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Modeling and simulation of SEPIC converter based solar simulator circuit for accurate testing and analysis under varying solar radiation conditions 基于 SEPIC 转换器的太阳能模拟器电路建模与仿真,用于在不同太阳辐射条件下进行精确测试和分析
IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-10 DOI: 10.1016/j.jrras.2024.101070

As photovoltaic (PV) systems continue to grow in both industrial and residential applications, the need for accurate and reliable testing methodologies become increasingly important. Solar simulators are crucial tools for testing and analyzing the performance of PV systems under different conditions. In recent years, solar simulators have emerged as promising tools for understanding PV systems, offering advantages over traditional methods. This paper proposes the modeling of a single-ended primary inductance converter (SEPIC) based solar simulator that replicates the current-voltage (I–V) characteristics of an actual PV module. The circuit model was developed and tested under varying environmental conditions, including rapidly changing irradiance levels (600 W/m2, 1000 W/m2, 800 W/m2) at constant temperature (25 °C) with a modified Perturb and Observe (P&O) maximum power point tracker (MPPT) algorithm in Matlab/Simulink. Unlike the traditional P&O MPPT, the modified P&O simplifies the algorithm steps and the computing stage; therefore, it requires fewer lines of code to execute the tracking process. To demonstrate the effectiveness, the simulation results are compared to a real PV module, the Kyocera KC-60. According to the simulation results, the proposed SEPIC converter based solar simulator is an effective tool for developing and testing PV systems with 97.3% average power conversion efficiency, accurately replicating the module behavior under various conditions, enhancing reliability and efficiency.

随着光伏(PV)系统在工业和住宅应用中的不断发展,对精确可靠的测试方法的需求变得越来越重要。太阳能模拟器是在不同条件下测试和分析光伏系统性能的重要工具。近年来,太阳能模拟器已成为了解光伏系统的有前途的工具,与传统方法相比具有优势。本文提出了基于单端初级电感转换器(SEPIC)的太阳能模拟器建模,该模拟器复制了实际光伏模块的电流-电压(I-V)特性。电路模型是在不同的环境条件下开发和测试的,包括恒温(25 °C)下快速变化的辐照度水平(600 W/m2、1000 W/m2、800 W/m2),以及 Matlab/Simulink 中经过改进的扰动和观测(P&O)最大功率点跟踪器(MPPT)算法。与传统的 P&O MPPT 不同,改进的 P&O 简化了算法步骤和计算阶段,因此执行跟踪过程所需的代码行数更少。为证明其有效性,将仿真结果与实际光伏组件(京瓷 KC-60)进行了比较。根据仿真结果,所提出的基于 SEPIC 转换器的太阳能仿真器是开发和测试光伏系统的有效工具,其平均电力转换效率高达 97.3%,能准确复制模块在各种条件下的行为,提高了可靠性和效率。
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引用次数: 0
Unexpected discrepancy between the planned gating window and the actual irradiated gating window in phase-based gating radiotherapy during regular respiration 在常规呼吸过程中进行相位选区放射治疗时,计划选区窗口与实际照射选区窗口之间的意外差异
IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-09 DOI: 10.1016/j.jrras.2024.101072

Introduction

We observed unexpected gating window discrepancies in asymmetric respiratory patterns. Therefore, the present study was conducted to test the hypothesis that asymmetric breathing causes this discrepancy.

Materials and methods

Six regular respiratory patterns were generated using the QUASAR software. 4-dimensional computed tomography (4DCT) was acquired with each breathing pattern using a QUASAR respiratory motion phantom with a 1.2 cm spherical acrylic ball embedded in a cedar insert. A Real-time Position Management system was used for respiratory signal acquisition during the 4DCT. Each treatment plan was created using gating windows ranging from 30% to 70%. TrueBeam STx was used for gated beam delivery, and the stored waveform data files and gated kV images were analyzed after irradiation. Two different concepts of phase were used to analyze the waveform data files. The respiratory phase defined prospectively by the TrueBeam gating system during treatment was called “phasepro”, and the phase defined retrospectively by waveform data analysis after treatment was called “phaseretro".

Results

The phasepro values were close to the planned gating window (30% or 70%) for in all breathing patterns. However, the phaseretro values differed from the planned gating window in the asymmetric patterns. The gating window was either pulled forward or pushed back from the treatment plan depending on the direction of the asymmetry. Furthermore, this discrepancy increased as the asymmetry of the respiratory pattern increased. In some asymmetric breathing models, the tumor location on the gated kV image was outside the internal target volume contour.

Conclusion

This study confirmed that the gating window discrepancy between 4DCT and the TrueBeam gating system occurs with asymmetric respiration pattern, even with regular breathing. Therefore, if a patient's breathing is not exactly symmetrical, appropriate measures should be taken against this unexpected systematic error.

我们在不对称呼吸模式中观察到了意想不到的门控窗口差异。因此,本研究旨在验证不对称呼吸导致这种差异的假设。我们使用 QUASAR 软件生成了六种规则的呼吸模式。使用 QUASAR 呼吸运动模型对每种呼吸模式进行四维计算机断层扫描(4DCT),模型中的 1.2 厘米球形丙烯酸球嵌入杉木插入物中。实时位置管理系统用于采集 4DCT 期间的呼吸信号。每个治疗方案都使用 30% 至 70% 的门控窗口创建。TrueBeam STx 用于门控射束传输,并在照射后对存储的波形数据文件和门控 kV 图像进行分析。分析波形数据文件时使用了两种不同的相位概念。在治疗过程中,TrueBeam 选通系统前瞻性地定义的呼吸相位称为 "相位",治疗后通过波形数据分析回顾性地定义的相位称为 "相位"。在所有呼吸模式中,相位值都接近计划的门控窗口(30% 或 70%)。然而,在不对称模式中,相位值与计划选通窗口不同。根据不对称的方向,选通窗口要么被拉前,要么被推后。此外,这种差异随着呼吸模式不对称程度的增加而增大。在一些不对称呼吸模型中,选通 kV 图像上的肿瘤位置位于内部靶体积轮廓线之外。这项研究证实,4DCT 和 TrueBeam 门控系统之间的门控窗口差异发生在呼吸模式不对称的情况下,即使是有规律的呼吸也是如此。因此,如果患者的呼吸不完全对称,则应采取适当的措施防止这种意外的系统误差。
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引用次数: 0
TCM combined with low radiation terahertz waves in the treatment of polycystic ovarian syndrome patients: Effects on plasma myocardial Nutrient-1 中医结合低辐射太赫兹波治疗多囊卵巢综合征患者:对血浆心肌营养素-1的影响
IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-08 DOI: 10.1016/j.jrras.2024.101067

Polycystic ovary syndrome (PCOS) is a common endocrine disorder with abnormal cardiac trophy-1 (ANP) production and insulin resistance. In recent years, the application of low radioactive terahertz waves as a new therapeutic method in ovarian syndrome has attracted wide attention. The observation group received traditional Chinese medicine combined with low radiation terahertz wave treatment, and the control group received traditional treatment. Plasma ANP levels and insulin resistance indexes were compared between the two groups before and after treatment. The results showed that Chinese medicine combined with Western medicine had a good effect in the treatment of PCOS, which could effectively relieve symptoms, improve the levels of sex hormone, plasma cardiac fact-1 and insulin resistance, and did not increase adverse reactions compared with Western medicine alone, and could improve the pregnancy outcome, with good efficacy and safety. Terahertz waves are feasible in the detection of Chinese herbs. Traditional Chinese medicine combined with terahertz wave is a new choice for the treatment of PCOS, which is expected to be widely used in clinic.

多囊卵巢综合征(PCOS)是一种常见的内分泌疾病,伴有心肌营养素-1(ANP)分泌异常和胰岛素抵抗。近年来,低辐射太赫兹波作为一种新的治疗方法在卵巢综合征中的应用引起了广泛关注。本研究将卵巢综合征分为观察组和对照组,观察组接受中药结合低辐射太赫兹波治疗,对照组接受传统治疗。比较两组治疗前后的血浆 ANP 水平和胰岛素抵抗指数。结果表明,中药联合西药治疗多囊卵巢综合征效果良好,能有效缓解症状,改善性激素、血浆心事实-1和胰岛素抵抗水平,与单纯西药治疗相比不增加不良反应,并能改善妊娠结局,具有良好的疗效和安全性。太赫兹波检测中草药是可行的。中药结合太赫兹波是治疗多囊卵巢综合征的新选择,有望广泛应用于临床。
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引用次数: 0
Computed tomography imaging to evaluate the effects of gold-coated silver core-shell nanoparticles in pediatric glioma 通过计算机断层扫描成像评估金包银核壳纳米粒子对小儿胶质瘤的影响
IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-08 DOI: 10.1016/j.jrras.2024.101039
Kai Zhu, Yang Li
This work aimed to evaluate the impacts of gold-coated silver core-shell (Au@Ag) nanoparticles (NPs) in computed tomography (CT) imaging of children with glioma. 28 children with glioma were enrolled and rolled into an experimental group (Exp group, n = 14) and a control group (Ctrl group, n = 14). Patients in the Exp group received CT scans enhanced by Au@Ag NPs, and those in the Ctrl group received conventional CT scans. The tumor boundary definition (TBD), tumor contrast (TC), and tumor internal structure (TIS) of patients in different groups were compared to evaluate the impacts of different methods. he results revealed that the TBD, TC, and TIS of patients in the Exp group were better to those in the Ctrl group, exhibiting great differences ( < 0.05). The TBD score in the Exp group was 4.6 ± 0.5, and that in the Ctrl group was 3.2 ± 0.8; the TC values in the Exp and Ctrl group were 78.4 ± 12.5 HU and 55.8 ± 10.1 HU, respectively. In addition, Au@Ag NPs exhibited a good biological safety, and the biochemical indicators (such as liver and kidney functions) of the patients in the Exp group were all within the normal range. Au@Ag NPs possessed good effects in CT imaging of children with glioma, and were expected to become a novel targeted contrast agent (TCA).
这项研究旨在评估金包银核壳(Au@Ag)纳米粒子(NPs)在胶质瘤患儿计算机断层扫描(CT)成像中的影响。实验组(Exp 组,n = 14)和对照组(Ctrl 组,n = 14)共招收了 28 名胶质瘤患儿。实验组患者接受 Au@Ag NPs 增强 CT 扫描,对照组患者接受常规 CT 扫描。结果显示,Exp 组患者的肿瘤边界界定(TBD)、肿瘤对比度(TC)和肿瘤内部结构(TIS)均优于 Ctrl 组,差异显著(< 0.05)。Exp 组的 TBD 值为 4.6 ± 0.5,Ctrl 组为 3.2 ± 0.8;Exp 组和 Ctrl 组的 TC 值分别为 78.4 ± 12.5 HU 和 55.8 ± 10.1 HU。此外,Au@Ag NPs 还具有良好的生物安全性,Exp 组患者的生化指标(如肝肾功能)均在正常范围内。Au@Ag NPs在儿童胶质瘤的CT成像中具有良好的效果,有望成为一种新型的靶向造影剂(TCA)。
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引用次数: 0
Effect of postoperative nursing intervention with thoracoscopy assisted cardiac surgery based on radioactive imaging examination 基于放射性成像检查的胸腔镜辅助心脏手术术后护理干预效果
IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-08 DOI: 10.1016/j.jrras.2024.101066

Thoracoscopic assisted cardiac surgery, as a new surgical technique, has been widely used in the field of cardiac surgery. However, the study on the effect of thoracoscopic assisted nursing intervention after cardiac surgery is not sufficient. The aim of this study was to evaluate the effect of imaging based thoracoscopic assisted nursing intervention after cardiac surgery and explore the associated factors. The study included patients undergoing thoracoscopic assisted cardiac surgery and were grouped according to post-operative care interventions. For the intervention group, individualized nursing plan was developed according to the imaging results. For the control group, we used the usual nursing measures. Then the nursing effect of the two groups of patients was compared. The intervention group with individualized care based on imaging findings showed a significant advantage over the control group. Patients in the intervention group recovered more quickly and had a lower incidence of postoperative complications. In the formulation of nursing plan, combined with the patient's imaging results, the patient's condition and recovery can be more accurately assessed, and more effective nursing measures can be provided.

胸腔镜辅助心脏手术作为一种新的外科技术,已广泛应用于心脏外科领域。然而,对心脏手术后胸腔镜辅助护理干预效果的研究还不够充分。本研究旨在评估心脏手术后基于影像学的胸腔镜辅助护理干预的效果,并探讨相关因素。研究对象包括接受胸腔镜辅助心脏手术的患者,并根据术后护理干预进行分组。干预组根据影像学结果制定个性化护理方案。对照组则采用常规护理措施。然后比较两组患者的护理效果。根据影像学结果进行个性化护理的干预组比对照组有明显优势。干预组患者恢复更快,术后并发症发生率更低。在制定护理计划时,结合患者的影像学检查结果,可以更准确地评估患者的病情和恢复情况,提供更有效的护理措施。
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引用次数: 0
Numerical analysis of thermal damage by changing irradiation angle for peri-implantitis using photothermal therapy 利用光热疗法改变照射角度对种植体周围炎的热损伤进行数值分析
IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-07 DOI: 10.1016/j.jrras.2024.101054

Many people use various methods to treat inflammation. Inflammation treatment is primarily and widely managed with medications, but there are ongoing efforts to use lasers for treating conditions such as peri-implantitis. Recent studies have been conducted using various lasers, such as diodes, Er:YAG, and CO2 lasers, to sterilize and purify implant surfaces. In this study, the therapeutic effects of photothermal therapy, a laser treatment method for inflammation around implants (peri-implantitis), were analyzed through numerical analysis based on the theory of heat transfer. Peri-implantitis locates between the gingiva and implant, requiring the laser to be angled during irradiation. The numerical analysis conditions were selected as follows: laser power in the range of 0.0–4.0 W, laser irradiation angles between 50° and 80°, and laser irradiation times of 100–500 s. The Arrhenius damage integral was used to quantitatively verify the therapeutic effects of photothermal therapy (irreversible inflammatory damage). Finally, the optimal conditions for each laser irradiation angle were derived using the Arrhenius thermal damage ratio, which indicates the proportion of the total inflammatory volume where the Arrhenius damage integral exceeds 1.

许多人使用各种方法治疗炎症。炎症治疗主要广泛采用药物治疗,但目前正在努力使用激光治疗种植体周围炎等疾病。最近的研究使用了各种激光,如二极管激光、Er:YAG 激光和 CO 激光,对种植体表面进行消毒和净化。本研究以热传导理论为基础,通过数值分析,分析了光热疗法这种激光治疗方法对种植体周围炎症(种植体周围炎)的治疗效果。种植体周围炎位于牙龈和种植体之间,要求激光在照射时保持一定的角度。数值分析条件选择如下:激光功率在 0.0-4.0 W 之间,激光照射角度在 50°-80° 之间,激光照射时间在 100-500 s 之间。最后,利用阿伦尼乌斯热损伤比得出了每个激光照射角度的最佳条件,阿伦尼乌斯热损伤比表示阿伦尼乌斯损伤积分超过 1 的炎症总体积的比例。
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引用次数: 0
A new extension of the Gumbel distribution with biomedical data analysis 冈贝尔分布的新扩展与生物医学数据分析
IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-07 DOI: 10.1016/j.jrras.2024.101055

In the field of biomedical research, data characteristics often exhibit significant variability, challenging the applicability of classical Gumbel distribution for biomedical data modeling. To address this, this paper introduces a novel extension of the Gumbel model known as the odd beta prime Gumbel (OBP-Gum) model. Derived from the odd beta prime family, the new distribution exhibits greater kurtosis compared to the traditional Gumbel distribution. Importantly, the proposed distribution is designed to capture right-skewed, left-skewed, and nearly symmetric density functions, as well as increasing, decreasing, constant, and upside-down bathtub shapes for its hazard rate function, providing excellent curvature features for creating flexible statistical models for biomedical research. We derive the fundamental features of the OBP-Gum model, such as the quantile function, linear representations, moment generating function, moments, skewness, kurtosis, incomplete moments, and Rényi and Tsallis entropies. Parameter estimation for this new model is conducted using the maximum likelihood estimation method. A simulation study demonstrates the performance of the model parameters. The empirical findings, based on applications to two biomedical datasets, suggest that the OBP-Gum distribution outperforms existing models, particularly in handling extreme observations. Instead of relying on conventional models for decision-making, this research provides relevant stakeholders with an improved statistical distribution for more accurate biomedical data modeling.

在生物医学研究领域,数据特征往往表现出显著的可变性,这对经典 Gumbel 分布在生物医学数据建模中的适用性提出了挑战。为了解决这个问题,本文介绍了 Gumbel 模型的新扩展,即奇数贝塔素数 Gumbel(OBP-Gum)模型。与传统的 Gumbel 分布相比,源于奇数贝塔质数族的新分布表现出更大的峰度。重要的是,所提出的分布可捕捉右斜、左斜和近乎对称的密度函数,以及危险率函数的递增、递减、常数和倒置浴缸形状,为生物医学研究创建灵活的统计模型提供了极好的曲率特征。我们推导出了 OBP-Gum 模型的基本特征,如量子函数、线性表示、矩产生函数、矩、偏斜度、峰度、不完全矩以及雷尼熵和查利斯熵。新模型的参数估计采用最大似然估计法。模拟研究证明了模型参数的性能。应用于两个生物医学数据集的实证研究结果表明,OBP-Gum 分布优于现有模型,尤其是在处理极端观测数据方面。这项研究为相关人员提供了一种改进的统计分布,使生物医学数据建模更加准确,而不是依赖传统模型进行决策。
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引用次数: 0
Liver vessel MRI image segmentation based on dual-path diffusion model 基于双路径扩散模型的肝脏血管磁共振成像图像分割
IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-03 DOI: 10.1016/j.jrras.2024.101025

Accurate segmentation of liver blood vessels in magnetic resonance imaging (MRI) images is a challenging task due to the complex tree-like structure and anisotropic diffusion properties of blood vessels. To solve this problem, we propose a new Dual-Path Diffusion Model (DPDM) framework. The framework consists of two collaborative diffusion paths: a local feature learning path based on convolution operations and a global context modeling path based on transform blocks. Local path encodes rich shape priors and preserve spatial details, while global path captures long-distance dependencies and enhance representation. In the decoding phase, the boundary features from the boundary path are fused with the features of the ordinary path decoding, which further enhances the shape sensitivity. In addition, we leverage a multi-task learning scheme to jointly optimize vascular segmentation and boundary prediction tasks in an end-to-end manner. Experiments on retrospective clinical dataset demonstrate that the proposed DPDM framework achieves excellent performance on the liver vessel segmentation task. Compared with state-of-the-art methods, our approach achieved a 6.0% and 7.3% performance improvement in Dice coefficient and IoU index, respectively. Our approach offers a promising solution for automated blood vessel segmentation in precision medicine.

由于血管具有复杂的树状结构和各向异性的扩散特性,在磁共振成像(MRI)图像中准确分割肝脏血管是一项具有挑战性的任务。为解决这一问题,我们提出了一种新的双路径扩散模型(DPDM)框架。该框架由两条协作扩散路径组成:一条是基于卷积运算的局部特征学习路径,另一条是基于变换块的全局上下文建模路径。局部路径编码丰富的形状先验并保留空间细节,而全局路径则捕捉长距离依赖关系并增强代表性。在解码阶段,边界路径的边界特征与普通路径解码的特征相融合,从而进一步提高了形状灵敏度。此外,我们还利用多任务学习方案,以端到端的方式联合优化血管分割和边界预测任务。在回顾性临床数据集上进行的实验表明,所提出的 DPDM 框架在肝脏血管分割任务中取得了优异的性能。与最先进的方法相比,我们的方法在 Dice 系数和 IoU 指数方面分别提高了 6.0% 和 7.3%。我们的方法为精准医疗中的自动血管分割提供了一种前景广阔的解决方案。
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引用次数: 0
Type II Topp-Leone exponentiated gamma distribution with application to breaking stress data 第二类 Topp-Leone 指数化伽马分布在断裂应力数据中的应用
IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-03 DOI: 10.1016/j.jrras.2024.101045

This study introduces a novel three-parameter time distribution called Type II Topp-Leone exponentiated gamma (TIITL-EG) distribution. This new model offers excellent flexibility in handling skewed data. We analyze various mathematical properties such as ordinary moments, moment-generating functions, and conditional moments. Mean residual life, different entropy measures, and order statistics are computed. Model parameters are estimated using the maximum likelihood method. Finally, we demonstrate the use of this model through real data application, highlighting its versatility.

本研究介绍了一种新颖的三参数时间分布,称为 II 型 Topp-Leone 指数化伽马分布(TIITL-EG)。这种新模型在处理偏斜数据方面具有出色的灵活性。我们分析了各种数学特性,如普通矩、矩生成函数和条件矩。我们计算了平均残差寿命、不同的熵度量和阶次统计量。使用最大似然法估算模型参数。最后,我们通过实际数据应用演示了该模型的使用,突出了其多功能性。
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引用次数: 0
Framework for psoriasis/molluscum detection in skin images using ResNetV2 variants 使用 ResNetV2 变体检测皮肤图像中牛皮癣/软疣的框架
IF 1.7 4区 综合性期刊 Q2 MULTIDISCIPLINARY SCIENCES Pub Date : 2024-08-02 DOI: 10.1016/j.jrras.2024.101052

Background

Computer algorithms are extensively utilized in hospitals for the purpose of achieving expedited and precise disease identification from medical data. The objective of this study is to propose a deep-learning (DL) framework to classify the chosen digital skin image (DSI) database into psoriasis and molluscum with better accuracy.

Aims and objectives

Aims to develop a DL-tool using the pre-trained ResNetV2 DL-models and verify the performance of the developed tool using a chosen DSI database. Further, confirm the merit of the ResNetV2-based tool against other chosen DL-models.

Methods and results

This study initially examines the performance of chosen pre-trained DL (PDL) methods using the DSI database using conventional and fused features. Proposed DL-tool consist the following stages; (i) image collection and resizing it 224x224x3 pixels, (ii) deep-features extraction using the selected PDL, (iii) feature reduction and serial features concatenation to get a new features vector, and (iv) the performance evaluation through three-fold cross validation and confirmation. The feature reduction and serial features fusion of this study is performed initially using feature sorting based on its rank and 50% dropout and Particle Swarm Optimization (PSO) based feature reduction. The reduced features of two chosen PDL-models are then considered to obtain the Fused Deep Features (FDF) and the classification task is executed on the DSI data to verify the performance of the developed DL-tool. The experimental outcome of this study confirms that the proposed scheme helps to provide a detection accuracy of >97%, when the K-Nearest Neighbour based classification is executed.

Conclusion

Investigational outcome of this study confirms that the proposed DL-tool helps to achieve better detection accuracy when the features of ResNetV2 models are considered to generate the FDF. Further, the accuracy achieved with the PSO based FDF is better compared to the conventional method generated FDF.

医院广泛使用计算机算法,以便从医疗数据中快速、准确地识别疾病。本研究的目的是提出一种深度学习(DL)框架,将所选的数字皮肤图像(DSI)数据库更准确地分为银屑病和软疣。目的是使用预训练的 ResNetV2 DL 模型开发一个 DL 工具,并使用选定的 DSI 数据库验证所开发工具的性能。此外,确认基于 ResNetV2 的工具与其他选定 DL 模型的优劣。本研究利用 DSI 数据库,使用传统特征和融合特征,初步检验了所选的预训练 DL (PDL) 方法的性能。拟议的 DL 工具包括以下几个阶段:(i) 收集图像并将其大小调整为 224x224x3 像素;(ii) 使用选定的 PDL 提取深度特征;(iii) 缩减特征并串联特征以获得新的特征向量;(iv) 通过三倍交叉验证和确认进行性能评估。本研究中的特征缩减和序列特征融合首先使用基于等级和 50%剔除率的特征排序,以及基于粒子群优化(PSO)的特征缩减。然后,考虑两个所选 PDL 模型的缩减特征,得到融合深度特征(FDF),并在 DSI 数据上执行分类任务,以验证所开发 DL 工具的性能。本研究的实验结果证实,在执行基于 K-近邻的分类时,所提出的方案有助于提供大于 97% 的检测准确率。本研究的调查结果表明,当考虑 ResNetV2 模型的特征来生成 FDF 时,所提出的 DL 工具有助于实现更高的检测准确率。此外,与传统方法生成的 FDF 相比,基于 PSO 的 FDF 所达到的准确率更高。
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引用次数: 0
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