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Autonomous Cricothyroid Membrane Detection and Manipulation Using Neural Networks and a Robot Arm for First-Aid Airway Management 基于神经网络和机械臂的环甲膜自主检测与操作在急救气道管理中的应用
IF 0.9 4区 医学 Q4 ENGINEERING, BIOMEDICAL Pub Date : 2022-12-16 DOI: 10.1115/1.4056505
Xiao-Peng Han, Hailin Ren, Jingyuan Qi, P. Ben-Tzvi
Cricothyrotomy serves as one of the most efficient surgical interventions when a patient is enduring a Can't Intubate Can't Oxygenate (CICO) scenario. However, medical background and professional training are required for the provider to establish a patent airway successfully. Motivated by robotics applications in search and rescue, this work focuses on applying artificial intelligence techniques on the precise localization of the incision site, the cricothyroid membrane (CTM), of the injured using an RGB-D camera, and the manipulation of a robot arm with reinforcement learning to reach the detected CTM keypoint. In this paper, we further improved the success rate of our previously proposed Hybrid Neural Network (HNNet) in detecting the CTM from 84.3% to 96.6%, yielding an error of less than 5mm in real-world coordinates. In addition, a separate neural network was trained to manipulate a robotic arm for reaching a waypoint with an error of less than 5mm. An integrated system that combines both the perception and the control techniques was built and experimentally validated using a human-size manikin to validate the overall concept of autonomous cricothyrotomy with an RGB-D camera and a robotic manipulator using artificial intelligence.
当患者忍受无法插管无法充氧(CICO)的情况时,剖腹手术是最有效的手术干预措施之一。然而,提供者需要医学背景和专业培训才能成功建立专利气道。受机器人在搜救中应用的启发,这项工作的重点是应用人工智能技术,使用RGB-D相机精确定位伤者的切口部位环甲膜(CTM),并通过强化学习操作机械臂以到达检测到的CTM关键点。在本文中,我们将先前提出的混合神经网络(HNNet)在检测CTM方面的成功率从84.3%进一步提高到96.6%,在真实世界坐标中产生的误差小于5mm。此外,还训练了一个单独的神经网络来操纵机械臂到达误差小于5毫米的航路点。建立了一个将感知和控制技术相结合的集成系统,并使用真人大小的人体模型进行了实验验证,以验证RGB-D相机和使用人工智能的机器人操作器的自主环切除术的总体概念。
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引用次数: 0
Development of a Computational Framework for the Evaluation of Biodegradable Cerebral Stents with Enhanced Bending Performance 具有增强弯曲性能的可生物降解脑支架评估计算框架的开发
IF 0.9 4区 医学 Q4 ENGINEERING, BIOMEDICAL Pub Date : 2022-12-16 DOI: 10.1115/1.4056507
Weiliang Shi, Chen Zhang, Ankun Xie, Kellen Mitchell, Yifei Jin, Danyang Zhao
Cerebral aneurysm disease has extremely high mortality and morbidity, which can be efficiently treated by implanting a vascular stent. However, due to relatively poor flexibility and biodegradability, current vascular stents still cause some life-threatening complications. Thus, it is of great significance to develop new biodegradable cerebral stents (BCSs) with enhanced flexibility for improving the prognosis of cerebral aneurysm disease. In this work, a flexibility-enhanced BCS architecture has been investigated and designed. Both numerical simulation and experiments have been performed to demonstrate the potential clinical application of the proposed BCSs. First, the effects of the structural parameters on the flexibility have been analyzed by finite element simulation. Then, the mechanical properties of the proposed BCSs have been characterized via both numerical simulation and experiments and compared to those of two representative commercial stents for demonstrating the flexibility and radial stiffness of the proposed design. The knowledge from this work provides a new design methodology.
脑动脉瘤疾病具有极高的死亡率和发病率,可以通过植入血管支架有效治疗。然而,目前的血管支架由于其相对较差的柔韧性和生物降解性,仍然会导致一些危及生命的并发症。因此,开发柔性增强的新型生物可降解脑支架(BCSs)对改善脑动脉瘤疾病的预后具有重要意义。在这项工作中,研究和设计了一个灵活性增强的BCS架构。数值模拟和实验都证明了所提出的bcs的潜在临床应用。首先,通过有限元仿真分析了结构参数对柔性的影响。然后,通过数值模拟和实验对所提出的bcs的力学性能进行了表征,并与两种具有代表性的商用支架进行了比较,以证明所提出设计的柔性和径向刚度。从这项工作中获得的知识提供了一种新的设计方法。
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引用次数: 0
Design of a Novel Tendon-Sheath-Driven Upper Limb Exoskeleton for Assisting Surgeon Performing Microlaryngoscopic Surgery 一种新型肌腱鞘驱动的上肢外骨骼的设计,用于辅助外科医生进行喉镜手术
IF 0.9 4区 医学 Q4 ENGINEERING, BIOMEDICAL Pub Date : 2022-11-24 DOI: 10.1115/1.4056319
Zhengyu Wang, Wenjun Song, Sen Qian, Daoming Wang, Zirui Jia, Xiang Yu
Microlaryngoscopic surgery is a type of laryngeal surgery performed by surgeons using microsurgical instruments under the observation of a specially designed laryngoscope. While performing a microlaryngoscopic operation, the surgeons must maintain their arm position for a long time, which can cause arm soreness and affect the accuracy of the operation. In this study, a tendon-sheath-driven upper limb auxiliary exoskeleton (TULAE) is proposed and developed. The flexible cables are compressed by a wave-shaped pressing mechanism to fix the TULAE's rotating joints. The TULAE can assist surgeons in laryngoscopy operations by providing suitable support for their arms to reduce the surgical risks caused by muscle fatigue. The TULAE has 4 degrees of freedom (DOF) on each arm. The shoulder flexion/extension, shoulder abduction/adduction and elbow internal rotation/external rotation can be fixed by the control box. The shoulder internal rotation/ external rotation is a passive DOF obtained using hinges. The TULAE's shoulder, upper arm and forearm links are designed with lengths adjustable to accommodate wearers of different heights and weights. A large-scale but risk-free workspace is analyzed through rigid body kinematics using the spinor method. The control hardware of the TULAE is developed based on the open-source Arduino board. Finally, the experimental results show that this TULAE can significantly reduce the range of wrists shaking and assist surgeons in laryngoscopy surgery.
显微喉镜手术是外科医生在专门设计的喉镜观察下使用显微手术器械进行的一种喉部手术。在进行喉镜手术时,外科医生必须长时间保持手臂姿势,这样会造成手臂酸痛,影响手术的准确性。本研究提出并开发了一种肌腱鞘驱动的上肢辅助外骨骼(TULAE)。柔性电缆被一个波浪形的压紧机构压缩,以固定TULAE的旋转接头。TULAE可以帮助外科医生进行喉镜手术,为他们的手臂提供合适的支撑,以减少因肌肉疲劳引起的手术风险。TULAE的每只手臂上都有4个自由度。肩关节屈伸、外展、内收、肘关节内旋、外旋均可通过控制箱固定。肩部内旋/外旋是利用铰链获得的被动自由度。TULAE的肩部、上臂和前臂连接的长度可调节,以适应不同身高和体重的佩戴者。采用旋量法对大型无风险工作空间进行了刚体运动学分析。TULAE的控制硬件是基于开源的Arduino板开发的。最后,实验结果表明,该TULAE可以明显减小手腕抖动的范围,辅助外科医生进行喉镜手术。
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引用次数: 0
A Portable, Vacuum-Operated, and Purely Mechanical Device for Extracting Feces by Suction to Cure Chronic Anal Fissures 一种便携式、真空操作、纯机械抽吸粪便治疗慢性肛裂的装置
IF 0.9 4区 医学 Q4 ENGINEERING, BIOMEDICAL Pub Date : 2022-11-15 DOI: 10.1115/1.4056251
Riaz Ur Rehman Mohammed, Vedad Bassari, Richard Rasmussen, B. Terry
An anal fissure is a common anorectal problem that affects men and women of all age groups. It develops from an acute phase that presents as a linear or oval tear in the anoderm and may progress to a more complex chronic stage due to poor healing. Routine defecation causes overstretching of the anoderm and deepens the scar, setting up a positive feedback loop that keeps the fissure from healing. Existing treatments can be invasive, expensive, and may induce side effects. Here we present a novel vacuum-operated mechanical device to extract feces via suction. The device is designed to solve the problem of anodermal stretching by assisting in defecation. The device was tested in vitro on a benchtop model of the rectum and in vivo on pigs. In vitro tests showed that the device could hold a vacuum for 12 h with negligible leakage. Further, the device could extract simulated human feces at a flowrate of 32 mL/s. In vivo tests on pigs showed that the device did not cause any trauma to the rectal wall, thus demonstrating its safety. Our results highlight the potential of this novel platform to circumvent the problem of anodermal stretching and improve the healing rate of anal fissures.
肛裂是一种常见的肛门直肠问题,影响所有年龄组的男性和女性。它从急性期发展而来,表现为阳极层的线性或椭圆形撕裂,由于愈合不良,可能发展到更复杂的慢性期。常规排便会导致阳极皮过度拉伸,加深疤痕,形成一个正反馈回路,阻止裂缝愈合。现有的治疗方法可能是侵入性的、昂贵的,并且可能引起副作用。在这里,我们提出了一种新型的真空操作机械装置,通过抽吸提取粪便。该装置旨在通过协助排便来解决阳极拉伸的问题。该装置在直肠台式模型上进行了体外测试,并在猪身上进行了体内测试。体外测试表明,该装置可以保持真空12小时,泄漏量可以忽略不计。此外,该装置可以以32mL/s的流速提取模拟人类粪便。在猪身上进行的体内测试表明,该装置没有对直肠壁造成任何创伤,因此证明了其安全性。我们的研究结果突出了这种新型平台的潜力,可以避免阳极皮肤拉伸的问题,提高肛裂的愈合率。
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引用次数: 0
Application of ANN to Nucleic Acid Analysis: Accurate Discrimination for Untypical Real-Time Fluorescence Curves with High Specificity and Sensitivity 人工神经网络在核酸分析中的应用:高特异性、高灵敏度的非典型实时荧光曲线的精确判别
IF 0.9 4区 医学 Q4 ENGINEERING, BIOMEDICAL Pub Date : 2022-11-08 DOI: 10.1115/1.4056150
Guijun Miao, Xiaodan Jiang, Yunping Tu, Lulu Zhang, Duli Yu, Shizhi Qian, Xianbo Qiu
As a division of polymerase chain reaction (PCR), convective PCR (CPCR) is able to achieve highly efficient thermal cycling based on free thermal convection with pseudo-isothermal heating, which could be beneficial to point-of-care (POC) nucleic acid analysis. Similar to traditional PCR or isothermal amplification, due to a couple of issues, e.g., reagent, primer design, reactor, reaction dynamics, amplification status, temperature and heating condition, and other reasons, in some cases of CPCR tests, untypical real-time fluorescence curves with positive or negative tests will show up. Especially, when parts of the characteristics between untypical low-positive and negative tests are mixed together, it is difficult to discriminate between them using traditional cycle threshold (Ct) value method. To handle this issue which may occur in CPCR, traditional PCR or isothermal amplification, as an example, instead of using complicated mathematical modeling and signal processing strategy, an artificial intelligence (AI) classification method with artificial neural network (ANN) modeling is developed to improve the accuracy of nucleic acid detection. It has been proven that both the detection specificity and sensitivity can be significantly improved even with a simple ANN model. It can be estimated that, the developed method based on AI modeling can be adopted to solve similar problem with PCR, or isothermal amplification methods.
作为聚合酶链式反应(PCR)的一个分支,对流PCR(CPCR)能够在自由热对流和伪等温加热的基础上实现高效的热循环,这可能有利于护理点(POC)核酸分析。与传统的PCR或等温扩增类似,由于一些问题,例如试剂、引物设计、反应器、反应动力学、扩增状态、温度和加热条件以及其他原因,在CPCR测试的某些情况下,会出现阳性或阴性测试的非典型实时荧光曲线。特别是,当非典型低阳性和阴性检测之间的部分特征混合在一起时,使用传统的循环阈值(Ct)值方法很难区分它们。为了解决CPCR、传统PCR或等温扩增中可能出现的这一问题,以提高核酸检测的准确性为例,开发了一种基于人工神经网络建模的人工智能分类方法,而不是使用复杂的数学建模和信号处理策略。已经证明,即使使用简单的ANN模型,也可以显著提高检测的特异性和灵敏度。可以估计,所开发的基于AI建模的方法可以用于解决与PCR或等温扩增方法类似的问题。
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引用次数: 1
Design and Evaluation of Self-Cooling Electrodes for Radiofrequency Intestinal Anastomosis 射频肠吻合自冷电极的设计与评价
IF 0.9 4区 医学 Q4 ENGINEERING, BIOMEDICAL Pub Date : 2022-10-18 DOI: 10.1115/1.4056008
Wanli Yue, Haipo Cui, Chengli Song, Liangyong Tu, Jingcheng Lang, Wenhui Yan, Yingxi Lu
Colorectal cancer is a common malignant tumor in the gastrointestinal tract. Resection of the cancerous site and anastomosis of the residual intestine is the preferred radical treatment for colorectal cancer. In particular, radiofrequency energy anastomosis of the residual intestine is being increasingly used in clinical practice. To improve the quality of anastomosis, reduce the thermal damage of tissue near the anastomosis area, and avoid foreign body residue in this area, we propose a self-cooling eversion-type radiofrequency-energy intestinal anastomosis electrode, which is analyzed through simulations and evaluated experimentally for welding intestinal tissue. For radiofrequency energy power of 160 W, anastomosis time of 13.2 s, and pressure of 154 kPa, the disconnected intestinal tissues can be anastomosed using the proposed electrode. The average burst pressure of the anastomotic orifice is 43.86 mmHg. During welding, the temperature of the normal saline at the outlet is 6.8 °C higher than that at the inlet, indicating that the use of circulating normal saline as the conductive and cooling medium can dissipate part of the heat generated by welding and reduce heat accumulation, thereby reducing thermal damage of biological tissue near the welding area. Overall, the proposed electrode may contribute to the recovery of postoperative intestinal function by enabling a novel strategy for clinical intestinal anastomosis induced by radiofrequency energy.
癌症是一种常见的胃肠道恶性肿瘤。切除癌灶并吻合残余肠是癌症的首选根治性治疗方法。尤其是残余肠的射频能量吻合在临床实践中越来越多地使用。为了提高吻合质量,减少吻合区附近组织的热损伤,避免异物残留在该区域,我们提出了一种自冷却外翻型射频能量肠吻合电极,并对其进行了仿真分析和实验评估,用于焊接肠组织。当射频能量功率为160W,吻合时间为13.2s,压力为154kPa时,可以使用所提出的电极吻合断开的肠组织。吻合口的平均破裂压力为43.86毫米汞柱。在焊接过程中,出口处的生理盐水的温度为6.8°;C高于入口处的温度,表明使用循环生理盐水作为导电和冷却介质可以消散焊接产生的部分热量,减少热量积聚,从而减少焊接区域附近生物组织的热损伤。总的来说,所提出的电极可以通过实现射频能量诱导的临床肠吻合的新策略,有助于术后肠功能的恢复。
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引用次数: 0
Design and Evaluation of a High-Performance, Low-Cost Prosthetic Foot for Developing Countries 一种适用于发展中国家的高性能、低成本假肢足的设计与评价
IF 0.9 4区 医学 Q4 ENGINEERING, BIOMEDICAL Pub Date : 2022-10-13 DOI: 10.1115/1.4055967
W. Johnson, Victor Prost, Pooja Mukul, A. Winter
A novel, high-performance, cosmetic, rugged, appropriately-costed, mass-manufacturable prosthetic foot for use in low-income countries was designed and field tested. This ruggedized foot was created to accommodate the unique economic, environmental, and cultural requirements for users in India. A previous prototype that enabled able-bodied like gait was modified to include a durable cosmetic cover without altering the tuned stiffness of the overall foot. After undergoing mechanical benchtop testing, the foot was distributed to prosthesis users in India to for at least 5 months. Afterwards, participants underwent clinical tests to evaluate walking performance, and additional benchtop testing was performed on the field-tested feet to identify changes in performance. The ruggedized foot endured one million fatigue cycles without failure and demonstrated the desired stiffness properties. Subjects walked significantly faster (0.14 m/s) with the ruggedized foot compared to the Jaipur foot, and the feet showed no visible sign of damage after months of use. Additionally, the field-tested feet showed little difference in stiffness from a set of unused controls. Anecdotal feedback from the participants indicated that the foot improved their speed and/or walking effort, but may benefit from more degrees of freedom about the ankle. The results suggest that the foot fulfills its design requirements; however, further field testing is required with more participants over a longer period to make sure the foot is suitable for use in developing countries.
为低收入国家设计了一种新型、高性能、美观、坚固、成本合理、可大规模生产的假肢足,并进行了现场测试。这种坚固耐用的脚是为了适应印度用户独特的经济、环境和文化要求而设计的。先前的原型,使健全的步态被修改,包括一个耐用的化妆品覆盖,而不改变整个脚的调整刚度。经过机械台式测试后,脚被分发给印度的假体用户至少5个月。之后,参与者进行临床测试以评估步行性能,并对现场测试的脚进行额外的台式测试以确定性能的变化。加固后的脚经受了100万次疲劳循环而没有失效,并显示出所需的刚度特性。与斋浦尔足相比,受试者用加固足行走的速度明显更快(0.14 m/s),并且在使用数月后,足部没有明显的损伤迹象。此外,现场测试的脚与一组未使用的控制脚的刚度几乎没有区别。来自参与者的轶事反馈表明,脚提高了他们的速度和/或行走的努力,但可能受益于踝关节的更多自由度。结果表明,该脚满足设计要求;然而,需要更多的参与者在更长的时间内进行进一步的实地测试,以确保这种脚适合在发展中国家使用。
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引用次数: 0
An Experimental Study of Feasibility of a Mini-Invasive Fixator for Rib Osteosynthesis 微创肋骨骨固定器可行性的实验研究
IF 0.9 4区 医学 Q4 ENGINEERING, BIOMEDICAL Pub Date : 2022-10-05 DOI: 10.1115/1.4055861
L. Puglisi, M. Ceccarelli, V. Ambrogi
Alternatives to the current invasive rib implants are discussed as from the current solutions with their constraints and disadvantages mainly in surgery application and clinical consequences. A novel rib fixator is presented with an experimental validation and characterization for a potential implementation in facilitating osteosynthesis of multifractured ribs. Testing is designed with lab facilities replicating normal breathing and coughing. Results of lab test with a Ribolution rib fixator prototype are discussed from experiences with pig ribs with satisfactory results in behavior and numerical values.
从目前的解决方案出发,讨论了目前有创肋骨植入物的替代方案,主要在手术应用和临床后果方面存在局限性和缺点。一种新型肋骨固定器提出了一个实验验证和表征,以促进多骨折肋骨骨合成的潜在实现。测试是用实验室设备设计的,复制正常的呼吸和咳嗽。从猪肋的实验经验出发,讨论了Ribolution肋固定器原型的实验室试验结果,在性能和数值上都取得了令人满意的结果。
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引用次数: 0
Multi-Manipulator Robotic System for Ultrasound Tomography: Design, Calibration, and Image Results 超声断层扫描的多机械手机器人系统:设计、校准和图像结果
IF 0.9 4区 医学 Q4 ENGINEERING, BIOMEDICAL Pub Date : 2022-09-16 DOI: 10.1115/1.4055655
Xiang Zhang, G. Ely, Bonghun Shin, B. Anthony
In this article, we present the design, validation, and imaging capabilities of a MEchanically Discretized Ultrasound Scanning Apparatus (MEDUSA) that supports flexible development of UST algorithms for complex tissue structures. Ultrasound tomography (UST) in the recent decade has shown promising results in quantitative soft-tissue imaging for clinical breast cancer diagnostics. There is growing interest in applying tomographic techniques to image broader tissue structures that include bone, where imaging is significantly more challenging due to strong impedance mismatches and complex wave propagation within the region. Changes in data acquisition strategy, algorithms, and system design are necessary to enable quantitative imaging of soft-tissue with bone inclusions. The 36 degree of freedom MEDUSA system allows free space positioning of acoustic transducers around an imaging target and enables investigation of imaging strategies not available in other UST systems. We present the mechanical design, parameter calibration, and tomographic imaging results using MEDUSA. Mono/Bi-static imaging and full-waveform inversion (FWI) results on real targets are presented and validates system performance capabilities for broader UST algorithm development for more complex tissue structures
在本文中,我们介绍了一种机电离散化超声扫描设备(MEDUSA)的设计、验证和成像能力,该设备支持复杂组织结构的UST算法的灵活开发。近十年来,超声断层扫描(UST)在用于临床乳腺癌症诊断的定量软组织成像方面显示出有希望的结果。人们对将断层摄影技术应用于包括骨骼在内的更广泛的组织结构成像越来越感兴趣,因为该区域内存在强阻抗失配和复杂的波传播,因此成像更具挑战性。数据采集策略、算法和系统设计的改变对于实现具有骨内含物的软组织的定量成像是必要的。36自由度MEDUSA系统允许在成像目标周围自由空间定位声学换能器,并能够研究其他UST系统中不可用的成像策略。我们介绍了MEDUSA的机械设计、参数校准和断层成像结果。给出了真实目标的单/双静态成像和全波形反演(FWI)结果,并验证了系统在更复杂组织结构的更广泛UST算法开发中的性能
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引用次数: 0
Design, Analysis, and Control of A User-Adaptive 用户自适应的设计、分析和控制
IF 0.9 4区 医学 Q4 ENGINEERING, BIOMEDICAL Pub Date : 2022-09-05 DOI: 10.1115/1.4055521
Yuan Zhou, Lu Liu
This paper presents the design and preliminary evaluation of a user-adaptive ankle foot orthosis (AFO). To begin with, according to the foot dimensions of an able-bodied subject, the structures of the ankle orthotic device are conceived. Then, based on a common two-degree-of-freedom (DOF) foot model, the AFO-human system is set up; its kinematic model and the device's mechanism of user adaptation are analyzed. After that, the layout of a portable orthotic system, as well as a smart insole that detects gait phases, is illustrated. Finally, the orthotic system is tested on the aforementioned subject. Results show that, when assistive torque of the AFO is applied, the foot's plantarflexion magnitude before the swing stage and dorsiflexion magnitude during the swing stage approximately increase by 3 and 4 degrees, respectively. Therefore, the orthosis has the potential to aid propulsion motions and control toe clearance.
本文介绍了一种用户自适应踝足矫形器(AFO)的设计和初步评估。首先,根据身体健全的受试者的足部尺寸,构思了踝关节矫形器的结构。然后,基于常见的两自由度足部模型,建立了AFO人体系统;分析了其运动学模型和设备的用户适应机制。之后,说明了便携式矫形器系统的布局,以及检测步态阶段的智能鞋垫。最后,在上述受试者身上测试矫正系统。结果表明,当施加AFO的辅助力矩时,足部在摆动阶段前的跖屈幅度和摆动阶段的背屈幅度分别约增加3度和4度。因此,矫形器具有帮助推进运动和控制脚趾间隙的潜力。
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引用次数: 0
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Journal of Medical Devices-Transactions of the Asme
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