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UNET MOBILENETV2: MEDICAL IMAGE SEGMENTATION USING DEEP NEURAL NETWORK (DNN) Unet mobilenetv2:基于深度神经网络的医学图像分割
Pub Date : 2023-01-28 DOI: 10.26782/jmcms.2023.01.00002
B. C. Bag
In this paper, the framework of polyp image segmentation is developed using a Deep neural network (DNN). Here Unet Mobile NetV2 is considered to evaluate the performance of the image from the CVC-612 dataset for the segmentation method. The proposed model outperformed earlier results. To compare our results two parameters, normally Dice co-efficient and Intersection over Union (IoU) are considered. The proposed model may be used for accurate computer-aided polyp detection and segmentation during colonoscopy examinations to find out abnormal tissue and thereby decrease the chances of polyps growing into cancer. MobileNetV2 significantly outperforms U-Net and MobileNetV2, two key state-of-the-art deep learning architectures, by achieving high evaluation scores with a dice coefficient of 89.71%, and an IoU of 81.64%.
本文提出了一种基于深度神经网络的息肉图像分割框架。这里考虑Unet Mobile NetV2来评估CVC-612数据集图像的分割方法的性能。所提出的模型优于先前的结果。为了比较我们的结果,考虑了两个参数,通常是骰子系数和交联(IoU)。该模型可用于结肠镜检查时计算机辅助息肉的准确检测和分割,以发现异常组织,从而减少息肉长成癌的机会。MobileNetV2通过获得89.71%的骰子系数和81.64%的IoU的高评估分数,显著优于U-Net和MobileNetV2这两个最先进的关键深度学习架构。
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引用次数: 0
AN OPENING OF A NEW HORIZON IN THE THEORY OF QUADRATIC EQUATION : PURE AND PSEUDO QUADRATIC EQUATION – A NEW CONCEPT 二次方程理论的新视野:纯二次方程与伪二次方程——一个新概念
Pub Date : 2022-11-27 DOI: 10.26782/jmcms.2022.11.00001
P. Bhattacharyya
In this paper, the author has opened a new horizon in the theory of quadratic equations. The author proved that the value of x which satisfies the quadratic equation cannot be the only criteria to designate as the root or roots of an equation. The author has developed a new mathematical concept of the dimension of a number. By introducing the concept of the dimension of number the author structured the general form of a quadratic equation into two forms: 1) Pure quadratic equation and 2) Pseudo quadratic equation. First of all the author defined the pure and pseudo quadratic equations. In the case of pure quadratic equation ax^2+bx+c=0 , the root of the equation will be a two-dimensional number having one root only while in the case of pseudo quadratic equation ax^2+bx+c=0, the root of the equation will be a one-dimensional number having two roots only. The author proved that all pseudo quadratic equation is factorizable but all factorizable quadratic equation is not a pseudo quadratic equation. The author begs to differ from the conventional theorem: “A quadratic equation has two and only two roots.” By introducing the concept that any quadratic surd is a two-dimensional number, the author developed a new theorem: “In a quadratic equation with rational coefficients, irrational roots cannot occur in conjugate pairs” and proved it. Any form of quadratic equation ax^2+bx+c=0, can be solved by the application of the ‘Theory of Dynamics of Numbers’ even if the discriminant b^2-4ac<0 in real number only without introducing the concept of an imaginary number. Therefore, the question of imaginary roots does not arise in the method of solution of any quadratic equation
作者在本文中开辟了二次方程理论的新视野。证明了满足二次方程的x值不能作为指定方程的根或根的唯一标准。作者提出了一个关于数的维数的新的数学概念。通过引入数维的概念,将二次方程的一般形式分为两种形式:1)纯二次方程和2)伪二次方程。首先定义了纯二次方程和伪二次方程。在纯二次方程ax^2+bx+c=0的情况下,方程的根将是一个只有一个根的二维数,而在伪二次方程ax^2+bx+c=0的情况下,方程的根将是一个只有两个根的一维数。证明了所有伪二次方程都是可分解的,但所有可分解的二次方程都不是伪二次方程。作者请求与传统定理不同:“二次方程有两个且只有两个根。”通过引入二次元是二维数的概念,提出了“有理数系数的二次方程共轭对中不存在无理数根”的新定理,并对其进行了证明。对于任意形式的二次方程ax^2+bx+c=0,只要不引入虚数的概念,即使判别式b^2-4ac<0,也可以应用数论求解。因此,在任何二次方程的解法中都不会出现虚根问题
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引用次数: 0
BREAST CANCER HISTOLOGICAL IMAGES CLASSIFICATION AND PERFORMANCE EVALUATION OF DIFFERENT CLASSIFIERS 乳腺癌组织学图像的分类及不同分类器的性能评价
Pub Date : 2022-11-27 DOI: 10.26782/jmcms.2022.11.00002
Md. Rakibul Islam
Breast cancer is a serious trouble and one of the greatest causes of death for women throughout the world. Computer-aided diagnosis (CAD) techniques can help the doctor make more credible decisions. We have determined the possibility of knowledge transfer from natural to histopathological [IX][XII] images by employing a pre-trained network ResNet-50.This pre-trained network has been utilized as a feature generator and extracted features are used to train support vector machine (SVM), random forest, decision tree, and K nearest neighbor(KNN) classifiers[X]. We altered the softmax layer to support the vector machine classifier, random forest classifier, decision tree classifier, and k-nearest neighbor classifier, to evaluate the classifier performance of each algorithm. These approaches are applied for breast cancer classification and evaluate the performance and behavior of different classifiers on a publicly available dataset named Bttheeak-HIS dataset. In order to increase the efficiency of the ResNet[III] model, we preprocessed the data before feeding it to the network. Here we have applied to sharpen filter and data augmentation techniques, which are very popular and effective image pre-processing techniques used in deep models.
乳腺癌是一个严重的问题,也是全世界妇女死亡的最大原因之一。计算机辅助诊断(CAD)技术可以帮助医生做出更可信的决定。通过使用预训练的网络ResNet-50,我们确定了从自然到组织病理学[IX][XII]图像的知识转移的可能性。该预训练网络被用作特征生成器,提取的特征被用于训练支持向量机(SVM)、随机森林、决策树和K近邻(KNN)分类器[X]。我们改变了softmax层来支持向量机分类器、随机森林分类器、决策树分类器和k近邻分类器,以评估每种算法的分类器性能。将这些方法应用于乳腺癌分类,并在一个名为btheeak - his的公开数据集上评估不同分类器的性能和行为。为了提高ResNet[III]模型的效率,我们在将数据馈送到网络之前对其进行了预处理。在这里,我们应用了锐化滤波和数据增强技术,这是深度模型中非常流行和有效的图像预处理技术。
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引用次数: 0
ONLINE SKILL TEST PLATFORM 在线技能测试平台
Pub Date : 2022-11-27 DOI: 10.26782/jmcms.2022.11.00003
Mehria Nawaz
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引用次数: 0
GENERAL ANALYTICAL SOLUTION OF AN ELASTIC BEAM UNDER VARYING LOADS WITH VALIDATION 弹性梁在变荷载作用下的一般解析解,并进行了验证
Pub Date : 2022-11-27 DOI: 10.26782/jmcms.2022.11.00004
Hafeezullah Channa
In this paper, we take into account the system of differential equations with boundary conditions of a fixed elastic beam model (EBM). Instead of finding a solution of EBM for a particularly specified load, which is the usual practice, we derive the general analytical solution of the model using techniques of integrations. The proposed general analytical solutions are not load-specific but can be used for any load without having to integrate successively again and again. We have considered load in a general polynomial form and obtained a general analytical solution for the deflection and slope parameters of EBM. Direct solutions have been determined under two types of loads: uniformly distributed load and linearly varying load. The formulation derived has been validated on the known cases of uniformly distributed load as appears frequently in the literature.
本文考虑具有边界条件的固定弹性梁模型的微分方程组。而不是寻找一个特定负载的EBM的解,这是通常的做法,我们导出模型的一般解析解使用积分技术。所提出的一般解析解不是特定于载荷的,但可以用于任何载荷,而不必一次又一次地连续积分。我们以一般多项式形式考虑荷载,并得到了EBM的挠度和斜率参数的一般解析解。确定了均布荷载和线性变化荷载作用下的直接解。导出的公式已在已知的均匀分布荷载的情况下得到验证,这种情况在文献中经常出现。
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引用次数: 1
A PROPOSED FIRE DETECTION SURVELLIANCE THROUGH MACHINE LEARNING BASED ON HAAR CASCADE CLASSIFIER 提出了一种基于haar级联分类器的机器学习火灾探测监控方法
Pub Date : 2022-06-27 DOI: 10.26782/jmcms.2022.06.00003
Arshad Ullah Khan
Fire is an unwanted event that could carry a high loss of social wealth and human life. To stop such losses, different alarm systems such as smoke detectors, and temperature sensor-based systems have been developed. Our proposed system is aimed to design and develop a fire detection system that detects fire without any heat or temperature sensor. The primary objective of the fire detection system is to detect a fire early and warn authorities when a fire takes place. The Machine Learning Algorithm has been used to detect the accurate image of fire because it has a prior pattern of fire images already fed into it. On occurring the fire, the camera will send this pattern to Raspberry pi which has already predefined patterns of fire written in the form of an algorithm and afterward will compare it with the new existing fire pattern. When both the pattern matches system will do processing based on the image processing technique. Finally, the system generates a warning message which will be sent on the LCD screen for display, and thereafter the buzzer starts working. The key benefit of this system is it will decrease the risk of losses which occurs mainly due to failure in controlling the fire. The experimental results showed that the designed system can efficiently extract and keep trace of fire pixels in the form of patterns and is worthwhile in providing better output results. This system has compact circuitry and functionality like it is easily implanted in public and commercial places for security and surveillance
火灾是一种不受欢迎的事件,可能会造成社会财富和人类生命的巨大损失。为了防止这种损失,人们开发了不同的报警系统,如烟雾探测器和基于温度传感器的系统。我们提出的系统旨在设计和开发一种无需任何热或温度传感器即可探测火灾的火灾探测系统。火灾探测系统的主要目的是及早发现火灾,并在火灾发生时向有关部门发出警告。机器学习算法已经被用来检测准确的火灾图像,因为它已经输入了火灾图像的先验模式。在发生火灾时,相机会将这个模式发送给树莓派,树莓派已经以算法的形式编写了预定义的火灾模式,然后将其与新的现有火灾模式进行比较。当两者模式匹配时,系统将基于图像处理技术进行处理。最后,系统产生报警信息,发送到液晶屏上显示,蜂鸣器开始工作。该系统的主要好处是它将减少损失的风险,主要是由于未能控制火灾而发生的损失。实验结果表明,所设计的系统能够有效地以模式的形式提取和跟踪火焰像素,具有较好的输出效果。该系统具有紧凑的电路和功能,易于植入公共和商业场所进行安全监控
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引用次数: 0
THE FLOW OF DUSTY VISCO-ELASTIC FLUID BETWEEN TWO PARALLEL FLAT PLATES. 含尘粘弹性流体在两个平行平板间的流动。
Pub Date : 2022-06-27 DOI: 10.26782/jmcms.2022.06.00002
Raju Kundu
The flow of dusty visco-elastic fluid between two parallel plates when the lower plate is at rest and the upper one begins oscillating harmonically in its own plane is considered because of its growing importance in various technical problems in modern applied science. In this paper, we would like to consider the laminar flow of visco-elastic fluid containing uniformly small solid particles between two infinitely extended parallel plates when the lower plate is at rest and the upper one begins oscillating harmonically in its own plane. The analytical expressions for velocity fields of fluid and dust particles are obtained which are in elegant forms. The effects of elastic elements in the fluid, the mass concentration, and the relaxation time of dust particles on the velocity profiles are studied in detail. The skin friction at the lower plate wall and the total volume flow in between the plates are also obtained.
在现代应用科学中,含尘粘弹性流体在两个平行板之间的流动,当下板处于静止状态,上板在其自身平面内开始谐波振荡时,它在各种技术问题中越来越重要。本文考虑了当下平板静止,上平板在自己的平面内开始谐波振荡时,含有均匀小固体颗粒的粘弹性流体在两个无限延伸的平行平板之间的层流问题。得到了流体和尘埃粒子速度场的解析表达式。详细研究了流体中弹性元件、尘埃颗粒的质量浓度和弛豫时间对速度分布的影响。得到了下板壁的表面摩擦力和板间的总容积流量。
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引用次数: 0
A STUDY OF CONCRETE INCORPORATING STEEL MILL SCALE WASTE 掺入炼钢厂水垢废料的混凝土研究
Pub Date : 2022-06-27 DOI: 10.26782/jmcms.2022.06.00001
M. A. Khan
This paper presents the effective utilization of industrial waste steel mill scale in concrete. Tests were performed on concrete specimens incorporating 10%, 20%, 30%, and 40% steel mill scale by weight of sand and a control specimen. Results were assessed in terms of workability, compressive strength, flexural strength, and durability. The compressive and flexural strength of concrete incorporating a 20% steel mill scale was recorded higher as opposed to control and other percent replacement specimens. It was also observed that the durability and resistance against sulphate attack of concrete enhanced as the replacement proportion of mill scale were increased. Furthermore, the higher specific gravity of mill scale waste makes it a suitable material for heavyweight concrete members and radiation shield structures.
本文介绍了工业废钢水垢在混凝土中的有效利用。试验分别在含10%、20%、30%和40%钢砂比重的混凝土试件和对照试件上进行。结果评估方面的和易性,抗压强度,抗弯强度和耐久性。混凝土的抗压和抗弯强度包含20%的钢厂规模被记录为高于对照和其他百分比的更换样本。随着磨屑置换比例的增加,混凝土的耐久性能和抗硫酸盐侵蚀性能均有所提高。此外,磨屑废弃物的较高比重使其成为重型混凝土构件和防辐射结构的合适材料。
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引用次数: 0
A NOVEL METHOD TO FIND THE EQUATION OF CIRCLES 一种求圆方程的新方法
Pub Date : 2022-06-27 DOI: 10.26782/jmcms.2022.06.00004
P. Bhattacharyya
The concept of the circle has been known to human beings since before the beginning of recorded history. With the advent of the wheel, the study of the circle in detail played an important role in the field of science and technology. According to the author, there are three types of circles, 1) Countup circle, 2) Countdown circle, and 3) Point circle instead of two types of circles as defined by René Descartes in real plane coordinate geometry and Euler in the complex plane. The author has been successful to solve the equations of three types of circles in the real plane by using three fundamental recent (2021 – 2022) inventions, 1) Theory of Dynamics of Numbers, 2) Rectangular Bhattacharyya’s Co-ordinate System, 3) The novel Concept of Quadratic Equation where the author becomes successful to solve the quadratic equation of x2 + 1 = 0 in real number instead of an imaginary number. In the present paper, the author solved successfully the problem where radius if g2 + f2 < c, c the constant term of the general form of the equation of a circle x2 + y2 + 2gx + 2fy + c = 0 by using Bhattacharyya’s Coordinate system without any help from the complex plane where Euler solved it by using a complex plane. According to Bhattacharyya’s Co-ordinate System, the equation of the countdown circle is as follows : where, the coordinates of the moving point P are (x, y) with Centre C (a, b) and radius = – r The concept of a countdown circle is very much interesting and it exists really in nature. We may consider that the rotational motion of the Earth around the Sun is a countdown rotational motion.
圆的概念早在有记载的历史开始之前就为人类所知。随着车轮的出现,对圆的详细研究在科学技术领域发挥了重要作用。笔者认为,圆有三种类型,1)Countup圆,2)Countdown圆,3)Point圆,而不是实平面坐标几何中的ren笛卡儿和复平面中的欧拉定义的两种类型的圆。作者通过最近(2021 - 2022)的三项基本发明,成功地解决了实平面上三种类型的圆的方程,1)数动力学理论,2)矩形Bhattacharyya坐标系,3)二次方程的新概念,作者成功地解决了x2 + 1 = 0的实数而不是虚数的二次方程。本文成功地解决了半径为g2 + f2 < c, x2 + y2 + 2gx + 2fy + c = 0的圆方程一般形式的常数项,在没有复平面帮助的情况下,利用Bhattacharyya坐标系求解了欧拉用复平面求解的问题。根据巴塔查里亚的坐标系,倒计时圆的方程如下:其中,运动点P的坐标为(x, y),中心为C (a, b),半径= - r。倒计时圆的概念非常有趣,它确实存在于自然界中。我们可以认为地球围绕太阳的旋转运动是一个倒计时旋转运动。
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引用次数: 0
NUMERICAL STUDY OF THE INFLUENCE OF TEMPERATURE-DEPENDENT VISCOSITY ON THE UNSTEADY LAMINAR FLOW AND HEAT TRANSFER OF A VISCOUS INCOMPRESSIBLE FLUID DUE TO A ROTATING DISC 温度相关黏度对含旋转圆盘的粘性不可压缩流体非定常层流和换热影响的数值研究
Pub Date : 2022-05-26 DOI: 10.26782/jmcms.2022.05.00003
Akter Hossain
In this article, the effect of temperature-dependent viscosity (TVD) on the unsteady laminar flow and heat transfer (HT) of a viscous incompressible fluid due to a rotating disc (RD) has been investigated numerically by exploiting an in-house numerical code. A set of time-dependent, axisymmetric, and non-linear partial differential equations which govern the fluid flows and heat transfer are reduced to non-linear local non-similarity ordinary differential equations by introducing a newly developed group of transformations for different time regimes. Three different solution methods, such as, (i) perturbation solution method for small t, (ii) asymptotic solution method for large t, and (iii) implicit finite difference method for the entire t regime, have been applied to solve the resulting equations treating t as the time-dependent rotating parameter. The local radial skin friction, tangential skin friction and the heat transfer are computed at the surface of the disc for different numerical parameters, such as, Prandtl number, Pr and the viscosity-variation parameter, e. Besides, the key dimensionless quantities such as velocity and temperature profiles, which are inherently linked with the boundary layer thickness, are presented graphically for different values of e while Pr = 0.72. It is found that the dimensionless radial, tangential and axial velocity profiles decrease as e increases, and consequently, the momentum boundary layer thickness is decreased. On the other hand, the non-dimensional temperature profiles are increased owing to the increasing values of e, and this effect eventually leads to a small increment in the thermal boundary layer thickness.
本文利用内部数值程序,研究了温度依赖粘度(TVD)对含旋转圆盘的粘性不可压缩流体非定常层流和换热(HT)的影响。通过引入一组新发展的不同时间范围的变换,将控制流体流动和传热的一组时变轴对称非线性偏微分方程简化为非线性局部非相似常微分方程。三种不同的求解方法,如(i)小t的摄动解法,(ii)大t的渐近解法,(iii)整个t域的隐式有限差分法,已被应用于求解将t作为随时间变化的旋转参数的结果方程。在不同数值参数(如普朗特数、Pr和粘度变化参数e)下,计算了圆盘表面的局部径向摩擦、切向摩擦和换热。此外,在不同e值(Pr = 0.72)下,用图形表示了与边界层厚度有内在联系的关键无因次量(如速度和温度分布)。结果表明,随着e的增大,无因次径向、切向和轴向速度分布减小,动量边界层厚度减小。另一方面,由于e值的增加,无量纲温度分布增加,这种影响最终导致热边界层厚度的小幅度增加。
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引用次数: 0
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