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Enhanced Whale Optimization Algorithm with Wavelet Decomposition for Lithium Battery Health Estimation in Deep Extreme Learning Machines 基于小波分解的增强Whale优化算法在深度极限学习机中的锂电池健康评估
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-07 DOI: 10.3390/app131810079
Hairui Wang, Jie Luo, Guifu Zhu, Ya Li
Lithium battery health state estimation can help optimize battery usage and management strategies. In response to the challenges faced by traditional battery management systems in accurately estimating the State of Health of lithium-ion batteries and addressing issues such as capacity recovery and noise interference, this paper proposes a method based on wavelet decomposition and an improved whale optimization algorithm optimized deep extreme learning machine for estimating the SOH of lithium-ion batteries. Firstly, the lithium-ion battery capacity degradation sequence is extracted, and the wavelet decomposition method is used to decompose the battery capacity into global and local degradation trends. Next, the non-linear convergence factor and the whale optimization algorithm with adaptive weights are employed to optimize the deep extreme learning machine for predicting each trend component. Finally, the prediction results are effectively integrated to obtain the lithium-ion battery SOH. This experimental method is validated using NASA and CALCE datasets, and the results indicate that the root mean square error and mean absolute percentage error are both below 0.95%, with relative accuracy and absolute correlation coefficients exceeding 98%. This demonstrates the method’s excellent accuracy and robustness.
锂电池健康状态估计可以帮助优化电池使用和管理策略。为了应对传统电池管理系统在准确估计锂离子电池的健康状况和解决容量恢复和噪声干扰等问题方面面临的挑战,本文提出了一种基于小波分解和改进的whale优化算法优化的深度极值学习机的锂离子电池SOH估计方法。首先,提取锂离子电池容量退化序列,利用小波分解方法将电池容量分解为全局和局部退化趋势。接下来,采用非线性收敛因子和具有自适应权重的鲸鱼优化算法来优化深度极值学习机,用于预测每个趋势分量。最后,将预测结果进行有效的综合,得到锂离子电池SOH。该实验方法使用NASA和CALCE数据集进行了验证,结果表明,均方根误差和平均绝对百分比误差均低于0.95%,相对准确度和绝对相关系数均超过98%。这证明了该方法具有良好的准确性和稳健性。
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引用次数: 1
A Special Robot for Precise Grading and Metering of Mushrooms Based on Yolov5 基于Yolov5的蘑菇精密分级计量专用机器人
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-07 DOI: 10.3390/app131810104
Xiaoyang Zhu, K. Zhu, Pingzeng Liu, Yan Zhang, Honghua Jiang
In order to accomplish accurate mushroom classification and measurement, it is necessary to optimize the existing classification algorithm and measurement devices, as well as to design a specific robot to improve classification accuracy and measurement efficiency. In order to achieve the above objectives, a research-level verification of mushroom grading using Yolov5 + OpenCV and a mushroom measuring system using a resistance strain gauge sensor was carried out. In the aspect of mushroom grading, a method based on the OpenCV visual library was used to identify the minimum quadrilateral outside the mushroom contour, allowing the size of the mushroom to be measured. The experiment’s results show that the method can assess target objects that are occluded with each other under different illumination conditions with 96% accuracy. In the measurement of mushrooms, the strain of the resistance is converted into an analog signal, and the weight of different grades of mushrooms is converted according to the linear relationship after processing by the detection circuit module. Through this method, the error range is successfully controlled within ±0.02 kg, which meets the requirements of accurate measurement of mushrooms. The results of field experiments show that the proposed accurate grading and measurement method of Lentinula edodes is effective and feasible, and provides technical support for the intelligent grading and measurement of Lentinula edodes in production units.
为了实现准确的蘑菇分类和测量,有必要优化现有的分类算法和测量设备,并设计一个特定的机器人来提高分类精度和测量效率。为了实现上述目标,使用Yolov5+OpenCV和使用电阻应变计传感器的蘑菇测量系统对蘑菇分级进行了研究级验证。在蘑菇分级方面,使用了一种基于OpenCV视觉库的方法来识别蘑菇轮廓外的最小四边形,从而可以测量蘑菇的大小。实验结果表明,该方法可以对不同光照条件下相互遮挡的目标物体进行评估,准确率为96%。在蘑菇的测量中,电阻的应变被转换成模拟信号,不同等级蘑菇的重量经过检测电路模块处理后根据线性关系进行转换。通过该方法,成功地将误差范围控制在±0.02 kg以内,满足了蘑菇精确测量的要求。田间试验结果表明,所提出的香菇精确分级测量方法是有效可行的,为生产单位香菇的智能分级测量提供了技术支持。
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引用次数: 0
Adsorption of Mixed Dispersions of Silica Nanoparticles and an Amphiphilic Triblock Copolymer at the Water–Vapor Interface 二氧化硅纳米粒子和两亲性三嵌段共聚物的混合分散体在水-气界面上的吸附
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-07 DOI: 10.3390/app131810093
Carlo Carbone, Alejandra Rubio-Bueno, F. Ortega, Ramón G. Rubio, E. Guzmán
This study investigates the surface modification of hydrophilic silica nanoparticles by non-chemical adsorption of an amphiphilic triblock copolymer, Pluronic F-127, and elucidates its influence on the interfacial dispersion properties. The interaction between Pluronic F-127 and silica nanoparticles drives the formation of copolymer-decorated particles with increased hydrodynamic diameter and reduced effective charge as the copolymer concentration increases, while the opposite effect occurs as the particle concentration increases at a fixed polymer concentration. This indicates that increasing the copolymer concentration leads to an increase in the coating density, whereas increasing the particle concentration leads to a decrease. This is of paramount importance for modulating the reorganization of the Pluronic F-127 shell upon adsorption at fluid–fluid interfaces and, thus, the adsorption of the decorated nanoparticles at the interface and the rheological properties of the obtained layers. In fact, the relationship between copolymer concentration and interfacial tension, as well as the mechanical response of the interface, mirrors the patterns observed in Pluronic F-127 solutions, and only a shift mediated by the Pluronic F-127 concentration is found. This suggests that the presence of particles limits the space available for Pluronic F-127 molecules to reorganize at the interface but does not significantly affect the interfacial behavior of the particle-laden interface.
本研究通过非化学吸附两亲性三嵌段共聚物Pluronic F-127对亲水性二氧化硅纳米颗粒进行表面改性,并阐明其对界面分散性能的影响。随着共聚物浓度的增加,Pluronic F-127和二氧化硅纳米颗粒之间的相互作用驱动形成具有增加的流体动力学直径和减少的有效电荷的共聚物修饰颗粒,而当颗粒浓度在固定聚合物浓度下增加时,发生相反的效果。这表明,增加共聚物浓度会导致涂层密度的增加,而增加颗粒浓度会导致降低。这对于调节Pluronic F-127外壳在流体-流体界面吸附时的重组至关重要,从而调节修饰的纳米颗粒在界面上的吸附和获得的层的流变特性。事实上,共聚物浓度和界面张力之间的关系,以及界面的机械响应,反映了在Pluronic F-127溶液中观察到的模式,并且只发现了由Pluronic F-1 27浓度介导的位移。这表明颗粒的存在限制了Pluronic F-127分子在界面处重组的可用空间,但不会显著影响负载颗粒的界面的界面行为。
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引用次数: 0
Development of a 3-DOF Cylindrical Ultrasonic Motor Based on Non-Standard Modes 基于非标准模态的三自由度圆柱超声电机的研制
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-07 DOI: 10.3390/app131810096
Jingwen Leng, Long Jin, Zhike Xu, X. Zhu
Cylindrical multi-degree-of-freedom (multi-DOF) ultrasonic motors have the potential to significantly reduce motor size compared to other ultrasonic motors. They find applications in various systems, including micro-robot joints and space probes. This paper proposes a 3-DOF cylindrical ultrasonic motor with hybrid vibration modes. Hybrid vibration modes encompass non-standard longitudinal and bending vibrations. The structure and operating principle of the motor are described first. COMSOL Multiphysics models the stator’s vibration modes, frequency response, and 3-DOF motion. A motor prototype is manufactured and characterized to demonstrate the output characteristics of the motor. The results indicate that the motor has a no-load speed of 37 rpm along the x- and y-axes and up to 77 rpm along the z-axis. The maximum output torque of the motor is 25 Nm. The motor is low in height and compact, providing a method for further reducing the stator length of motors of the same type.
与其他超声波电机相比,圆柱形多自由度(多自由度)超声波电机具有显著减小电机尺寸的潜力。它们在各种系统中都有应用,包括微型机器人关节和太空探测器。本文提出了一种具有混合振动模式的三自由度圆柱超声电机。混合振动模式包括非标准纵向和弯曲振动。首先介绍了该电机的结构和工作原理。COMSOL Multiphysics对定子的振动模式、频率响应和三自由度运动进行建模。制造并表征了电机原型,以展示电机的输出特性。结果表明,电机沿x轴和y轴的空载速度为37rpm,沿z轴的空载转速高达77rpm。电机的最大输出扭矩为25牛米。该电机高度低且紧凑,提供了一种用于进一步减小同类型电机的定子长度的方法。
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引用次数: 0
Volumetric Modulated Arc Therapy for Radiosurgery of Brain Metastases: A Single-Center Study 脑转移瘤放射外科的体积调节电弧治疗:一项单中心研究
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-07 DOI: 10.3390/app131810097
J. M. Sánchez-Villalobos, A. Serna-Berna, J. Salinas-Ramos, P. Escolar-Pérez, Marina Andreu-Gálvez, Emma Martínez-Alonso, J. Pérez-Vicente, Miguel Alcaraz
Whole-brain radiation therapy and stereotactic radiosurgery are two treatment modalities commonly utilized to treat brain metastases (BMs). The aim of this study is to retrospectively analyze the main radio-oncologic and clinical-demographic aspects of a cohort of BM patients treated with Volumetric Modulated Arc Therapy for radiosurgery (VMAT-RS). This is a cross-sectional observational design study with a retrospective review of the medical records of patients with brain metastases treated with VMAT-RS between 2012 and 2018. Clinical and demographic data, with special attention to sex, age, primary tumor, brain tumor-related epilepsy (BTRE), number and brain location of BMs, Karnofsky Performance Status (KPS), the updated DS-GPA prognostic index, and the survival estimated according to the Kaplan–Meier model from the date of radiosurgery, were analyzed. One hundred and twenty-one patients with 229 BMs were treated with VMAT-RS. Patients presented 1–4 BMs, which were treated with five non-coplanar VMAT arcs. Sixty-eight percent of the patients had lung cancer, and 35% of the BMs were in the frontal lobe. The proportion of local control was 88.5%. BTRE prevalence was 30.6%. The median survival time (MST) was 7.7 months. In the multivariate analysis of the Cox regression model, KPS ≥ 70 (HRKPS < 70 = 2.59; p = 0.001) and higher DS-GPA (HRDS-GPAII = 0.55, p = 0.022; HRDS-GPAIII-IV = 0.38, p = 0.006) were associated with improved survival. In the univariate analysis, primary tumor, age, and the presence of metastases in the posterior fossa (PFBMs) were also significant. In conclusion, the VMAT-RS is a technique with an overall survival rate comparable to other radiosurgery techniques. The median survival is significantly longer for those with higher KPS and DS-GPA. Other variables, such as the type of primary tumor, age, and PFBMs, could also influence survival, although further studies are needed.
全脑放射治疗和立体定向放射外科是治疗脑转移瘤的两种常用治疗方式。本研究的目的是回顾性分析接受体积调制电弧放射外科治疗(VMAT-RS)的骨髓瘤患者队列的主要放射肿瘤学和临床人口学方面。这是一项横断面观察性设计研究,对2012年至2018年间接受VMAT-RS治疗的脑转移患者的医疗记录进行了回顾性审查。分析了临床和人口统计学数据,特别关注性别、年龄、原发性肿瘤、脑肿瘤相关癫痫(BTRE)、骨髓瘤的数量和脑位置、卡诺夫斯基表现状态(KPS)、更新的DS-GPA预后指数以及根据Kaplan–Meier模型自放射外科手术之日起估计的生存率。使用VMAT-RS治疗121例患者,共229例骨髓瘤。患者出现1-4个BMs,用5个非共面VMAT弧进行治疗。68%的患者患有肺癌癌症,35%的BM位于额叶。局部控制的比例为88.5%,BTRE患病率为30.6%,中位生存时间(MST)为7.7个月。在Cox回归模型的多变量分析中,KPS≥70(HRKPS<70=2.59;p=0.001)和较高的DS-GPA(HRDS-GPAI=0.55,p=0.022;HRDS-GPAII-IV=0.38,p=0.006)与生存率的提高有关。在单因素分析中,原发性肿瘤、年龄和后颅窝转移的存在也很显著。总之,VMAT-RS是一种总体生存率与其他放射外科技术相当的技术。KPS和DS-GPA较高者的中位生存期明显较长。其他变量,如原发性肿瘤的类型、年龄和PFBM,也可能影响生存率,尽管还需要进一步的研究。
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引用次数: 0
Comparative Analysis of Cooling Methods for Dynamic Infrared Thermography (DIRT)-Based Skin Cancer Diagnosis 基于动态红外热像仪(DIRT)的皮肤癌诊断冷却方法的比较分析
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-07 DOI: 10.3390/app131810105
J. Verstockt, Filip Thiessen, I. Hoorens, L. Brochez, Gunther Steenackers
Skin cancer is a significant global health issue, placing a growing burden on individuals and society. Conventional diagnostic methods like visual examination and biopsy have limitations in invasiveness and accuracy. As a result, alternative tools such as infrared thermography have gained attention in skin cancer diagnosis. Tissue-mimicking phantoms have been instrumental in facilitating research in this field, offering controlled environments. While they do not fully replicate human skin complexity, physical skin models provide stability, ease of fabrication, and control over properties. Agarose phantoms are employed in this study. This research focused on testing and comparing cooling techniques for human skin in the context of skin cancer diagnosis using dynamic infrared thermography. Six cooling methods were investigated: a cool pack, an aluminum medal, ice, alcohol, a vortex cooler and a Zimmer Cryo 6 cooler. The experimental setup involved an infrared camera (Optris Xi400) with microscope optics positioned above an agar phantom mimicking flat skin and an ulcerating skin lesion. Based on experiments conducted on the skin phantom, it was observed that convective cooling methods offered more consistent and uniform cooling. Conversely, conductive methods proved effective for flat objects but posed challenges in achieving uniform cooling for bulging skin or ulcerated lesions. Ice or alcohol were deemed unsuitable due to artifacts influencing the infrared radiation and thermal camera view. A decision matrix assessed cooling techniques based on criteria such as uniformity, repeatability, view obstruction, efficiency, workload, patient comfort, clinical suitability, noise exposure, consumables, additional equipment, and price. The Zimmer Cryo 6 cooler emerged as the most suitable cooling method after evaluating various factors.
皮肤癌症是一个重要的全球健康问题,给个人和社会带来了越来越大的负担。传统的诊断方法,如目视检查和活检,在侵入性和准确性方面有局限性。因此,红外热成像等替代工具在皮肤癌症诊断中获得了关注。组织模拟模型在促进该领域的研究方面发挥了重要作用,提供了可控的环境。虽然它们不能完全复制人类皮肤的复杂性,但物理皮肤模型提供了稳定性、易于制造和对性能的控制。本研究采用琼脂体模。本研究的重点是在使用动态红外热成像诊断皮肤癌症的背景下测试和比较人类皮肤的冷却技术。研究了六种冷却方法:冷却包、铝奖章、冰、酒精、涡流冷却器和Zimmer Cryo 6冷却器。实验装置包括一台红外相机(Optris Xi400),其显微镜光学器件位于琼脂模型上方,模拟扁平皮肤和溃疡性皮肤损伤。基于在皮肤模型上进行的实验,观察到对流冷却方法提供了更一致和均匀的冷却。相反,导电方法被证明对扁平物体有效,但对隆起的皮肤或溃疡性病变的均匀冷却提出了挑战。冰或酒精被认为是不合适的,因为伪影会影响红外辐射和热像仪的视野。决策矩阵根据均匀性、可重复性、视野障碍、效率、工作量、患者舒适度、临床适用性、噪声暴露、耗材、额外设备和价格等标准评估冷却技术。在评估了各种因素后,Zimmer Cryo 6冷却器成为最合适的冷却方法。
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引用次数: 0
Correlation between Neck Muscle Endurance Tests, Ultrasonography, and Self-Reported Outcomes in Women with Low Cervical Disability and Neck Pain 颈部肌肉耐力试验、超声检查与低颈残疾和颈部疼痛妇女自我报告结果的相关性
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-07 DOI: 10.3390/app131810106
Pilar Pardos-Aguilella, Luis Ceballos-Laita, Sara Cabanillas-Barea, Silvia Pérez-Guillén, Gianluca Ciuffreda, Sandra Jiménez-del-Barrio, Andoni Carrasco-Uribarren
Background: Neck pain (NP) is a frequent condition in women, characterized by exhibiting distinct clinical manifestations such as the presence of deep neck (DN) muscle weakness. Endurance and ultrasonography of the DN muscles, and patient-reported outcome measures, are commonly used outcomes in clinical practice. The aim of this study is to assess and correlate the endurance of the DN muscles and their morphological characteristics with pain intensity, neck disability and headache impact. Methods: An observational and correlational study was carried out. Eighty-two women were recruited, and endurance tests of neck flexor and extensor (chin tuck flexion test and neck extensor muscles endurance test), ultrasonography of the DN muscles, pain intensity, disability (neck disability index) and headache impact (HIT-6) were measured. Spearman’s rho was used to evaluate the correlation between the outcome variables, and a simple linear regression analysis was carried out to explain the model in detail. Results: Statistically significant negative correlations between the chin tuck neck flexion test and neck disability index (NDI) (r = −0.38; p < 0.001) and HIT-6 (r = −0.26; p = 0.02) were found. The neck extensor muscles endurance test showed a negative correlation with NDI (r = −0.27; p = 0.01) and HIT-6 (r = −0.26; p = 0.02). The simple linear regression analysis showed an R squared of 26.7% and was statistically significant (NDI: R squared = 0.267; F = 3.13; p = 0.004) for NDI. Conclusion: A negative correlation between deep neck muscle endurance test results and self-reported outcome measures in women with low cervical disability and neck pain were observed. This suggests that lower endurance in the deep neck muscles may be associated with poorer self-reported symptoms and functionality in these patients. The chin tuck neck flexion test and deep extensor muscles endurance test could predict self-perceived neck disability in women with low cervical disability and NP.
背景:颈部疼痛(NP)是女性的常见病,其特点是表现出明显的临床表现,如深颈部(DN)肌肉无力。耐力和DN肌肉的超声检查,以及患者报告的结果测量,是临床实践中常用的结果。本研究的目的是评估DN肌肉的耐力及其形态学特征与疼痛强度、颈部残疾和头痛影响之间的关系。方法:采用观察性相关研究。招募82名女性,测量颈部屈伸肌耐力测试(屈下巴测试和颈部伸肌耐力测试)、DN肌肉超声检查、疼痛强度、残疾(颈部残疾指数)和头痛影响(HIT-6)。采用Spearman’s rho来评价结果变量之间的相关性,并通过简单的线性回归分析来详细解释模型。结果:颏部颈部屈曲试验与颈部残疾指数(NDI)呈显著负相关(r = - 0.38;p < 0.001)和HIT-6 (r = - 0.26;P = 0.02)。颈伸肌耐力试验与NDI呈负相关(r = - 0.27;p = 0.01)和HIT-6 (r = - 0.26;P = 0.02)。简单线性回归分析显示R平方为26.7%,具有统计学意义(NDI: R平方= 0.267;F = 3.13;p = 0.004)。结论:在低颈残障和颈部疼痛的女性中,深颈肌耐力测试结果与自我报告的结局测量呈负相关。这表明,在这些患者中,较低的深颈部肌肉耐力可能与较差的自我报告症状和功能有关。颈屈试验和深伸肌耐力试验可以预测低颈残障和NP女性的自我认知颈残障。
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引用次数: 0
Tissue Response to a Heat Resistant Silicate-Based and an Epoxy Resin-Based Endodontic Sealer Implanted in Rat Tibias 耐热硅酸盐基和环氧树脂基根管密封剂植入大鼠胫骨后的组织反应
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-07 DOI: 10.3390/app131810075
O. Zmener, C. Pameijer, Roberto Della Porta, Romina de Lucca
Introduction: The effect of high temperatures on the properties of endodontic sealers during warm compaction of gutta-percha may be a matter of concern. This study aimed to evaluate the effect of heat on the biocompatibility and bioactivity of EndoSequence BC Sealer HiFlow (ESHF; Brasseler, Savannah, GA, USA) and AH Plus (AHPS; Dentsply, De Trey, Konstanz, Germany) when implanted into the bone tissue of rat tibias. Methods: Medical-grade silicone tubes containing freshly prepared ESHF or AHPS were heated to 100 °C and then cooled down to 65 °C before being implanted in the tibias of 24 Wistar rats. The outer walls of the tubes served as controls. After 10, 30 and 90 days, the animals were euthanized and the implants and their surrounding tissues were dissected, fixed in formalin, and processed for microscopic evaluation. Results: After 10 days postoperatively, a severe inflammatory reaction without reactionary bone formation was observed in contact with ESHF and AHPS. The severity of the reaction had decreased at the 30-day observation period for both sealers but only ESHF samples showed new bone formation adjacent to the sealer. After 90 days, no inflammatory cells were found in contact with ESHF, while a thin fibrous tissue capsule and complete bone reparation of the surrounding areas were observed in contact with the material. For AH Plus, a fibrous connective tissue containing scarce remaining inflammatory cells could be observed in most of the samples, however, in the absence of new bone formation. No significant differences (p > 0.05) between ESHF and AHPS were found at the 10-day observation period. At the 30 and 90-day, significant differences (p < 0.05) between both materials were observed. The reaction to the controls showed significant differences with ESHF and AHPS for all experimental periods. Significant differences (p < 0.05) for the total effect of time were also found between both sealers (p < 0.05). Conclusions: At the end of the experiment, heated ESHF reacted as a biocompatible/bioactive material and stimulated continued development of new healthy bone. Although AHPS was tolerated well by the surrounding tissues, the sealer did not promote new reparative bone formation.
导读:在胶胶温压实过程中,高温对根管密封剂性能的影响可能是一个值得关注的问题。本研究旨在评价热对EndoSequence BC Sealer HiFlow (ESHF;布拉塞勒,萨凡纳,乔治亚州,美国)和AH Plus (AHPS;Dentsply, De Trey, Konstanz, Germany)植入大鼠胫骨骨组织。方法:将含有新鲜制备的ESHF或AHPS的医用级硅胶管加热至100℃,再冷却至65℃,植入24只Wistar大鼠胫骨。管子的外壁用作控制。10、30和90天后,对动物实施安乐死,解剖植入物及其周围组织,在福尔马林中固定,并进行显微镜观察。结果:术后10 d, ESHF和AHPS接触均出现严重炎症反应,但未出现反应性骨形成。在30天的观察期内,两组患者的反应严重程度都有所下降,但只有ESHF样本在缝合处附近出现了新骨形成。90天后,与ESHF接触未见炎症细胞,与材料接触的纤维组织包膜较薄,周围区域骨修复完整。对于AH +,在大多数样品中可以观察到含有少量剩余炎症细胞的纤维结缔组织,然而,在没有新骨形成的情况下。观察10 d时,ESHF与AHPS无显著差异(p > 0.05)。在第30天和第90天,两种材料之间的差异显著(p < 0.05)。与ESHF和AHPS相比,对对照组的反应在所有实验期间都有显著差异。两种封口剂对时间的总影响也有显著差异(p < 0.05)。结论:在实验结束时,加热的ESHF作为一种生物相容性/生物活性材料发生反应,并刺激新的健康骨的持续发育。虽然周围组织对AHPS耐受良好,但封口剂并不能促进新的修复性骨形成。
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引用次数: 0
Generation of a Virtual Cohort of Patients for in Silico Trials of Acute Ischemic Stroke Treatments 用于急性缺血性卒中治疗的Silico试验的虚拟患者队列的生成
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-07 DOI: 10.3390/app131810074
Sara Bridio, Giulia Luraghi, Anna Ramella, J. F. Rodriguez Matas, G. Dubini, Claudio A. Luisi, Michael Neidlin, P. Konduri, N. Arrarte Terreros, H. Marquering, C. Majoie, Francesco Migliavacca
The development of in silico trials based on high-fidelity simulations of clinical procedures requires the availability of large cohorts of three-dimensional (3D) patient-specific anatomy models, which are often hard to collect due to limited availability and/or accessibility and imaging quality. Statistical shape modeling (SSM) allows one to identify the main modes of shape variation and to generate new samples based on the variability observed in a training dataset. In this work, a method for the automatic 3D reconstruction of vascular anatomies based on SSM is used for the generation of a virtual cohort of cerebrovascular models suitable for computational simulations, useful for in silico stroke trials. Starting from 88 cerebrovascular anatomies segmented from stroke patients’ images, an SSM algorithm was developed to generate a virtual population of 100 vascular anatomies, defined by centerlines and diameters. An acceptance criterion was defined based on geometric parameters, resulting in the acceptance of 83 generated anatomies. The 3D reconstruction method was validated by reconstructing a cerebrovascular phantom lumen and comparing the result with an STL geometry obtained from a computed tomography scan. In conclusion, the final 3D models of the generated anatomies show that the proposed methodology can produce a reliable cohort of cerebral arteries.
基于临床程序高保真模拟的计算机试验的发展需要大量的三维(3D)患者特定解剖模型的可用性,由于可用性和/或可访问性和成像质量有限,这些模型通常很难收集。统计形状建模(SSM)允许识别形状变化的主要模式,并基于在训练数据集中观察到的变化生成新的样本。在这项工作中,一种基于SSM的血管解剖结构的自动3D重建方法被用于生成适用于计算模拟的脑血管模型的虚拟队列,这对计算机中风试验很有用。从中风患者图像中分割的88个脑血管解剖结构开始,开发了一种SSM算法来生成由中心线和直径定义的100个血管解剖结构的虚拟群体。根据几何参数定义了验收标准,从而验收了83个生成的解剖结构。通过重建脑血管体模管腔并将结果与计算机断层扫描获得的STL几何结构进行比较,验证了3D重建方法。总之,生成的解剖结构的最终3D模型表明,所提出的方法可以产生可靠的脑动脉队列。
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引用次数: 0
Special Issue on Optical Camera Communications and Applications 光学相机通信与应用特刊
IF 2.7 4区 综合性期刊 Q1 Engineering Pub Date : 2023-09-07 DOI: 10.3390/app131810091
Pankaj Singh, Sung-Yoon Jung
Optical Camera Communication (OCC) is a groundbreaking technology that combines optical signals and image sensors for data transmission [...]
光学相机通信(OCC)是一项突破性的技术,它结合了光学信号和图像传感器进行数据传输〔…〕
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引用次数: 0
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Applied Sciences-Basel
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