-based speech rehabilitation platform designed for children with VPD, in which online feedback of speech nasalization is provided based on measurements of nasal skin vibration and speech acoustics. Twelve pediatric participants (three with VPD) completed one session with the video game and were all able to easily use the game. Over 90% of the participants reported that the game was at least “kind of fun” and that the equipment at least “kind of comfortable”. Over 90% of participants and 100% of their parents said they could use the game at home. Results are promising for further development and long-term testing in individuals with VPD.
对腭咽(VP)口(口腔和鼻腔之间的连接)控制不佳导致言语不清;这种副心室功能障碍(VPD)可能是由于结构异常、运动控制不良或缺乏适当的反馈(听力障碍)。VP控制没有视觉反馈的帮助,因为相关的解剖结构对说话者或听者来说是不可见的。在这里,我们提供了一个为VPD儿童设计的新颖的、基于游戏的语言康复平台的初始数据,该平台基于鼻皮肤振动和语音声学测量提供语音鼻化的在线反馈。12名儿童参与者(其中3名患有VPD)完成了一次视频游戏,并且都能够轻松地使用游戏。超过90%的参与者报告说,这个游戏至少“有点好玩”,设备至少“有点舒服”。超过90%的参与者和100%的家长表示他们可以在家里玩这款游戏。结果为VPD患者的进一步开发和长期测试提供了希望。
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引用次数: 1
Wireless for peripheral nerve prosthesis and safety 无线周围神经假体的安全性
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146706
R. Jegadeesan, N. Thakor, S. Yen
Plethora of implant devices reported in the last decade are enabled using wireless power delivery and telemetry systems. In this work, we present the design of wireless a platform that enables a completely implantable peripheral nerve prosthesis. Large power (over 100mW) delivery and large bandwidth telemetry (1.3 Mbps) demanded by this prosthesis application are addressed by the proposed platform whilst still adhering to the regulatory specific absorption rate safety limits (2W/Kg). The wireless platform is built and verified using acute rodent experiments.
据报道,在过去十年中,大量的植入设备使用无线电力传输和遥测系统。在这项工作中,我们提出了无线平台的设计,使完全植入式周围神经假体成为可能。该平台解决了该假体应用所需的大功率(超过100mW)传输和大带宽遥测(1.3 Mbps),同时仍符合法规特定吸收率安全限制(2W/Kg)。建立了无线平台,并通过急性啮齿动物实验进行了验证。
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引用次数: 1
Classification of motor unit activity following targeted muscle reinnervation 定向肌肉神经再支配后运动单元活动的分类
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146707
Tamas Kapelner, N. Jiang, I. Vujaklija, O. Aszmann, A. Holobar, D. Farina
For the past six decades, signal processing methods for myoelectric control of prostheses consisted mainly of calculating time- and frequency domain features of the EMG signal. This type of feature extraction considers the surface EMG as colored noise, neglecting its generation as a sum of motor unit activities. In this study we propose the use of motor unit behavior for classifying motor tasks with the aim of myoelectric control. We recorded high-density surface EMG of three patients who underwent targeted muscle reinnervation, and decomposed these signals into motor unit spike trains using an automatic offline EMG decomposition method. From the motor unit spike trains we used the number of discharges in each analysis interval as a feature for a support vector machine classifier. The same classifier was used for discriminating classic time-domain EMG features, for comparison. Classification accuracy was greater for motor unit information than for the classic features (97.06%±1.74 vs 85.01%±13.66), especially when the number of classes was high (95.11% ± 1.74 vs 69.25% ± 4.04 for 11 classes). These results suggest that the identification of motor unit activity from surface EMG can be a powerful way for pattern recognition in targeted muscle reinnervation patients.
过去六十年来,假肢肌电控制的信号处理方法主要包括计算肌电信号的时域和频域特征。这种特征提取方法将表面肌电信号视为彩色噪声,忽略了其作为运动单元活动总和的产生。在本研究中,我们提出利用运动单元行为对运动任务进行分类,以达到肌电控制的目的。我们记录了三名接受靶向肌肉神经支配的患者的高密度表面肌电图,并使用自动离线肌电图分解方法将这些信号分解为运动单元尖峰列车。从运动单元尖峰列车中,我们使用每个分析区间的放电次数作为支持向量机分类器的特征。为了进行比较,我们使用了相同的分类器来区分经典的时域肌电图特征。与经典特征相比,运动单位信息的分类准确率更高(97.06%±1.74 vs 85.01%±13.66),尤其是当类别数量较多时(11 个类别的分类准确率为 95.11%±1.74 vs 69.25%±4.04 )。这些结果表明,从表面肌电图中识别运动单位活动是对目标肌肉神经再支配患者进行模式识别的有效方法。
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引用次数: 11
Guiding deep brain stimulation contact selection using local field potentials sensed by a chronically implanted device in Parkinson's disease patients 长期植入装置感应局部场电位引导帕金森病患者深部脑刺激接触选择
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146754
Allison T. Connolly, W. Kaemmerer, Siddharth Dani, S. Stanslaski, E. Panken, Matthew D. Johnson, T. Denison
We have found that a set of support vector machines operating upon local field potentials sensed from an implanted DBS lead can identify the contact chosen by the physician for the patient's STN DBS therapy with 91% accuracy. The finding is based on a small data set and thus subject to change with further data collection and cross-validation. Nevertheless, the results suggest that an algorithm for selecting an effective contact for STN DBS based on the signals sensed from the DBS lead may be feasible.
我们发现,一组支持向量机对植入DBS导线感应到的局部场电位进行操作,可以识别医生为患者STN DBS治疗选择的接触点,准确率为91%。这一发现是基于一个小数据集,因此可能会随着进一步的数据收集和交叉验证而改变。然而,结果表明,基于从DBS引线感应到的信号选择STN DBS有效触点的算法是可行的。
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引用次数: 20
Participant perspectives from a cortical vision implant study: Ethical and psychological implications 来自皮质视觉植入研究的参与者观点:伦理和心理影响
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146610
F. Lane, Kristian B. Nitsch, P. Troyk
A total of thirteen individuals were interviewed and asked to describe their experiences of participating in a cortical vision implant study conducted by William Dobelle between 2000 and 2005. The transcripts from the interviews were analyzed using MAXQDA software and themes that resulted from the interviews such as motivation to participate, sensory substitution expectations, decision-making process, experience of artificial vision and functional use of artificial vision is described in depth. Emotional experiences of participating in the study result in ethical and psychological implications for future research.
共有13个人接受了采访,并被要求描述他们参与2000年至2005年间威廉·多贝尔(William Dobelle)进行的皮质视觉植入研究的经历。使用MAXQDA软件对访谈记录进行分析,并对访谈产生的参与动机、感官替代期望、决策过程、人工视觉体验和人工视觉功能使用等主题进行了深入描述。参与研究的情感体验对未来的研究具有伦理和心理学意义。
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引用次数: 6
Role of major burst leaders in modular hippocampal networks 模块化海马体网络中主要突发先导的作用
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146677
M. Bisio, Valentina Pasquale, A. Bosca, L. Berdondini, M. Chiappalone
The development of in vitro neuronal models constituted by patterned networks is of significant interest in the neuroscientific community and requires the convergence of electrophysiological studies with micro/nano-fabrication techniques. In this paper we make use of a methodology to induce self-organization of networks into two connected sub-populations grown onto commercially available Micro Electrode Arrays (MEAs) in order to understand the role of `burst leaders' in generating the collective synchronous events (i.e. network bursts) spontaneously arising in dissociated cultures. Considering the multitude of connections shown by uniform neuronal cultures, the restraint of neurite outgrowth along specific pathways ensures a considerable control over network complexity. Here we exploit this topological configuration to investigate whether and how network burst generation is affected by the development of the network. Our results constitute important evidence that engineered neuronal networks are a powerful platform to systematically approach questions related to the dynamics of neuronal assemblies.
由模式网络构成的体外神经元模型的发展是神经科学界的重要兴趣,需要电生理研究与微/纳米制造技术的融合。在本文中,我们利用一种方法将网络的自组织诱导成两个连接的亚群,这些亚群生长在市售的微电极阵列(MEAs)上,以了解“突发领导者”在产生集体同步事件(即网络突发)中自发产生的作用。考虑到统一的神经元培养所显示的大量连接,沿特定路径的神经突生长的限制确保了对网络复杂性的相当大的控制。在这里,我们利用这种拓扑结构来研究网络突发的产生是否以及如何受到网络发展的影响。我们的结果构成了重要的证据,证明工程神经元网络是一个强大的平台,可以系统地解决与神经元组装动力学相关的问题。
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引用次数: 0
期刊
2015 7th International IEEE/EMBS Conference on Neural Engineering (NER)
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