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Design and engineering of organ-on-a-chip. 器官芯片的设计与工程。
IF 4.6 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-05-01 DOI: 10.1007/s13534-022-00258-4
Sujin Cho, Sumi Lee, Song Ih Ahn

Organ-on-a-chip (OOC) is an emerging interdisciplinary technology that reconstitutes the structure, function, and physiology of human tissues as an alternative to conventional preclinical models for drug screening. Over the last decade, substantial progress has been made in mimicking tissue- and organ-level functions on chips through technical advances in biomaterials, stem cell engineering, microengineering, and microfluidic technologies. Structural and engineering constituents, as well as biological components, are critical factors to be considered to reconstitute the tissue function and microenvironment on chips. In this review, we highlight critical engineering technologies for reconstructing the tissue microarchitecture and dynamic spatiotemporal microenvironment in OOCs. We review the technological advances in the field of OOCs for a range of applications, including systemic analysis tools that can be integrated with OOCs, multiorgan-on-chips, and large-scale manufacturing. We then discuss the challenges and future directions for the development of advanced end-user-friendly OOC systems for a wide range of applications.

器官芯片(OOC)是一项新兴的跨学科技术,它可以重建人体组织的结构、功能和生理,作为药物筛选的传统临床前模型的替代方案。在过去的十年中,通过生物材料、干细胞工程、微工程和微流体技术的技术进步,在芯片上模拟组织和器官水平的功能方面取得了实质性进展。结构和工程成分以及生物成分是重构芯片组织功能和微环境的关键因素。本文重点介绍了重建OOCs组织微结构和动态时空微环境的关键工程技术。我们回顾了ooc领域在一系列应用方面的技术进展,包括可与ooc集成的系统分析工具、多器官芯片和大规模制造。然后,我们讨论了面向广泛应用的先进终端用户友好的OOC系统开发的挑战和未来方向。
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引用次数: 8
Continuous non-invasive estimates of cerebral blood flow using electrocardiography signals: a feasibility study. 使用心电图信号连续无创估计脑血流量:可行性研究。
IF 4.6 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-05-01 DOI: 10.1007/s13534-023-00265-z
Samuel J van Bohemen, Jeffrey M Rogers, Philip C Boughton, Jillian L Clarke, Joaquin T Valderrama, Andre Z Kyme

This paper describes a potential method to detect changes in cerebral blood flow (CBF) using electrocardiography (ECG) signals, measured across scalp electrodes with reference to the same signal across the chest-a metric we term the Electrocardiography Brain Perfusion index (EBPi). We investigated the feasibility of EBPi to monitor CBF changes in response to specific tasks. Twenty healthy volunteers wore a head-mounted device to monitor EBPi and electroencephalography (EEG) during tasks known to alter CBF. Transcranial Doppler (TCD) ultrasound measurements provided ground-truth estimates of CBF. Statistical analyses were applied to EBPi, TCD right middle cerebral artery blood flow velocity (rMCAv) and EEG relative Alpha (rAlpha) data to detect significant task-induced changes and correlations. Breath-holding and aerobic exercise induced highly significant increases in EBPi and TCD rMCAv (p < 0.01). Verbal fluency also increased both measures, however the increase was only significant for EBPi (p < 0.05). Hyperventilation induced a highly significant decrease in TCD rMCAv (p < 0.01) but EBPi was unchanged. Combining all tasks, EBPi exhibited a highly significant, weak positive correlation with TCD rMCAv (r = 0.27, p < 0.01) and the Pearson coefficient between EBPi and rAlpha was r = - 0.09 (p = 0.05). EBPi appears to be responsive to dynamic changes in CBF and, can enable practical, continuous monitoring. CBF is a key parameter of brain health and function but is not easily measured in a practical, continuous, non-invasive fashion. EBPi may have important clinical implications in this context for stroke monitoring and management. Additional studies are required to support this claim.

Supplementary information: The online version contains supplementary material available at 10.1007/s13534-023-00265-z.

本文描述了一种利用心电图(ECG)信号检测脑血流量(CBF)变化的潜在方法,该信号通过头皮电极测量,参考穿过胸部的相同信号-我们称之为心电图脑灌注指数(EBPi)。我们研究了EBPi监测脑血流变化对特定任务的响应的可行性。20名健康志愿者在执行已知会改变脑血流的任务时,佩戴头戴式设备来监测EBPi和脑电图(EEG)。经颅多普勒(TCD)超声测量提供了CBF的真实值估计。对EBPi、TCD右大脑中动脉血流速度(rMCAv)和脑电图相对α (rAlpha)数据进行统计分析,以检测任务诱导的显著变化和相关性。屏气和有氧运动诱导EBPi和TCD rMCAv显著升高(p p p p = 0.05)。EBPi似乎对CBF的动态变化有反应,可以实现实际的连续监测。脑血流是脑健康和功能的关键参数,但不容易以实用、连续、无创的方式测量。EBPi在脑卒中监测和管理方面可能具有重要的临床意义。需要更多的研究来支持这一说法。补充信息:在线版本包含补充资料,提供地址为10.1007/s13534-023-00265-z。
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引用次数: 0
Histologic evaluation of a catheter coated with paclitaxel PLGA nanoparticles in the internal jugular veins of rats. 大鼠颈内静脉中紫杉醇PLGA纳米颗粒涂层导管的组织学评价。
IF 4.6 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-04-29 eCollection Date: 2023-08-01 DOI: 10.1007/s13534-023-00282-y
Song-Yi Kim, Susmita Aryal, Wan Su Yun, Woo Cheol Kim, Suk-Bae Moon, Gi-Bong Chae, Jaehong Key, Seongyup Kim

The aim of this study is to investigate the potential impact of catheterization on intimal hyperplasia and explore the efficacy of Paclitaxel loaded PLGA nanoparticles (PTX-NPs) in preventing stenosis at the site of venous injury. Under general anesthesia, Central Venous Catheters were inserted into the rat's right internal jugular veins (IJV) using the cut-down technique. Twenty bare catheters (C) and twenty PTX-NPs coated catheters (P) were assigned to one of four groups (C2, C4, P2, or P4) based on catheter type and expected survival time. 2 or 4 weeks after surgery, IJVs were completely harvested by formalin fixation and gelatin infusion and slides were stained with H&E (Haematoxylin and Eosin) and Masson's technique. The P2 (Paclitaxel coating, 2 weeks) group showed the most proliferation among the four groups and the P4 (Paclitaxel coating, 4 weeks) showed a tendency to decrease proliferation. Additionally, the lumen size in the P4 group was about 6% smaller than in the P2 group, and there was a lower prevalence of stenotic grade in the P4 group. Our study suggests that PTX-NPs coated catheters may be effective in preventing venous stenosis if the intended usage is prolonged, rather than for a short-term period.

Graphical abstract: Schematic representation of catheter functionalization and coating of PTX-NPs on Catheter.

Supplementary information: The online version contains supplementary material available at 10.1007/s13534-023-00282-y.

本研究的目的是研究导管插入术对内膜增生的潜在影响,并探讨紫杉醇负载的PLGA纳米颗粒(PTX-NPs)在预防静脉损伤部位狭窄方面的疗效。在全身麻醉下,使用切开技术将中心静脉导管插入大鼠右颈内静脉(IJV)。根据导管类型和预期生存时间,将20根裸导管(C)和20根PTX-NP涂层导管(P)分为四组(C2、C4、P2或P4)中的一组。手术后2或4周,通过福尔马林固定和明胶输注完全收获IJVs,并用H&E(苏木精和Eosin)和Masson技术对载玻片进行染色。在四组中,P2(紫杉醇涂层,2周)组显示出最多的增殖,而P4(紫杉醇包衣,4周)显示出减少增殖的趋势。此外,P4组的管腔尺寸比P2组小约6%,P4组狭窄程度的发生率较低。我们的研究表明,如果预期使用时间延长,而不是短期使用,PTX-NP涂层导管可能有效预防静脉狭窄。图形摘要:导管功能化和导管上PTX NP涂层的示意图。补充信息:在线版本包含补充材料,可访问10.1007/s13534-023-00282-y。
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引用次数: 0
Towards comprehensive evaluation of the FLEXotendon glove-III: a case series evaluation in pediatric clinical cases and able-bodied adults. FLEXotendon手套的综合评估III:儿科临床病例和健全成年人的病例系列评估。
IF 4.6 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-04-28 eCollection Date: 2023-08-01 DOI: 10.1007/s13534-023-00280-0
Phillip Tran, Drew Elliott, Kinsey Herrin, Jaydev P Desai

Injuries involving the nervous system, such as a brachial plexus palsy or traumatic brain injury, can lead to impairment in the functionality of the hand. Assistive robotics have been proposed as a possible method to improve patient outcomes in rehabilitation. The work presented here evaluates the FLEXotendon Glove-III, a 5 degree-of-freedom, voice-controlled, tendon-driven soft robotic hand exoskeleton, with two human subjects with hand impairments and four able-bodied subjects. The FLEXotendon Glove-III was evaluated on four unimpaired subjects, in conjunction with EMG sensor data, to determine the quantitative performance of the glove in applied pinch force, perturbation resistance, and exertion reduction. The exoskeleton system was also evaluated on two subjects with hand impairments, using two standardized hand function tests, the Jebsen-Taylor Hand Function Test and the Toronto Rehabilitation Institute Hand Function Test. The subjects were also presented with three qualitative questionnaires, the Capabilities of Upper Extremities Questionnaire, the Quebec User Evaluation of Satisfaction with Assistive Technology, and the Orthotics Prosthetics User Survey-Satisfaction module. From the previous design, minor design changes were made to the exoskeleton. The quick connect system was redesigned for improved performance, the number of motors was reduced to decrease overall footprint, and the entire system was placed into a compact acrylic case that can be placed into a backpack for increased portability.

涉及神经系统的损伤,如臂丛神经麻痹或创伤性脑损伤,会导致手部功能受损。辅助机器人技术已被提议作为一种可能的方法来改善患者的康复效果。本文介绍的工作评估了FLEXotendon Glove III,这是一种5自由度、声控、肌腱驱动的软机械手外骨骼,有两名手部损伤的人类受试者和四名身体健全的受试者。在四名未受损受试者身上评估了FLEXotendon手套III,并结合EMG传感器数据,以确定手套在施加夹挤力、抗扰动和减少用力方面的定量性能。外骨骼系统还对两名手部损伤的受试者进行了评估,使用了两项标准化的手部功能测试,即捷成-泰勒手部功能试验和多伦多康复研究所手部功能实验。受试者还收到了三份定性问卷,即上肢能力问卷、魁北克用户对辅助技术的满意度评估和矫形器假肢用户调查满意度模块。在之前的设计基础上,对外骨骼进行了细微的设计更改。快速连接系统经过重新设计以提高性能,电机数量减少以减少整体占地面积,整个系统被放置在一个紧凑的丙烯酸外壳中,该外壳可以放置在背包中以提高便携性。
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引用次数: 0
Recent trends and challenges of surface electromyography in prosthetic applications. 表面肌电图在假肢应用中的最新趋势和挑战。
IF 4.6 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-04-22 eCollection Date: 2023-08-01 DOI: 10.1007/s13534-023-00281-z
Drishti Yadav, Karan Veer

Surface electromyography (sEMG) meets extensive applications in the field of prosthesis in the current period. The effectiveness of sEMG in prosthesis applications has been verified by numerous revolutionary developments and extensive research attempts. A large volume of research and literature works have explored and validated the vast use of these signals in prostheses as an assistive technology. The objective of this paper is to conduct a systematic review and offer a detailed overview of the work record in the prosthesis and myoelectric interfaces framework. This review utilized a systematic search strategy to identify published articles discussing the state-of-the-art applications of sEMG in prostheses (including upper limb prosthesis and lower limb prostheses). Relevant studies were identified using electronic databases such as PubMed, IEEE Explore, SCOPUS, ScienceDirect, Google Scholar and Web of Science. Out of 3791 studies retrieved from the databases, 188 articles were found to be potentially relevant (after screening of abstracts and application of inclusion-exclusion criteria) and included in this review. This review presents an investigative analysis of sEMG-based prosthetic applications to assist the readers in making further advancements in this field. It also discusses the fundamental advantages and disadvantages of using sEMG in prosthetic applications. It also includes some important guidelines to follow in order to improve the performance of sEMG-based prosthesis. The findings of this study support the widespread use of sEMG in prosthetics. It is concluded that sEMG-based prosthesis technology, still in its sprouting phase, requires significant explorations for further development. Supplementary investigations are necessary in the direction of making a seamless mechanism of biomechatronics for sEMG-based prosthesis by cohesive efforts of robotic researchers and biomedical engineers.

表面肌电(sEMG)在当今假肢领域有着广泛的应用。sEMG在假体应用中的有效性已经通过许多革命性的发展和广泛的研究尝试得到了验证。大量的研究和文献工作已经探索并验证了这些信号作为一种辅助技术在假肢中的广泛应用。本文的目的是对假体和肌电接口框架中的工作记录进行系统综述,并提供详细的概述。这篇综述利用系统搜索策略来识别已发表的文章,这些文章讨论了表面肌电在假肢(包括上肢假肢和下肢假肢)中的最新应用。使用PubMed、IEEE Explore、SCOPUS、ScienceDirect、Google Scholar和Web of Science等电子数据库确定了相关研究。在从数据库检索到的3791项研究中,188篇文章被发现具有潜在相关性(在筛选摘要和应用纳入-排除标准后),并被纳入本综述。这篇综述对基于表面肌电的假肢应用进行了调查分析,以帮助读者在该领域取得进一步进展。还讨论了表面肌电在假肢应用中的基本优点和缺点。它还包括一些重要的指导方针,以提高基于表面肌电的假体的性能。这项研究的结果支持表面肌电在假肢中的广泛应用。因此,基于表面肌电的假体技术仍处于萌芽阶段,需要进一步探索。通过机器人研究人员和生物医学工程师的共同努力,有必要对基于表面肌电的假体的生物电子无缝机制进行补充研究。
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引用次数: 0
All-optical optoacoustic micro-tomography in reflection mode. 反射模式下的全光学光声显微断层扫描。
IF 4.6 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-04-19 eCollection Date: 2023-08-01 DOI: 10.1007/s13534-023-00278-8
Tamar Harary, Yoav Hazan, Amir Rosenthal

High-resolution optoacoustic imaging at depths beyond the optical diffusion limit is conventionally performed using a microscopy setup where a strongly focused ultrasound transducer samples the image object point-by-point. Although recent advancements in miniaturized ultrasound detectors enables one to achieve microscopic resolution with an unfocused detector in a tomographic configuration, such an approach requires illuminating the entire object, leading to an inefficient use of the optical power, and imposing a trans-illumination configuration that is limited to thin objects. We developed an optoacoustic micro-tomography system in an epi-illumination configuration, in which the illumination is scanned with the detector. The system is demonstrated in phantoms for imaging depths of up to 5 mm and in vivo for imaging the vasculature of a mouse ear. Although image-formation in optoacoustic tomography generally requires static illumination, our numerical simulations and experimental measurements show that this requirement is relaxed in practice due to light diffusion, which homogenizes the fluence in deep tissue layers.

在超过光学扩散极限的深度处的高分辨率光声成像通常使用显微镜设置来执行,其中强聚焦超声换能器逐点采样图像对象。尽管小型化超声探测器的最新进展使人们能够在断层摄影配置中使用未聚焦的探测器来实现微观分辨率,但这种方法需要照射整个物体,导致光功率的低效使用,并强加仅限于薄物体的跨照明配置。我们开发了一种外照射配置的光声显微断层扫描系统,其中用探测器扫描照明。该系统在高达5mm的成像深度的体模中进行了演示,并在体内对小鼠耳朵的脉管系统进行了演示。尽管光声层析成像中的图像形成通常需要静态照明,但我们的数值模拟和实验测量表明,由于光扩散,这一要求在实践中得到了放宽,从而使深层组织层中的通量均匀化。
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引用次数: 0
Cortical representation of musical pitch in event-related potentials. 事件相关电位中音高的皮层表征。
IF 4.6 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-04-13 eCollection Date: 2023-08-01 DOI: 10.1007/s13534-023-00274-y
Taehyoung Kim, Miyoung Chung, Eunju Jeong, Yang Seok Cho, Oh-Sang Kwon, Sung-Phil Kim

Neural coding of auditory stimulus frequency is well-documented; however, the cortical signals and perceptual correlates of pitch have not yet been comprehensively investigated. This study examined the temporal patterns of event-related potentials (ERP) in response to single tones of pitch chroma, with an assumption that these patterns would be more prominent in musically-trained individuals than in non-musically-trained individuals. Participants with and without musical training (N = 20) were presented with seven notes on the C major scale (C4, D4, E4, F4, G4, A4, and B4), and whole-brain activities were recorded. A linear regression analysis between the ERP amplitude and the seven notes showed that the ERP amplitude increased or decreased as the frequency of the pitch increased. Remarkably, these linear correlations were anti-symmetric between the hemispheres. Specifically, we found that ERP amplitudes of the left and right frontotemporal areas decreased and increased, respectively, as the pitch frequency increased. Although linear slopes were significant in both groups, the musically-trained group exhibited marginally steeper slope, and their ERP amplitudes were most discriminant for frequency of tone of pitch at earlier latency than in the non-musically-trained group (~ 460 ms vs ~ 630 ms after stimulus onset). Thus, the ERP amplitudes in frontotemporal areas varied according to the pitch frequency, with the musically-trained participants demonstrating a wider range of amplitudes and inter-hemispheric anti-symmetric patterns. Our findings may provide new insights on cortical processing of musical pitch, revealing anti-symmetric processing of musical pitch between hemispheres, which appears to be more pronounced in musically-trained people.

Supplementary information: The online version contains supplementary material available at 10.1007/s13534-023-00274-y.

听觉刺激频率的神经编码有很好的记录;然而,皮层信号和音高的感知相关性尚未得到全面的研究。这项研究考察了事件相关电位(ERP)对音高色度单音的反应时间模式,假设这些模式在受过音乐训练的个体中比在未受过音乐培训的个体中更突出。参加和不参加音乐训练的参与者(N = 20) 呈现了C大调的七个音符(C4、D4、E4、F4、G4、A4和B4),并记录了整个大脑的活动。ERP幅度与七个音符之间的线性回归分析表明,ERP幅度随着音高频率的增加而增加或减少。值得注意的是,这些线性相关性在大脑半球之间是反对称的。具体来说,我们发现,随着音高频率的增加,左额颞区和右额颞区的ERP振幅分别降低和增加。尽管两组的线性斜率都很显著,但音乐训练组的斜率略陡,与非音乐训练组相比,他们的ERP振幅在潜伏期早期对音调频率的判别力最强(~ 460毫秒vs ~ 刺激开始后630ms)。因此,额颞叶区域的ERP振幅根据音高频率而变化,受过音乐训练的参与者表现出更宽的振幅范围和半球间的反对称模式。我们的发现可能会为皮层对音高的处理提供新的见解,揭示大脑半球之间音高的反对称处理,这在受过音乐训练的人中似乎更为明显。补充信息:在线版本包含补充材料,可访问10.1007/s13534-023-00274-y。
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引用次数: 0
Soft, adhesive and conductive composite for electroencephalogram signal quality improvement. 用于改善脑电图信号质量的柔软、粘合和导电复合材料。
IF 4.6 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-04-13 eCollection Date: 2023-08-01 DOI: 10.1007/s13534-023-00279-7
Jeong E Jin, Seohyeon Kim, Hyeji Yu, Keyong Nam Lee, Young Rag Do, Seung Min Lee

Since electroencephalogram (EEG) is a very small electrical signal from the brain, it is very vulnerable to external noise or motion artifact, making it difficult to measure. Therefore, despite the excellent convenience of dry electrodes, wet electrodes have been used. To solve this problem, self-adhesive and conductive composites using carbon nanotubes (CNTs) in adhesive polydimethylsiloxane (aPDMS), which can have the advantages of both dry and wet electrodes, have been developed by mixing them uniformly with methyl group-terminated PDMS. The CNT/aPDMS composite has a low Young's modulus, penetrates the skin well, has a high contact area, and excellent adhesion and conductivity, so the signal quality is enhanced. As a result of the EEG measurement test, although it was a dry electrode, results comparable to those of a wet electrode were obtained in terms of impedance and motion noise. It also shows excellent biocompatibility in a human fibroblast cell test and a week-long skin reaction test, so it can measure EEG with high signal quality for a long period of time.

由于脑电图是来自大脑的一个非常小的电信号,它非常容易受到外部噪声或运动伪影的影响,因此很难测量。因此,尽管干电极具有极好的便利性,但已经使用了湿电极。为了解决这个问题,通过将碳纳米管(CNTs)与甲基封端的PDMS均匀混合,开发了在粘合剂聚二甲基硅氧烷(aPDMS)中使用碳纳米管的自粘导电复合材料,该复合材料可以同时具有干电极和湿电极的优点。CNT/aPDMS复合材料具有低的杨氏模量,很好地穿透皮肤,具有高的接触面积,并且具有优异的粘附性和导电性,因此增强了信号质量。作为EEG测量测试的结果,尽管它是干电极,但在阻抗和运动噪声方面获得了与湿电极相当的结果。它在人类成纤维细胞测试和为期一周的皮肤反应测试中也显示出优异的生物相容性,因此它可以长时间测量高信号质量的脑电图。
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引用次数: 0
Non-contact oxygen saturation monitoring for wound healing process using dual-wavelength simultaneous acquisition imaging system. 双波长同步采集成像系统用于伤口愈合过程的非接触式血氧饱和度监测。
IF 4.6 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-04-12 DOI: 10.1007/s13534-023-00275-x
You-Rim Park, Yoo-Kyoung Shin, Joo Beom Eom

Here we report the fabrication of a noncontact pulse oximeter system based on a dual-wavelength imaging system and its oxygen saturation monitoring performance during wound healing. The dual-wavelength imaging system consists of 660 nm and 940 nm light-emitting diodes and a multi-spectral camera that simultaneously accepts visible and near-infrared images. Using the proposed system, images were acquired at 30 fps at both wavelengths, and photoplethysmography signals were extracted by specifying a specific region in the images. We removed the signals caused by small movements and smoothed them using the discrete wavelet transform and moving average filter. To confirm the feasibility of the proposed noncontact oxygen saturation system, a wound model was created using a hairless mouse and oxygen saturation was measured during wound healing. The measured values were compared and analyzed using a reflective animal pulse oximeter. Through a comparative analysis of these two devices, the error of the proposed system was evaluated and the possibility of its clinical application and wound healing monitoring through oxygen saturation measurement confirmed.

本文报道了一种基于双波长成像系统的非接触式脉搏血氧仪系统的制造及其在伤口愈合过程中的血氧饱和度监测性能。双波长成像系统由660nm和940nm发光二极管和一个同时接受可见光和近红外图像的多光谱相机组成。利用该系统,在两个波长下以30fps的速度获取图像,并通过在图像中指定特定区域提取光体积脉搏波信号。利用离散小波变换和移动平均滤波对小运动产生的信号进行平滑处理。为了证实所提出的非接触式血氧饱和度系统的可行性,我们用无毛小鼠建立了伤口模型,并在伤口愈合过程中测量了血氧饱和度。用反射动物脉搏血氧仪对测量值进行比较和分析。通过对两种装置的对比分析,评估了所提出系统的误差,确认了其临床应用的可能性,以及通过测量血氧饱和度监测伤口愈合的可能性。
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引用次数: 0
Facial electromyogram-based facial gesture recognition for hands-free control of an AR/VR environment: optimal gesture set selection and validation of feasibility as an assistive technology. 基于面部肌电图的面部手势识别用于AR/VR环境的免提控制:最佳手势集选择和作为辅助技术的可行性验证。
IF 4.6 4区 医学 Q2 ENGINEERING, BIOMEDICAL Pub Date : 2023-04-11 eCollection Date: 2023-08-01 DOI: 10.1007/s13534-023-00277-9
Chunghwan Kim, Chaeyoon Kim, HyunSub Kim, HwyKuen Kwak, WooJin Lee, Chang-Hwan Im

The rapid expansion of virtual reality (VR) and augmented reality (AR) into various applications has increased the demand for hands-free input interfaces when traditional control methods are inapplicable (e.g., for paralyzed individuals who cannot move their hands). Facial electromyogram (fEMG), bioelectric signals generated from facial muscles, could solve this problem. Discriminating facial gestures using fEMG is possible because fEMG signals vary with these gestures. Thus, these signals can be used to generate discrete hands-free control commands. This study implemented an fEMG-based facial gesture recognition system for generating discrete commands to control an AR or VR environment. The fEMG signals around the eyes were recorded, assuming that the fEMG electrodes were embedded into the VR head-mounted display (HMD). Sixteen discrete facial gestures were classified using linear discriminant analysis (LDA) with Riemannian geometry features. Because the fEMG electrodes were far from the facial muscles associated with the facial gestures, some similar facial gestures were indistinguishable from each other. Therefore, this study determined the best facial gesture combinations with the highest classification accuracy for 3-15 commands. An analysis of the fEMG data acquired from 15 participants showed that the optimal facial gesture combinations increased the accuracy by 4.7%p compared with randomly selected facial gesture combinations. Moreover, this study is the first to investigate the feasibility of implementing a subject-independent facial gesture recognition system that does not require individual user training sessions. Lastly, our online hands-free control system was successfully applied to a media player to demonstrate the applicability of the proposed system.

Supplementary information: The online version contains supplementary material available at 10.1007/s13534-023-00277-9.

虚拟现实(VR)和增强现实(AR)在各种应用中的快速扩展增加了对免提输入接口的需求,而传统的控制方法不适用(例如,对于无法移动手的瘫痪者)。面部肌电图(fEMG)是由面部肌肉产生的生物电信号,可以解决这个问题。使用fEMG辨别面部手势是可能的,因为fEMG信号随这些手势而变化。因此,这些信号可以用于生成离散的免提控制命令。本研究实现了一个基于fEMG的面部手势识别系统,用于生成离散命令来控制AR或VR环境。假设fEMG电极嵌入VR头戴式显示器(HMD),记录眼睛周围的fEMG信号。利用黎曼几何特征的线性判别分析(LDA)对16个离散的面部手势进行了分类。由于fEMG电极远离与面部手势相关的面部肌肉,一些相似的面部手势彼此无法区分。因此,本研究确定了3-15个命令分类准确率最高的最佳面部手势组合。对15名参与者的fEMG数据的分析表明,与随机选择的面部手势组合相比,最佳面部手势组合的准确率提高了4.7%p。此外,这项研究首次调查了实现不需要个人用户培训课程的独立于受试者的面部手势识别系统的可行性。最后,我们的在线免提控制系统成功地应用于媒体播放器,以证明所提出的系统的适用性。补充信息:在线版本包含补充材料,可访问10.1007/s13534-023-00277-9。
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Biomedical Engineering Letters
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