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

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Revealing critical channels and frequency bands for emotion recognition from EEG with deep belief network 揭示了基于深度信念网络的脑电情感识别的关键通道和频带
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146583
Wei-Long Zheng, Hao-Tian Guo, Bao-Liang Lu
For EEG-based emotion recognition tasks, there are many irrelevant channel signals contained in multichannel EEG data, which may cause noise and degrade the performance of emotion recognition systems. In order to tackle this problem, we propose a novel deep belief network (DBN) based method for examining critical channels and frequency bands in this paper. First, we design an emotion experiment and collect EEG data while subjects are watching emotional film clips. Then we train DBN for recognizing three emotions (positive, neutral, and negative) with extracted differential entropy features as input and compare DBN with other shallow models such as KNN, LR, and SVM. The experiment results show that DBN achieves the best average accuracy of 86.08%. We further explore critical channels and frequency bands by examining the weight distribution learned by DBN, which is different from the existing work. We identify four profiles with 4, 6, 9 and 12 channels, which achieve recognition accuracies of 82.88%, 85.03%, 84.02%, 86.65%, respectively, using SVM.
对于基于脑电图的情绪识别任务,多通道脑电图数据中含有许多不相关的通道信号,这些信号可能会产生噪声,降低情绪识别系统的性能。为了解决这一问题,本文提出了一种基于深度信念网络(DBN)的关键信道和关键频段检测方法。首先,我们设计了一个情绪实验,在被试观看情绪电影片段的同时采集EEG数据。然后,我们以提取的微分熵特征作为输入,训练DBN识别三种情绪(积极、中性和消极),并将DBN与其他浅模型(如KNN、LR和SVM)进行比较。实验结果表明,DBN的平均准确率达到了86.08%。我们通过检查DBN学习到的权重分布,进一步探索关键信道和频段,这与现有工作不同。采用支持向量机对4、6、9、12个通道的4个剖面进行了识别,识别准确率分别为82.88%、85.03%、84.02%、86.65%。
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引用次数: 49
Sensorless force estimation using a neuro-vision-based approach for robotic-assisted surgery 基于神经视觉的机器人辅助手术无传感器力估计方法
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146566
Angelica I. Avilés, Samar M. Alsaleh, P. Sobrevilla, A. Casals
This paper addresses the issue of lack of force feedback in robotic-assisted minimally invasive surgeries. Force is an important measure for surgeons in order to prevent intra-operative complications and tissue damage. Thus, an innovative neuro-vision based force estimation approach is proposed. Tissue surface displacement is first measured via minimization of an energy functional. A neuro approach is then used to establish a geometric-visual relation and estimate the applied force. The proposed approach eliminates the need of add-on sensors, carrying out biocompatibility studies and is applicable to tissues of any shape. Moreover, we provided an improvement from 15.14% to 56.16% over other approaches which demonstrate the potential of our proposal.
本文解决了机器人辅助微创手术中缺乏力反馈的问题。用力是外科医生预防术中并发症和组织损伤的重要措施。因此,提出了一种新颖的基于神经视觉的力估计方法。组织表面位移首先通过能量函数的最小化来测量。然后使用神经方法建立几何视觉关系并估计施加的力。提出的方法消除了附加传感器的需要,进行生物相容性研究,适用于任何形状的组织。此外,与其他方法相比,我们提供了从15.14%到56.16%的改进,这表明了我们建议的潜力。
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引用次数: 25
Effects of stratum corneum and conductive gel properties on sensory afferents recruitment by 3D TENS computational modeling 角质层和导电凝胶性质对感觉传入神经募集的影响
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146670
U. K. Zhu, P. Li, G. Chai, X. Sui
Incorporation of tactile sensory feedback by non-invasive transcutaneous electrical nerve stimulation (TENS) is potentially helpful for a prosthetic hand to accomplish dexterous manipulation. As for TENS through surface electrode, the stimulating current flows directly through the conductive gel and the stratum corneum (SC) layers to activate the tactile afferent nerve fibers. In our study the specific modulation effect of recruiting afferent nerve fibers in the two layers was investigated by establishing a 3D finite element model of the forearm. The results showed that both decreasing the gel thickness and increasing the gel resistivity improved the electrical stimulation sensitivity for electrotactile feedback, which would be beneficial to lower the threshold current of TENS. Meanwhile, decreasing the SC resistivity was also beneficial to improve the electrical stimulation sensitivity, but the variations of the normal SC thickness had negligible influence on the sensitivity. On one hand, these results gave us a specific guidance for choosing appropriate property parameters for conductive gel. On the other hand, both the thickness and resistivity of SC were susceptible to age, gender, and physical conditions etc., so it was significant for us to comprehend specific modulation effect under variation of SC properties.
通过非侵入性经皮神经电刺激(TENS)将触觉反馈结合起来,可能有助于假手完成灵巧的操作。通过表面电极的TENS,刺激电流直接流过导电凝胶和角质层,激活触觉传入神经纤维。本研究通过建立前臂三维有限元模型,研究了两层传入神经纤维的具体调节作用。结果表明,减小凝胶厚度和增大凝胶电阻率均能提高电触觉反馈的电刺激灵敏度,有利于降低TENS的阈值电流。同时,降低SC电阻率也有利于提高电刺激灵敏度,但正常SC厚度的变化对灵敏度的影响可以忽略不计。这些结果一方面为导电凝胶性能参数的选择提供了具体的指导。另一方面,SC的厚度和电阻率都受年龄、性别和物理条件等因素的影响,因此了解SC性质变化下的特定调制效应对我们有重要意义。
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引用次数: 2
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
A fully implantable and rechargeable neurostimulation system for animal research 用于动物研究的完全可植入和可充电的神经刺激系统
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146648
K. Paralikar, W. Santa, Rajesh Iyer, A. Thom, Xin Su, Erik Hovland, David A. Dinsmoor, Gordon Munns, Steve J. May, Erik R. Scott, T. Denison
A neurostimulation system consisting of a reusable, four-channel, fully-implantable rechargeable neurostimulator (INS), recharger and wireless controller is described. The intent of the system is to enable acute and chronic research with stimulation codes and patterns in rodents and large animals as a means to understand the underlying neuroscience principles responsible for neuromodulation therapy, explore improved outcomes for existing therapies and identify potential new therapies. The total volume of the INS is 3cc including the rechargeable battery, stimulation system and low volume lead connector block. Wireless telemetry is inductive and operational with up to 60 cm of separation from the controller so as to enable untethered, real-time program updates.
介绍了一种由可重复使用、四通道、全植入式可充电神经刺激器(INS)、充电器和无线控制器组成的神经刺激系统。该系统的目的是使啮齿动物和大型动物的刺激代码和模式的急性和慢性研究成为一种手段,以了解负责神经调节治疗的潜在神经科学原理,探索现有疗法的改进结果,并确定潜在的新疗法。INS的总容积为3cc,包括可充电电池、增产系统和小体积引线连接器块。无线遥测是感应式和可操作的,与控制器的距离可达60厘米,从而实现不受束缚的实时程序更新。
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引用次数: 8
Application of BCI-FES system on stroke rehabilitation BCI-FES系统在脑卒中康复中的应用
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146823
Shenglong Jiang, Long Chen, Zhongpeng Wang, Jiapeng Xu, Cheng Qi, Hongzhi Qi, Feng He, Dong Ming
Rehabilitation of motor impairment after stroke has an important medical value. However, the present stroke rehabilitation mainly are passive, its efficacy is limited. The BCI-FES system focused on the limit of passive stroke rehabilitation, combined with motor imagery (MI) and functional electrical stimulation (FES), through the pattern recognition of motor imagery mode of patients with EEG signal, generated FES signal. The BCI-FES system achieved the active rehabilitation of patients with mind-control, stimulated brain plasticity and improved rehabilitation efficacy. In this study, the BCI-FES system and clinical rehabilitation evaluation of post-stroke hemiplegia patients was investigated, and the rehabilitation efficacy showed, affected motor related cortex of patient subject was activated significantly, and motor function was further enhanced, by brain plasticity guidance of BCI-FES.
脑卒中后运动障碍的康复治疗具有重要的医学价值。然而,目前脑卒中康复主要是被动式的,其疗效有限。BCI-FES系统着眼于被动脑卒中康复的极限,结合运动想象(MI)和功能电刺激(FES),通过对患者脑电信号的运动想象模式进行模式识别,生成FES信号。BCI-FES系统实现了精神控制患者的主动康复,刺激了大脑可塑性,提高了康复疗效。本研究对脑卒中后偏瘫患者的BCI-FES系统及临床康复评价进行了研究,康复效果显示,BCI-FES的脑可塑性引导使患者被试受影响的运动相关皮层被显著激活,运动功能进一步增强。
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引用次数: 10
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。
{"title":"New sectorized implantable microelectrode fabrication, packaging and ageing for neural sensing and stimulation","authors":"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","doi":"10.1109/NER.2015.7146660","DOIUrl":"https://doi.org/10.1109/NER.2015.7146660","url":null,"abstract":"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.","PeriodicalId":137451,"journal":{"name":"2015 7th International IEEE/EMBS Conference on Neural Engineering (NER)","volume":"20 6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130982502","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Effect of additional mechanical sensor data on an EMG-based pattern recognition system for a powered leg prosthesis 附加机械传感器数据对基于肌电图的模式识别系统的影响
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146704
John A. Spanias, A. M. Simon, Kimberly A. Ingraham, L. Hargrove
Powered lower limb prostheses can improve amputees' ability to traverse stairs and ramps by providing positive mechanical work at the knee and ankle joint. EMG signals have been proposed as one way of providing seamless mode transitions by using them in combination with embedded mechanical sensors as inputs to a pattern recognition system that predicts the user's desired locomotion mode. In this study, we have expanded the amount of mechanical sensor information to include data from an additional five degrees of freedom in the load cell, as well as calculated thigh and shank angles. The purpose of this study was to determine the impact of this additional information on the performance of an EMG-based pattern recognition system designed to predict the desired locomotion mode. Our results indicate that including the additional mechanical sensor signals decreased the error rates of the system for both steady-state and transitional steps when compared to the reduced sensor set. We also found that EMG still decreased the error rate of the system, but to a lesser extent when using the additional mechanical sensors.
动力下肢假肢可以通过在膝关节和踝关节处提供积极的机械功来提高截肢者通过楼梯和坡道的能力。EMG信号已经被提出作为一种提供无缝模式转换的方法,通过将它们与嵌入式机械传感器结合使用,作为预测用户所需运动模式的模式识别系统的输入。在这项研究中,我们扩大了机械传感器信息的数量,包括来自称重传感器中另外五个自由度的数据,以及计算的大腿和小腿角度。本研究的目的是确定这些附加信息对基于肌电图的模式识别系统性能的影响,该系统旨在预测期望的运动模式。我们的研究结果表明,与减少的传感器集相比,加入额外的机械传感器信号降低了系统在稳态和过渡阶段的错误率。我们还发现肌电图仍然降低了系统的错误率,但在使用额外的机械传感器时,其程度较小。
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引用次数: 40
To what extent can retinal prostheses restore vision? 视网膜假体能在多大程度上恢复视力?
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146605
D. Rathbun, A. Jalligampala, K. Stingl, E. Zrenner
After a general consideration of the various approaches to electrical stimulation of the retina, a thorough in vitro investigation of retinal responses to voltage-controlled stimuli is discussed within the context of the Alpha IMS subretinal implant (Retina Implant AG, Reutlingen, Germany). This is supplemented by a clinical trial interim report describing results obtained in 29 patients blind from retinitis pigmentosa who have received the Alpha IMS implant. It is concluded that the surgical procedure is safe and blind patients can benefit in visual tasks of daily life with this device that has meanwhile received approval for commercial use in Europe.
在全面考虑了视网膜电刺激的各种方法之后,在Alpha IMS视网膜下植入物(retina implant AG, Reutlingen, Germany)的背景下,对视网膜对电压控制刺激的反应进行了彻底的体外研究。一份临床试验中期报告补充了这一点,该报告描述了29名接受Alpha IMS植入物的视网膜色素性失明患者的结果。结论是手术过程是安全的,盲人患者可以使用该设备进行日常生活中的视觉任务,同时该设备已在欧洲获得商业使用批准。
{"title":"To what extent can retinal prostheses restore vision?","authors":"D. Rathbun, A. Jalligampala, K. Stingl, E. Zrenner","doi":"10.1109/NER.2015.7146605","DOIUrl":"https://doi.org/10.1109/NER.2015.7146605","url":null,"abstract":"After a general consideration of the various approaches to electrical stimulation of the retina, a thorough in vitro investigation of retinal responses to voltage-controlled stimuli is discussed within the context of the Alpha IMS subretinal implant (Retina Implant AG, Reutlingen, Germany). This is supplemented by a clinical trial interim report describing results obtained in 29 patients blind from retinitis pigmentosa who have received the Alpha IMS implant. It is concluded that the surgical procedure is safe and blind patients can benefit in visual tasks of daily life with this device that has meanwhile received approval for commercial use in Europe.","PeriodicalId":137451,"journal":{"name":"2015 7th International IEEE/EMBS Conference on Neural Engineering (NER)","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130009428","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
A brain-to-sonar electronic interface to bypass peripheral auditory system in rats 绕过大鼠外周听觉系统的脑-声纳电子接口
Pub Date : 2015-04-22 DOI: 10.1109/NER.2015.7146557
A. Fiorillo, S. Pullano, M. Menniti, R. Citraro, G. Sarro, E. Russo
Hearing loss is one of the most common neural impairments and is usually due to damage to peripheral structures. The insertion of a specific electronic interface along the auditory pathway, bypassing the area of peripheral damage, can at least partially reactivate the auditory faculty. Herein, a rat brain stimulation technique based on an ultrasound system is presented. The complete system consists of two polyvinylidene-fluoride transducers and an electronic interface, which processes ultrasounds in the air mimicking what happens in the cochlea, simulating action potentials spontaneously generated by the hair cells and then sending them to the brain. The cortical response is closely connected to environmental characteristics carried out by the external stimuli presented to the inferior colliculus, bypassing the sense organ.
听力损失是最常见的神经损伤之一,通常是由于周围结构的损伤。沿着听觉通路插入一个特定的电子接口,绕过外围损伤区域,至少可以部分地重新激活听觉。本文介绍了一种基于超声系统的大鼠脑刺激技术。完整的系统由两个聚偏氟乙烯换能器和一个电子接口组成,它处理空气中的超声波,模拟耳蜗中发生的情况,模拟毛细胞自发产生的动作电位,然后将它们发送到大脑。这种皮层反应与外界刺激绕过感觉器官进入下丘所产生的环境特征密切相关。
{"title":"A brain-to-sonar electronic interface to bypass peripheral auditory system in rats","authors":"A. Fiorillo, S. Pullano, M. Menniti, R. Citraro, G. Sarro, E. Russo","doi":"10.1109/NER.2015.7146557","DOIUrl":"https://doi.org/10.1109/NER.2015.7146557","url":null,"abstract":"Hearing loss is one of the most common neural impairments and is usually due to damage to peripheral structures. The insertion of a specific electronic interface along the auditory pathway, bypassing the area of peripheral damage, can at least partially reactivate the auditory faculty. Herein, a rat brain stimulation technique based on an ultrasound system is presented. The complete system consists of two polyvinylidene-fluoride transducers and an electronic interface, which processes ultrasounds in the air mimicking what happens in the cochlea, simulating action potentials spontaneously generated by the hair cells and then sending them to the brain. The cortical response is closely connected to environmental characteristics carried out by the external stimuli presented to the inferior colliculus, bypassing the sense organ.","PeriodicalId":137451,"journal":{"name":"2015 7th International IEEE/EMBS Conference on Neural Engineering (NER)","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127090062","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
期刊
2015 7th International IEEE/EMBS Conference on Neural Engineering (NER)
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