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Texture Analysis of Adenomatous and Metastatic Adrenal Lesions on Native and Contrast-enhanced Computed Tomography 肾上腺腺瘤和转移性病变的ct结构分析
4区 综合性期刊 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-10-31 DOI: 10.7546/crabs.2023.10.16
Magdalena Belyanova, Martin Krupev
Differentiating lipid-poor adrenal adenomas from adrenal metastases is not possible without performing a dedicated contrast-enhanced CT (CECT) protocol. Our purpose is to evaluate the possible role of texture analysis in classifying adrenal lesions. This is a retrospective study. We evaluated 33 patients with 47 metastases and 43 patients with 47 adenomas. Seven of the adenomas were lipid-poor, and the rest – lipid-rich adenomas. We used commercially available software for lesion segmentation and texture analysis on native and arterial phase CT images with a slice thickness of 2 mm. The segmentation was semi-automated, and features were computed on the resulting regions of interest (ROI) for each lesion on both native and arterial phases. Two conventional (HU standard deviation, Histogram Entropy) and six second-order texture features (GLCM – Homogeneity, Energy, Entropy log 10, Contrast, Dissimilarity, NGDLM–Busyness) were calculated. For statistical analysis the IBM SPSS 19 package was used to compare the following groups in both phases: 1. Adenomas--Metastasis; 2. Lipid-rich adenomas (LRA)--metastases; 3. Lipid-rich--lipid-poor adenomas (LPA); 4. Lipid-poor adenomas--metastases. There was a statistically significant difference in the distribution of some conventional (Histogram Entropy) and second-order features (GLCM – Homogeneity, Energy, Entropy log 10, Dissimilarity) in the first group on the native as well as on the enhanced images. The results were similar when comparing lipid-rich adenomas to metastases. Only native phase derived features were discriminative between lipid-rich and lipid-poor adenomas, with no difference between parameters on CECT. No difference was found between any of the texture features in lipid-poor adenomas and metastases for both phases. First- and second-order texture features were graded based on their potential for serving as classifier tools. Unenhanced features ranked higher. Further research and validation are needed to discover the most robust set of features for differentiating between lipid-poor adenomas and metastases.
鉴别低脂肾上腺腺瘤和肾上腺转移瘤是不可能的,除非进行专用的对比增强CT (CECT)检查。我们的目的是评估纹理分析在肾上腺病变分类中的可能作用。 这是一项回顾性研究。我们评估了33例47例转移瘤和43例47例腺瘤。7个腺瘤为低脂腺瘤,其余为富脂腺瘤。我们使用商用软件对原生和动脉期CT图像进行病变分割和纹理分析,切片厚度为2mm。分割是半自动化的,并且在原生期和动脉期的每个病变的兴趣区域(ROI)上计算特征。计算了2个常规纹理特征(HU标准差、直方图熵)和6个二阶纹理特征(GLCM -同质性、能量、熵对数10、对比度、不相似度、ngdlm -忙碌度)。统计学分析采用IBM SPSS 19软件包对两阶段的以下组进行比较:1。腺瘤——转移;2. 富脂腺瘤(LRA)-转移;3.富脂-贫脂腺瘤;4. Lipid-poor腺瘤——转移# x0D公司;在原生图像和增强图像上,第一组的一些常规(直方图熵)和二阶特征(GLCM -同质性、能量、熵对数10、不相似性)的分布有统计学意义上的差异。当比较富脂腺瘤和转移瘤时,结果是相似的。只有原生相衍生的特征可以区分富含脂质和缺乏脂质的腺瘤,CECT的参数之间没有差异。两期的低脂腺瘤和转移瘤的任何质地特征均无差异。 一阶和二阶纹理特征根据其作为分类器工具的潜力进行分级。未增强的功能排名更高。需要进一步的研究和验证来发现区分低脂腺瘤和转移瘤的最可靠的特征集。
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 There was a statistically significant difference in the distribution of some conventional (Histogram Entropy) and second-order features (GLCM – Homogeneity, Energy, Entropy log 10, Dissimilarity) in the first group on the native as well as on the enhanced images. The results were similar when comparing lipid-rich adenomas to metastases. Only native phase derived features were discriminative between lipid-rich and lipid-poor adenomas, with no difference between parameters on CECT. No difference was found between any of the texture features in lipid-poor adenomas and metastases for both phases.
 First- and second-order texture features were graded based on their potential for serving as classifier tools. Unenhanced features ranked higher. Further research and validation are needed to discover the most robust set of features for differentiating between lipid-poor adenomas and metastases.","PeriodicalId":50652,"journal":{"name":"Comptes Rendus De L Academie Bulgare Des Sciences","volume":"4 ","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135872437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Three-link Gravity-balanced Mechanism for Operating Room Assistance 手术室辅助的三连杆重力平衡机构
4区 综合性期刊 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-10-31 DOI: 10.7546/crabs.2023.10.11
Onur Denizhan
The compensation of gravity is not a new problem and gravity-balanced mechanisms have been extensively studied. Some of these studies present practical applications of the gravity-balanced mechanisms, while others focus on the theoretical modelling of the mechanism. In this study, a practical application, a gravity-balanced planar robotic manipulator for operating room assistance is presented. In this design, an auxiliary parallelogram with two linear springs is utilized to accomplish gravity compensation. As a passive gravity-balanced mechanism, it does not have any actuators. The novelty of the mechanism is the exchangeable end-effector and changeable spring attachment location accordingly. The simulation results show that the designed mechanism is gravity-balanced in all configurations. The presented mechanism in this study can also be extended to solve a multi-link gravity balance problem.
重力补偿并不是一个新问题,重力平衡机制已经得到了广泛的研究。其中一些研究提出了重力平衡机制的实际应用,而另一些研究则侧重于该机制的理论建模。本文提出了一种用于手术室辅助的重力平衡平面机器人机械手的实际应用。在这个设计中,利用一个辅助平行四边形和两个线性弹簧来完成重力补偿。作为一个被动的重力平衡机构,它没有任何执行机构。该机构的新颖之处在于可交换的末端执行器和相应的可变弹簧附加位置。仿真结果表明,所设计的机构在所有构型下都是重力平衡的。本文提出的机制也可以推广到解决多连杆重力平衡问题。
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引用次数: 0
Iron Metabolism Dysregulation and Atherosclerotic Changes in Obstructive Sleep Apnoea 阻塞性睡眠呼吸暂停的铁代谢失调和动脉粥样硬化改变
4区 综合性期刊 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-10-31 DOI: 10.7546/crabs.2023.10.17
Victor Manolov, Ognian Georgiev, Vasil Vasilev, Radoslava Emilova, Iulia Petrova, Savina Hadjidekova, Georgi Angov, Todor Kunchev, Kamen Tzatchev, Latchezar Traykov, Ventsislava Pencheva
The Syndrome of obstructive sleep apnoea (OSA) is associated with an increased risk of arterial hypertension, metabolic syndrome, diabetes mellitus type 2, brain-vascular damages and atherosclerosis. The aim of this study is to assess the connection between iron metabolism dysregulation in OSA and atherosclerotic changes of carotid arteries. Thirty-five OSA patients with brain-vascular atherosclerotic evidences were included in this study; changes were evaluated by carotid artery intima-media thickness (IMT) and flow-mediated dilatation (FMD). Their results were compared to an equal number of healthy volunteers. Haematological and biochemical assays were performed in all participants in the study. Serum hepcidin levels are statistically significantly increased in OSA patients with atherosclerotic a. carotis changes (101.9±10.1 µg/L) compared to the control group (18.5±2.5 µg/L); $$P<0.001$$. Serum homocysteine levels are significantly higher in OSA than in healthy people. Average IMT (1.22±0.19) and ABI (1.71±0.14) values in OSA patients with atherosclerotic a. carotis changes are increased in comparison to the control group (0.34±0.07, 1.11±0.06, resp.); $$P<0.001$$. Serum vitamin B12 levels were lower in OSA patients with atherosclerotic changes in carotid arteries (71.7±9.9 pmol/L) compared to the controls (449.7±21.4 pmol/L); $$P<0.001$$. A connection between iron homeostasis and atherosclerotic changes was established during this study. Increased hepcidin and homocysteine concentrations might be connected to an elevated risk of cardio- and brain-vascular diseases in OSA. The use of these markers in the routine practice may be very useful for early atherosclerosis assessment in OSA.
阻塞性睡眠呼吸暂停综合征(OSA)与动脉高血压、代谢综合征、2型糖尿病、脑血管损伤和动脉粥样硬化的风险增加有关。本研究的目的是评估OSA患者铁代谢失调与颈动脉粥样硬化改变之间的关系。本研究纳入35例有脑血管粥样硬化证据的OSA患者;通过颈动脉内膜-中膜厚度(IMT)和血流介导扩张(FMD)评估变化。他们的结果与同等数量的健康志愿者进行了比较。对所有参与者进行血液学和生化分析。与对照组(18.5±2.5µg/L)相比,伴有动脉粥样硬化性颈动脉粥样硬化的OSA患者血清hepcidin水平(101.9±10.1µg/L)显著升高;$ $ $ $术;0.001。OSA患者血清同型半胱氨酸水平明显高于健康人。OSA合并动脉粥样硬化性颈动脉病变患者的平均IMT(1.22±0.19)和ABI(1.71±0.14)值均高于对照组(分别为0.34±0.07和1.11±0.06);$ $ $ $术;0.001。伴有颈动脉粥样硬化改变的OSA患者血清维生素B12水平(71.7±9.9 pmol/L)低于对照组(449.7±21.4 pmol/L);$ $ $ $术;0.001。铁稳态与动脉粥样硬化变化之间的联系是在这项研究中建立的。肝磷脂和同型半胱氨酸浓度升高可能与阻塞性睡眠呼吸暂停患者心血管和脑血管疾病的风险升高有关。在常规实践中使用这些标志物可能对OSA患者的早期动脉粥样硬化评估非常有用。
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引用次数: 0
Performance of Selective Plated Copper Coatings on Stainless Steel 316L and Nickel Alloy Ni201: Microstructure, Microhardness, Wear Resistance, and Corrosion Resistance 不锈钢316L和镍合金Ni201上选择性镀铜涂层的性能:显微组织、显微硬度、耐磨性和耐腐蚀性
4区 综合性期刊 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-10-31 DOI: 10.7546/crabs.2023.10.12
Deyan Veselinov, Hristo Skulev, Radostina Yankova, Veneta Koeva
This study investigates the properties and performance of selective plated copper coatings on stainless steel 316L and nickel alloy Ni201 substrates, using acidic and alkaline electrolyte solutions. The analysis encompasses surface microstructure, elemental distribution, microhardness, surface roughness, wear resistance, and corrosion resistance of the coatings. The results demonstrate that the selective plated copper coatings exhibit a uniform and continuous deposition, free from visible irregularities or structural imperfections. Notably, the alkaline copper coatings exhibit significantly higher microhardness values compared to the acidic coatings, irrespective of the substrate materials. Surface roughness measurements reveal an increase in roughness after wear testing for all coatings, with the alkaline coatings showing lower initial roughness values and superior wear resistance compared to the acidic coatings. Concerning corrosion resistance, the alkaline copper coatings display a higher susceptibility to corrosion compared to the acidic coatings. Generally, the findings underscore the effectiveness of the selective plating process in producing high-quality, uniform, and defect-free copper coatings on stainless steel and nickel alloy substrates.
本文研究了在酸性和碱性电解质溶液下,在不锈钢316L和镍合金Ni201基体上选择性镀铜涂层的性能。分析包括涂层的表面微观结构、元素分布、显微硬度、表面粗糙度、耐磨性和耐腐蚀性。结果表明,选择性镀铜涂层表现出均匀连续的沉积,没有明显的不规则或结构缺陷。值得注意的是,无论基材是什么,碱性铜涂层都比酸性涂层表现出更高的显微硬度值。表面粗糙度测量显示,所有涂层在磨损测试后粗糙度都有所增加,与酸性涂层相比,碱性涂层的初始粗糙度值更低,耐磨性更强。在耐腐蚀性方面,碱性铜涂层比酸性铜涂层表现出更高的腐蚀敏感性。总的来说,这些发现强调了选择性镀工艺在不锈钢和镍合金基体上生产高质量、均匀和无缺陷的铜涂层的有效性。
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引用次数: 0
Design and Implementation of Modified Multilevel Inverter FED BLDC Motor for Electric Vehicle Application 电动汽车用改进型多电平变频FED无刷直流电机的设计与实现
4区 综合性期刊 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-10-31 DOI: 10.7546/crabs.2023.10.10
Murugesan Manivel, Lakshmi Kaliappan
In this work a modified hybrid multilevel inverter with reduced device is proposed. The system considerably reduces the quantity of power electronic power switches to twenty-one so as to create fifteen level three phase output, whereas conventional structures require higher number of power devices. Higher number of power switches leads to increased distortion, losses and cost. The recommended circuit gives better response, higher efficiency, reduced cost, high reliability and fault tolerance. Decrease in number of power switches, intensely diminishes the convolution of the switching circuitry.
本文提出了一种改进型的混合多电平逆变器。该系统将电力电子电源开关的数量大大减少到21个,从而产生15级三相输出,而传统结构需要更多的功率器件。更高数量的功率开关导致失真、损耗和成本增加。所推荐的电路响应速度快,效率高,成本低,可靠性高,容错能力强。电源开关数量的减少,极大地减少了开关电路的卷积。
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引用次数: 0
Quantitative Evaluation of Spectra and Intensity of Anomalous Cosmic Rays in Middle Atmosphere 大气中异常宇宙射线光谱和强度的定量评价
4区 综合性期刊 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-10-31 DOI: 10.7546/crabs.2023.10.08
Peter Velinov, Simeon Asenovski, Lachezar Mateev
The influence of Anomalous Cosmic Rays (ACRs) on ionization in the boundary of the ionosphere-middle atmosphere system (40–50 km) is investigated, taking into account the spectrum, intensity, geomagnetic, and atmospheric cut-offs. The ACR spectra and intensity in the middle atmosphere are determined using the CORSIMA (COsmic Ray Spectra and Intensity in Middle Atmosphere) model. ACR spectra are presented for various atmospheric altitudes within the range of 40–50 km, with the lower boundary of the ionosphere at approximately 50 km. Experimental satellite measurements are utilized for the main ACR constituents, including Hydrogen (protons), Helium, Nitrogen, and Oxygen nuclei. It is found that the influence of ACRs extends to the polar cap regions above 65°–70° geomagnetic latitude, and certain ACR ionization rate values in these regions are comparable to Galactic Cosmic Ray (GCR) ionization rates. Future studies will also consider Multiply Charged Anomalous Cosmic Rays (MCACRs), which exhibit similar differential spectra to the singly ionized ACR components addressed in this study.
研究了异常宇宙射线(ACRs)对电离层-中大气系统边界(40-50 km)电离的影响,考虑了光谱、强度、地磁和大气截止。中间大气中的ACR光谱和强度用 CORSIMA(宇宙射线光谱和中大气强度)模式。ACR光谱在40 ~ 50 km的不同大气高度范围内,电离层下边界约为50 km。实验卫星测量主要的ACR成分,包括氢(质子)、氦、氮和氧核。研究发现,ACR的影响扩展到地磁纬度65°~ 70°以上的极帽区域,这些区域的ACR电离率值与银河宇宙射线(GCR)电离率相当。未来的研究还将考虑多重带电异常宇宙射线(MCACRs),它与本研究中处理的单电离ACR成分具有相似的微分光谱。
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引用次数: 0
Additive Effects of Helix aspersa Mucus Fractions with Chemotherapy Drugs in Breast Cancer: Exploring Anti-proliferative Potential 螺旋藻黏液组分与化疗药物在乳腺癌中的加性作用:探讨抗增殖潜力
4区 综合性期刊 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-10-31 DOI: 10.7546/crabs.2023.10.04
Zlatina Vlahova, Alexander Tzintzarov, Maria Petrova, Alexander Dushkov, Lyudmila Velkova, Aleksandar Dolashki, Pavlina Dolashka, Iva Ugrinova
This study investigated the anti-proliferative effects of biologically active substances (BAS) derived from the mucus of the garden snail Helix aspersa on breast cancer cell lines (MCF-7 and MDA-MB-231) and a non-cancerous cell line (MCF-10A). Two mucus fractions with different molecular weights (Mw) were examined, and their interactions with the chemotherapy drugs cisplatin and tamoxifen were evaluated. The results showed that the mucus fractions exhibited a slight anti-proliferative effect on breast cancer cells, with the fraction having Mw above 50 kDa demonstrating stronger activity compared to the fraction with Mw above 20 kDa. Furthermore, the combination of the mucus fractions with cisplatin or tamoxifen resulted in significant reductions in the half effective dose, indicating possible synergistic effects which were more pronounced with the fraction having Mw above 20 kDa. Dose-response curves and microscopic images supported the presence of such effects, revealing lower IC50 values and significant cell death when the cancer cells were treated with the combination of the mucus fractions and chemotherapy drugs. However, the analysis using the (highest single agent) HSA model indicated mostly additive interactions between the mucus fractions and chemotherapy drugs. These findings suggest the potential of biologically active substances derived from Helix aspersa mucus in enhancing the anti-proliferative effects of chemotherapy drugs in breast cancer treatment. The identification of additive interactions provides insights into the development of combination therapies with reduced drug dosage. Overall, this study contributes to the understanding of the anti-proliferative effects of Helix aspersa mucus fractions and their interactions with chemotherapy drugs, highlighting their potential as novel therapeutic approaches in breast cancer treatment.
本研究研究了花园蜗牛螺旋蛛黏液生物活性物质(BAS)对乳腺癌细胞系MCF-7和MDA-MB-231和非癌细胞细胞系MCF-10A的抗增殖作用。观察两种不同分子量(Mw)的黏液组分,并评价其与化疗药物顺铂和他莫昔芬的相互作用。 结果表明,黏液组分对乳腺癌细胞有轻微的抗增殖作用,其中Mw大于50 kDa的组分比Mw大于20 kDa的组分具有更强的活性。此外,黏液组分与顺铂或他莫昔芬联合使用可显著降低一半有效剂量,表明可能存在协同效应,且当分子量大于20 kDa时,协同效应更为明显。剂量-反应曲线和显微图像支持这种效应的存在,显示当黏液组分和化疗药物联合治疗癌细胞时,IC50值较低,细胞死亡明显。然而,使用(最高单剂)HSA模型的分析表明,黏液部分与化疗药物之间的相互作用主要是加性的。 这些发现表明,从螺旋藻黏液中提取的生物活性物质有可能增强化疗药物在乳腺癌治疗中的抗增殖作用。添加剂相互作用的鉴定为减少药物剂量的联合治疗的发展提供了见解。总的来说,这项研究有助于了解螺旋藻黏液组分的抗增殖作用及其与化疗药物的相互作用,突出了它们作为乳腺癌治疗新方法的潜力。
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引用次数: 0
MiRNA Expression Profiles in an Ectopic Endometrium of Patients at Different Stage of Endometriosis 不同阶段子宫内膜异位症患者异位子宫内膜中MiRNA的表达谱
4区 综合性期刊 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-10-31 DOI: 10.7546/crabs.2023.10.14
Victoria Spasova, Vesela Karamisheva, Zora Hammoudeh, Olga Antonova, Radoslav Todorov, Liliya Koleva, Anatoli Kolev, Rada Staneva, Draga Toncheva, Savina Hadjidekova
Endometriosis is a debilitating disease that affects up to 15% of women worldwide. Delayed diagnosis, lack of noninvasive biomarker and unexplained pathogenesis are key problems for specialists and patients alike. MiRNAs are a class of noncoding RNAs that regulate myriad of cellular functions. These gene expression regulators may prove to be attractive biomarkers with diagnostic and prognostic value for endometriosis. Tissue samples were collected from the participants enrolled in the study during laparoscopy (patients) and hysteroscopy (control group). After RNA isolation (miRNeasy MiniKit, Qiagen) based on the disease stage, three pools – each containing 15 RNA samples, were constructed: 1) early stage endometriosis, 2) late stage endometriosis, and 3) healthy controls. Each pool sample was subjected to reverse transcription via miScript II RT Kit, Qiagen to obtain cDNA. SYBR Green based Real-time PCR assay was used to determine the expression profile of 84 miRNAs (Human miFinder miRNA PCR Array, Qiagen). We detected 32 differently expressed miRNAs between early stage endometriosis and control group, and 51 differently expressed miRNAs between advanced stage endometriosis and control group. Three miRNAs were differentially expressed with more than 10-fold change in the early stage group and thn miRNAs showed more than 10-fold change in the advanced stages group. The three miRNAs with the highest fold change in the expression levels in both case groups were nominated as potential biomarkers for endometriosis. The results of the analysis of their target genes supports the role of deregulation of apoptosis, angiogenesis, epithelial-mesenchymal transition, and various other cellular signalling pathways in endometriosis development.
子宫内膜异位症是一种使人衰弱的疾病,影响着全世界15%的女性。延迟诊断、缺乏无创生物标志物和不明病因是困扰专家和患者的关键问题。mirna是一类调节无数细胞功能的非编码rna。这些基因表达调节因子可能被证明是具有子宫内膜异位症诊断和预后价值的有吸引力的生物标志物。 在腹腔镜检查(患者)和宫腔镜检查(对照组)期间收集研究参与者的组织样本。根据疾病分期进行RNA分离(miRNeasy MiniKit, Qiagen)后,构建三个池,每个池含有15个RNA样本:1)早期子宫内膜异位症,2)晚期子宫内膜异位症,3)健康对照。每个池样本通过miScript II RT Kit, Qiagen进行反转录,获得cDNA。采用基于SYBR Green的Real-time PCR法测定84个miRNA的表达谱(Human miFinder miRNA PCR Array, Qiagen)。 我们在早期子宫内膜异位症与对照组之间检测到32个不同表达的mirna,在晚期子宫内膜异位症与对照组之间检测到51个不同表达的mirna。早期组有3个mirna差异表达,变化幅度大于10倍,晚期组有3个mirna差异表达,变化幅度大于10倍。在两个病例组中,表达水平变化最大的三个mirna被提名为子宫内膜异位症的潜在生物标志物。靶基因的分析结果支持了细胞凋亡、血管生成、上皮-间质转化和其他各种细胞信号通路在子宫内膜异位症发展中的作用。
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引用次数: 0
Deep Learning-based Precision Diagnosis of Lung Diseases on the Internet of Medical Things (IoMT) 基于医疗物联网(IoMT)的深度学习肺部疾病精准诊断
4区 综合性期刊 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-10-31 DOI: 10.7546/crabs.2023.10.07
Lekshmy Sushama, Kuttaiyur Sridhar, Michaelraj Roberts
Lung disease is one of the common and severe pathological conditions that affect the respiratory system, causing respiratory illness and potential mortality. In recent times, deep learning paradigm based on the Internet of Medical Things (IoMT) platform has been adopted as a viable solution to address the challenges encountered in detection of lung diseases which are characterized by their diverse nature and the complexities associated with their diagnosis. In this work, we have proposed an approach that aims to achieve accurate prediction and analysis of lung diseases. The proposed research methodology presents a Deep Learning-based Accurate Lung Disease Prediction (DL-ALDP) model based on deep learning algorithms to enhance its predictive capabilities. The DL-ALDP framework integrates several preprocessing techniques, including Wiener filtering, optimized region growing method (ORGM)-based feature extraction, and Contrast limited AHE (CLAHE)-based segmentation. The accurate prediction of lung diseases is achieved by utilizing a Deep Neural Network (DNN) for classification purposes. The DL-ALDP technique, as suggested, attained a precision of 86.77%, sensitivity of 82.47%, specificity of 92.87%, accuracy of 92.08%, and F1 score of 89.42%. The findings of this research underscore the prospective utility of deep learning techniques in forecasting and analyzing lung ailments within the context of the IoMT platform. Through IoMT capabilities, healthcare practitioners can avail themselves of enhanced prognostic accuracy and timeliness, resulting in superior patient care and outcomes.
肺部疾病是影响呼吸系统的常见和严重的病理疾病之一,可引起呼吸系统疾病和潜在的死亡。近年来,基于医疗物联网(IoMT)平台的深度学习范式已被采用为解决肺部疾病检测中遇到的挑战的可行解决方案,其特点是其多样性和诊断的复杂性。在这项工作中,我们提出了一种旨在实现肺部疾病准确预测和分析的方法。提出了一种基于深度学习算法的基于深度学习的肺部疾病准确预测(DL-ALDP)模型,以提高其预测能力。DL-ALDP框架集成了多种预处理技术,包括维纳滤波、基于优化区域增长方法(ORGM)的特征提取和基于对比度限制AHE (CLAHE)的分割。利用深度神经网络(DNN)进行分类,实现了对肺部疾病的准确预测。DL-ALDP技术精密度为86.77%,灵敏度为82.47%,特异度为92.87%,准确度为92.08%,F1评分为89.42%。这项研究的结果强调了在IoMT平台的背景下,深度学习技术在预测和分析肺部疾病方面的潜在效用。通过IoMT功能,医疗保健从业者可以提高预后的准确性和及时性,从而获得更好的患者护理和结果。
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引用次数: 0
Nonexistence of Global Solutions to Double Dispersion Equations with Linear Restoring Force and Nonlinearities with Variable Coefficients 具有线性恢复力和变系数非线性的双色散方程全局解的不存在性
4区 综合性期刊 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-10-31 DOI: 10.7546/crabs.2023.10.02
Natalia Kolkovska, Milena Dimova, Nikolay Kutev
We investigate Cauchy problem to double dispersion equations with polynomial type nonlinearities with variable coefficients. Necessary and sufficient conditions for nonexistence of global weak solutions and nonblowing up ones are found for subcritical initial energy. For supercritical energy a sufficient condition for finite time blow up of the weak solutions, independent of the scalar product of the initial data, is developed.
研究了具有变系数多项式型非线性的双色散方程的Cauchy问题。得到了亚临界初始能量不存在整体弱解和不爆破解的充分必要条件。对于超临界能量,给出了与初始数据的标量积无关的弱解的有限时间爆破的充分条件。
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引用次数: 0
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