首页 > 最新文献

Journal of Techniques最新文献

英文 中文
Calcium Phosphate Coatings with Controlled Micro/Nano-Structures for Endothelial Cells Viability 具有可控微/纳米结构的磷酸钙涂层提高内皮细胞活力
Pub Date : 2024-06-02 DOI: 10.51173/jt.v6i2.2545
Adil Elrayah, Ke Duan, Xiong Lu, Xiaobo Lu, Jie Weng
Hydroxyapatite (HA) scaffolds produced by the accumulation of HA fibers were separately treated hydrothermally in three calcium phosphate solutions to form coatings of different micro/nano-structures. Different micro/nano-structure and morphologies have been regulated on the surface of treated HA scaffolds. Plate-like compromise flower-like morphology was obtained with solution 1 (Ca-sufficient) i.e., ratio: Ca/Ca=1%; Ca/P=1.67. Full coatings (flower-like) morphology treated after Cu-doped coating solution 2 (Cu/(Cu+Ca) = 5%; ratio: (Cu+Ca)/P = 1.67). Furthermore, partial coatings (flower-like) morphology fabricated with solution 3 (Ca-deficient and Cu-replacement), i.e., ratio: Ca/Ca=0.95%; Ca/P=1.58. The results showed the effect of hydrothermal coatings on HA scaffolds. Cultured human endothelial cells spread and proliferated better on the treated HA scaffolds than on the uncoated scaffolds, suggesting a potential effect of calcium phosphate surface morphology on endothelial cell response. Thus, it can provide an appropriate micro/nano-structure approach supporting angiogenesis capacity, which is a necessity to accelerate the time of bone healing and regeneration.
在三种磷酸钙溶液中分别对堆积 HA 纤维生成的羟基磷灰石(HA)支架进行水热处理,以形成不同微/纳米结构的涂层。经过处理的 HA 支架表面呈现出不同的微/纳米结构和形态。使用溶液 1(钙充足),即比率为Ca/Ca=1%;Ca/P=1.67。掺铜涂层溶液 2(Cu/(Cu+Ca) = 5%;比率:(Cu+Ca)/P = 1.67)处理后可获得全涂层(花朵状)形态。此外,用溶液 3(缺钙和铜置换)制造的部分涂层(花朵状)形态,即比率:(Cu+Ca)/P = 1.67:Ca/Ca=0.95%;Ca/P=1.58。结果显示了水热涂层对 HA 支架的影响。培养的人内皮细胞在经过处理的 HA 支架上的扩散和增殖效果优于未涂层的支架,这表明磷酸钙表面形态对内皮细胞反应有潜在影响。因此,它可以提供一种支持血管生成能力的适当微/纳米结构方法,而血管生成能力是加速骨愈合和再生的必要条件。
{"title":"Calcium Phosphate Coatings with Controlled Micro/Nano-Structures for Endothelial Cells Viability","authors":"Adil Elrayah, Ke Duan, Xiong Lu, Xiaobo Lu, Jie Weng","doi":"10.51173/jt.v6i2.2545","DOIUrl":"https://doi.org/10.51173/jt.v6i2.2545","url":null,"abstract":"Hydroxyapatite (HA) scaffolds produced by the accumulation of HA fibers were separately treated hydrothermally in three calcium phosphate solutions to form coatings of different micro/nano-structures. Different micro/nano-structure and morphologies have been regulated on the surface of treated HA scaffolds. Plate-like compromise flower-like morphology was obtained with solution 1 (Ca-sufficient) i.e., ratio: Ca/Ca=1%; Ca/P=1.67. Full coatings (flower-like) morphology treated after Cu-doped coating solution 2 (Cu/(Cu+Ca) = 5%; ratio: (Cu+Ca)/P = 1.67). Furthermore, partial coatings (flower-like) morphology fabricated with solution 3 (Ca-deficient and Cu-replacement), i.e., ratio: Ca/Ca=0.95%; Ca/P=1.58. The results showed the effect of hydrothermal coatings on HA scaffolds. Cultured human endothelial cells spread and proliferated better on the treated HA scaffolds than on the uncoated scaffolds, suggesting a potential effect of calcium phosphate surface morphology on endothelial cell response. Thus, it can provide an appropriate micro/nano-structure approach supporting angiogenesis capacity, which is a necessity to accelerate the time of bone healing and regeneration.","PeriodicalId":516635,"journal":{"name":"Journal of Techniques","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141388925","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Detecting Source Code Plagiarism in Student Assignment Submissions Using Clustering Techniques 利用聚类技术检测学生作业中的源代码剽窃行为
Pub Date : 2024-04-02 DOI: 10.51173/jt.v6i2.1851
Raddam Sami Mehsen, Majharoddin M. Kazi, Hiren Joshi
In pragmatic courses, graduate students are required to submit programming assignments, which have been susceptible to various forms of plagiarism. Detecting counterfeited code in an academic setting is of paramount importance, given the prevalence of publications and papers. Plagiarism, defined as the unauthorized replication of written work without proper acknowledgment, has become a critical concern with the advent of information and communication technology (ICT) and the widespread availability of scholarly publications online. However, the extensive use of freeware text editors has posed challenges in detecting source code plagiarism. Numerous studies have investigated algorithms for revealing different types of plagiarism and detecting source code plagiarism. In this research, we propose an innovative strategy that combines TF-IDF (Term Frequency-Inverse Document Frequency) modifications with K-means clustering, achieving a remarkable precision rate of 99.2%. Additionally, we explore the hierarchical clustering method, which estimates an even higher precision rate of 99.5% compared to previous techniques. To implement our approach, we utilize the Python programming language along with relevant libraries, providing a robust and efficient system for source code plagiarism detection in student assignment submissions.
在实用课程中,研究生需要提交编程作业,而这些作业很容易受到各种形式的剽窃。鉴于出版物和论文的普遍性,在学术环境中检测伪造代码至关重要。剽窃被定义为未经授权复制书面作品而不适当致谢的行为,随着信息和通信技术(ICT)的出现以及学术出版物在网上的广泛传播,剽窃已成为一个令人严重关切的问题。然而,免费文本编辑器的广泛使用给检测源代码抄袭带来了挑战。许多研究都对揭示不同类型抄袭和检测源代码抄袭的算法进行了调查。在本研究中,我们提出了一种将 TF-IDF(词频-反向文档频率)修正与 K-means 聚类相结合的创新策略,其精确率高达 99.2%。此外,我们还探索了分层聚类方法,与之前的技术相比,该方法的精确率甚至高达 99.5%。为了实现我们的方法,我们利用 Python 编程语言和相关库,为学生作业提交中的源代码抄袭检测提供了一个强大而高效的系统。
{"title":"Detecting Source Code Plagiarism in Student Assignment Submissions Using Clustering Techniques","authors":"Raddam Sami Mehsen, Majharoddin M. Kazi, Hiren Joshi","doi":"10.51173/jt.v6i2.1851","DOIUrl":"https://doi.org/10.51173/jt.v6i2.1851","url":null,"abstract":"In pragmatic courses, graduate students are required to submit programming assignments, which have been susceptible to various forms of plagiarism. Detecting counterfeited code in an academic setting is of paramount importance, given the prevalence of publications and papers. Plagiarism, defined as the unauthorized replication of written work without proper acknowledgment, has become a critical concern with the advent of information and communication technology (ICT) and the widespread availability of scholarly publications online. However, the extensive use of freeware text editors has posed challenges in detecting source code plagiarism. Numerous studies have investigated algorithms for revealing different types of plagiarism and detecting source code plagiarism. In this research, we propose an innovative strategy that combines TF-IDF (Term Frequency-Inverse Document Frequency) modifications with K-means clustering, achieving a remarkable precision rate of 99.2%. Additionally, we explore the hierarchical clustering method, which estimates an even higher precision rate of 99.5% compared to previous techniques. To implement our approach, we utilize the Python programming language along with relevant libraries, providing a robust and efficient system for source code plagiarism detection in student assignment submissions.","PeriodicalId":516635,"journal":{"name":"Journal of Techniques","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140753335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Image-Based Face Recognition Techniques Used in Disease Detection Approaches: A Survey 疾病检测方法中使用的基于图像的人脸识别技术:调查
Pub Date : 2024-01-20 DOI: 10.51173/jt.v6i1.1966
Ghalib Ahmed Salman, Inas Jawad Kadhim, Ahmed Husham Al-Badri
Facial diseases lead to noticeable changes on the human face, and some of them extend beyond internal effects or organ-based disorders. Indeed, certain types of facial diseases result in visually noticeable abnormalities on the human face. These alterations in facial patterns can serve as potential indicators for corresponding diseases, particularly in the fields of endocrinology and metabolism, Muscles-Nervous disorders, Chromosomes, and Genetic disorders, among others. Technologies used in Face Recognition (FR) have been developed over the past few decades; however, only a limited amount of research has been applied in recent years to FR-based disease detection for clinical purposes. FR applications relying on Artificial Neural Network (ANN) techniques have recorded higher accuracy rates in diagnosing facial diseases. This field of recognition holds promising potential for optimizing facial diagnosis approaches and supporting medical staff in evaluating detections. In practice, only a few research ideas have been translated into medical products, emphasizing the need to identify and integrate future applications. As a primary focus, this paper centers on the key applications and technologies for detecting various types of facial diseases, along with a discussion of prospects.
面部疾病会导致人的面部发生明显变化,其中一些疾病超出了内部影响或器官失调的范围。事实上,某些类型的面部疾病会导致人的面部出现视觉上明显的异常。这些面部图案的改变可以作为相应疾病的潜在指标,特别是在内分泌和新陈代谢、肌肉神经疾病、染色体和遗传疾病等领域。过去几十年来,人脸识别(FR)技术不断发展,但近年来只有少量研究应用于基于人脸识别的临床疾病检测。依靠人工神经网络(ANN)技术的人脸识别应用在诊断面部疾病方面取得了较高的准确率。这一识别领域在优化面部诊断方法和支持医务人员评估检测结果方面具有巨大潜力。在实践中,只有少数研究想法被转化为医疗产品,这就强调了识别和整合未来应用的必要性。本文主要关注检测各类面部疾病的关键应用和技术,并对前景进行了讨论。
{"title":"Image-Based Face Recognition Techniques Used in Disease Detection Approaches: A Survey","authors":"Ghalib Ahmed Salman, Inas Jawad Kadhim, Ahmed Husham Al-Badri","doi":"10.51173/jt.v6i1.1966","DOIUrl":"https://doi.org/10.51173/jt.v6i1.1966","url":null,"abstract":"Facial diseases lead to noticeable changes on the human face, and some of them extend beyond internal effects or organ-based disorders. Indeed, certain types of facial diseases result in visually noticeable abnormalities on the human face. These alterations in facial patterns can serve as potential indicators for corresponding diseases, particularly in the fields of endocrinology and metabolism, Muscles-Nervous disorders, Chromosomes, and Genetic disorders, among others. Technologies used in Face Recognition (FR) have been developed over the past few decades; however, only a limited amount of research has been applied in recent years to FR-based disease detection for clinical purposes. FR applications relying on Artificial Neural Network (ANN) techniques have recorded higher accuracy rates in diagnosing facial diseases. This field of recognition holds promising potential for optimizing facial diagnosis approaches and supporting medical staff in evaluating detections. In practice, only a few research ideas have been translated into medical products, emphasizing the need to identify and integrate future applications. As a primary focus, this paper centers on the key applications and technologies for detecting various types of facial diseases, along with a discussion of prospects.","PeriodicalId":516635,"journal":{"name":"Journal of Techniques","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140501430","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Power Loss Reduction and Reliability Improvement of Radial Distribution Systems Using Optimal Capacitor Placement Technique 利用最佳电容器布置技术降低径向配电系统的功率损耗并提高其可靠性
Pub Date : 2024-01-20 DOI: 10.51173/jt.v6i1.1215
Mohanad Muneer Yaqoob, Ali Nasser Hussain, W. Abed, Daniel Augusto Pereira
Improving reliability and power quality in Radial Distribution Systems (RDS) is of large significance to ensure the provision of electricity within a reliable and acceptable standard to consumers with increasing load requirements. An Optimal Capacitor Placement (OCP) technique is used in the present work to achieve the highest power quality and system reliability in a balanced manner at the same time. The proposed technique has been tested with 69 typical IEEE RDS buses using the Improved Binary Particle Swarm Optimization (IBPSO) algorithm. The proposed algorithm shows a high ability to find the best location and size of injected capacitors inside the RDS to implement a single-objective function for minimization of Active Power Loss (APL). The simulation results obtained from the MATLAB environment show that the OCP technique has a significant potential to enhance RDS reliability, bus voltage, and loss reduction as compared to other previous work.
提高径向配电系统(RDS)的可靠性和电能质量,对于确保以可靠和可接受的标准向负荷需求不断增加的用户供电具有重要意义。本研究采用了优化电容器布置 (OCP) 技术,以同时均衡地实现最高电能质量和系统可靠性。使用改进的二进制粒子群优化(IBPSO)算法对 69 个典型的 IEEE RDS 总线进行了测试。所提出的算法显示出很强的能力,能找到 RDS 内部注入电容器的最佳位置和大小,以实现最小化有功功率损耗(APL)的单目标函数。从 MATLAB 环境中获得的仿真结果表明,与之前的其他工作相比,OCP 技术在提高 RDS 可靠性、母线电压和降低损耗方面潜力巨大。
{"title":"Power Loss Reduction and Reliability Improvement of Radial Distribution Systems Using Optimal Capacitor Placement Technique","authors":"Mohanad Muneer Yaqoob, Ali Nasser Hussain, W. Abed, Daniel Augusto Pereira","doi":"10.51173/jt.v6i1.1215","DOIUrl":"https://doi.org/10.51173/jt.v6i1.1215","url":null,"abstract":"Improving reliability and power quality in Radial Distribution Systems (RDS) is of large significance to ensure the provision of electricity within a reliable and acceptable standard to consumers with increasing load requirements. An Optimal Capacitor Placement (OCP) technique is used in the present work to achieve the highest power quality and system reliability in a balanced manner at the same time. The proposed technique has been tested with 69 typical IEEE RDS buses using the Improved Binary Particle Swarm Optimization (IBPSO) algorithm. The proposed algorithm shows a high ability to find the best location and size of injected capacitors inside the RDS to implement a single-objective function for minimization of Active Power Loss (APL). The simulation results obtained from the MATLAB environment show that the OCP technique has a significant potential to enhance RDS reliability, bus voltage, and loss reduction as compared to other previous work.","PeriodicalId":516635,"journal":{"name":"Journal of Techniques","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140501913","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Smart Patch for Non-Invasive Blood Pressure Monitoring in Epileptic Seizure Patients via the Sole 通过足部对癫痫发作患者进行无创血压监测的智能贴片
Pub Date : 2024-01-20 DOI: 10.51173/jt.v6i1.1624
Murtadha Mohammed Mahdi, Sadik Kamel Gharghan, Saleem Lateef Mohammed, Ibrahim Amer Ibrahim
Epileptic seizures can cause sudden blood pressure changes, requiring continuous monitoring. However, traditional blood pressure monitoring methods are often invasive and uncomfortable for the patient. In addition, it is difficult to measure blood pressure during seizures. This research aims to design a non-invasive, comfortable device to monitor blood pressure during epileptic seizures continuously. Photoplethysmography (PPG) signals from the sole of the patient's foot were used to extract blood pressure data. A smart patch was designed to be worn comfortably on foot for continuous monitoring during seizures. The results show that the average systolic and diastolic blood pressure errors were 2.838 and 4.494 mmHg during epileptic seizures, respectively. These blood pressure changes could be related to the onset of seizures, suggesting that the device and methodology could be combined with other measures to analyze and predict seizure activity. This research offers a non-invasive and comfortable solution for continuous blood pressure monitoring during seizures, which may affect seizure prediction and management.
癫痫发作会导致血压突然变化,需要持续监测。然而,传统的血压监测方法往往是侵入性的,病人会感到不舒服。此外,在癫痫发作时测量血压也很困难。这项研究旨在设计一种无创、舒适的设备,在癫痫发作时持续监测血压。研究人员利用患者脚底的光电血压计(PPG)信号提取血压数据。设计的智能贴片可舒适地佩戴在脚上,以便在癫痫发作时进行连续监测。结果显示,癫痫发作时的平均收缩压和舒张压误差分别为 2.838 毫米汞柱和 4.494 毫米汞柱。这些血压变化可能与癫痫发作有关,表明该设备和方法可与其他措施相结合,分析和预测癫痫发作活动。这项研究为癫痫发作时的连续血压监测提供了一种无创、舒适的解决方案,可能会对癫痫发作预测和管理产生影响。
{"title":"Smart Patch for Non-Invasive Blood Pressure Monitoring in Epileptic Seizure Patients via the Sole","authors":"Murtadha Mohammed Mahdi, Sadik Kamel Gharghan, Saleem Lateef Mohammed, Ibrahim Amer Ibrahim","doi":"10.51173/jt.v6i1.1624","DOIUrl":"https://doi.org/10.51173/jt.v6i1.1624","url":null,"abstract":"Epileptic seizures can cause sudden blood pressure changes, requiring continuous monitoring. However, traditional blood pressure monitoring methods are often invasive and uncomfortable for the patient. In addition, it is difficult to measure blood pressure during seizures. This research aims to design a non-invasive, comfortable device to monitor blood pressure during epileptic seizures continuously. Photoplethysmography (PPG) signals from the sole of the patient's foot were used to extract blood pressure data. A smart patch was designed to be worn comfortably on foot for continuous monitoring during seizures. The results show that the average systolic and diastolic blood pressure errors were 2.838 and 4.494 mmHg during epileptic seizures, respectively. These blood pressure changes could be related to the onset of seizures, suggesting that the device and methodology could be combined with other measures to analyze and predict seizure activity. This research offers a non-invasive and comfortable solution for continuous blood pressure monitoring during seizures, which may affect seizure prediction and management.","PeriodicalId":516635,"journal":{"name":"Journal of Techniques","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139640427","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Study of the Impact Irregular Concrete Facilities with the Shear Walls Based: The Effect of Soil-Structure Interaction with ABAQUS Software 基于剪力墙的冲击不规则混凝土设施研究:使用 ABAQUS 软件研究土与结构相互作用的影响
Pub Date : 2024-01-20 DOI: 10.51173/jt.v6i1.1654
Wisam Fawzi Aljuhaishi, Javad Esfandiari
In the present study, the effect of irregularity of structures of the concrete with special shear walls has been analyzed and modeled by considering the effect of soil-structure interaction by dynamic analysis method with ABAQUS software. The results are presented in the form of diagrams with different soil interaction conditions, the effect of the number of layers was investigated for different soils. The results showed that the bearing system of the flexural frame and the concrete shear wall under the lateral load of the earthquake have good strength and ductility, which makes this issue. This structural system should be used for cities with very high earthquake risk. As the number of floors increases, the effect of the shear walls on increasing the bearing capacity decreases. As the number of floors increases, the final displacement of the frame increases. The results showed that for soil type 1(hard soil which Vs=1000 m/s, v=0.15, q=50000 Kg/m2, P=2000 Kg/m3, r=0.5 m) structural system of concrete shear walls with better displacement, maximum structural stiffness, better behavior was observed in the structure. Three-story frame with concrete shear wall has a significant increase compared to similar frames with more floors, which shows the good performance of this system in structures with fewer floors.
在本研究中,通过使用 ABAQUS 软件,采用动态分析方法,考虑到土壤与结构相互作用的影响,对具有特殊剪力墙的不规则混凝土结构的影响进行了分析和建模。结果以不同土壤相互作用条件下的图表形式呈现,并研究了不同土壤层数的影响。结果表明,在地震侧向荷载作用下,挠性框架和混凝土剪力墙的承载系统具有良好的强度和延性,这使得这一问题得以解决。这种结构体系应该用于地震风险非常高的城市。随着楼层数的增加,剪力墙对提高承载力的作用减小。随着楼层数的增加,框架的最终位移也会增加。结果表明,对于土壤类型 1(硬土,Vs=1000 m/s,v=0.15,q=50000 Kg/m2,P=2000 Kg/m3,r=0.5 m),混凝土剪力墙结构系统具有更好的位移、最大的结构刚度和更好的结构行为。采用混凝土剪力墙的三层框架与楼层较多的类似框架相比,位移显著增加,这表明该系统在楼层较少的结构中具有良好的性能。
{"title":"Study of the Impact Irregular Concrete Facilities with the Shear Walls Based: The Effect of Soil-Structure Interaction with ABAQUS Software","authors":"Wisam Fawzi Aljuhaishi, Javad Esfandiari","doi":"10.51173/jt.v6i1.1654","DOIUrl":"https://doi.org/10.51173/jt.v6i1.1654","url":null,"abstract":"In the present study, the effect of irregularity of structures of the concrete with special shear walls has been analyzed and modeled by considering the effect of soil-structure interaction by dynamic analysis method with ABAQUS software. The results are presented in the form of diagrams with different soil interaction conditions, the effect of the number of layers was investigated for different soils. The results showed that the bearing system of the flexural frame and the concrete shear wall under the lateral load of the earthquake have good strength and ductility, which makes this issue. This structural system should be used for cities with very high earthquake risk. As the number of floors increases, the effect of the shear walls on increasing the bearing capacity decreases. As the number of floors increases, the final displacement of the frame increases. The results showed that for soil type 1(hard soil which Vs=1000 m/s, v=0.15, q=50000 Kg/m2, P=2000 Kg/m3, r=0.5 m) structural system of concrete shear walls with better displacement, maximum structural stiffness, better behavior was observed in the structure. Three-story frame with concrete shear wall has a significant increase compared to similar frames with more floors, which shows the good performance of this system in structures with fewer floors.","PeriodicalId":516635,"journal":{"name":"Journal of Techniques","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140502200","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Optimization of Neurons Number in Artificial Neural Network Model for Predicting the Power Production of PV Module 用于预测光伏组件发电量的人工神经网络模型中神经元数量的优化
Pub Date : 2024-01-20 DOI: 10.51173/jt.v6i1.895
Hussain Hamdi Khalaf, Ali Nasser Hussain, Zuhair S. Al-Sagar, Abdulrahman Th. Mohammad, Hilal A. Fadhil
In this work, an Artificial Neural Network (ANN) with a backward-propagation technique was used to predict the power generation of the Photovoltaic (PV) module in weather conditions of Baghdad city-Iraq. Experiment tests were investigated in the summer of 2022. Three weather parameters, including: (solar radiation, ambient temperature, and wind speed), the output electrical characteristics of the PV module (voltage, current, power), and module temperature (were measured. Therefore, the dataset of the ANN system consists of four input and one output parameter. Furthermore, the structure of ANN includes a single hidden layer with a backward propagation technique. The main goal of this study was to optimize the number of neurons in the training process. The evaluation of the ANN model depended on the determination coefficient (R) and Root Mean Squared Error (RMSE).  The obtained results show that the architecture of ANN is appropriate for predicting the power generated from the PV module. The developed ANN model has good accuracy. Where the MSE is 0.002747 at epoch 9 in the model. Furthermore, the R is recorded as 0.99078, 0.98254, 0.99125, and 0.99005 for training, testing, validation, and all respectively in the proposed model. In addition, the optimization number of neurons in the hidden layer gave sufficient accuracy without referring to the choice of the number of neurons by using the trial-and-error method that most researchers relied.
在这项工作中,使用了一种采用反向传播技术的人工神经网络(ANN)来预测伊拉克巴格达市天气条件下光伏(PV)模块的发电量。实验测试在 2022 年夏季进行。测量了三个天气参数,包括:(太阳辐射、环境温度和风速)、光伏组件的输出电气特性(电压、电流和功率)以及组件温度。因此,ANN 系统的数据集由四个输入参数和一个输出参数组成。此外,ANN 的结构包括一个采用反向传播技术的单隐层。本研究的主要目标是优化训练过程中的神经元数量。对 ANN 模型的评估取决于确定系数(R)和均方根误差(RMSE)。 结果表明,ANN 的结构适合预测光伏组件的发电量。所开发的 ANN 模型具有良好的准确性。在模型的第 9 个历元,MSE 为 0.002747。此外,该模型在训练、测试、验证和全部过程中的 R 值分别为 0.99078、0.98254、0.99125 和 0.99005。此外,通过优化隐层神经元的数量,可以获得足够的精度,而无需像大多数研究人员那样通过试错法来选择神经元的数量。
{"title":"Optimization of Neurons Number in Artificial Neural Network Model for Predicting the Power Production of PV Module","authors":"Hussain Hamdi Khalaf, Ali Nasser Hussain, Zuhair S. Al-Sagar, Abdulrahman Th. Mohammad, Hilal A. Fadhil","doi":"10.51173/jt.v6i1.895","DOIUrl":"https://doi.org/10.51173/jt.v6i1.895","url":null,"abstract":"In this work, an Artificial Neural Network (ANN) with a backward-propagation technique was used to predict the power generation of the Photovoltaic (PV) module in weather conditions of Baghdad city-Iraq. Experiment tests were investigated in the summer of 2022. Three weather parameters, including: (solar radiation, ambient temperature, and wind speed), the output electrical characteristics of the PV module (voltage, current, power), and module temperature (were measured. Therefore, the dataset of the ANN system consists of four input and one output parameter. Furthermore, the structure of ANN includes a single hidden layer with a backward propagation technique. The main goal of this study was to optimize the number of neurons in the training process. The evaluation of the ANN model depended on the determination coefficient (R) and Root Mean Squared Error (RMSE).  The obtained results show that the architecture of ANN is appropriate for predicting the power generated from the PV module. The developed ANN model has good accuracy. Where the MSE is 0.002747 at epoch 9 in the model. Furthermore, the R is recorded as 0.99078, 0.98254, 0.99125, and 0.99005 for training, testing, validation, and all respectively in the proposed model. In addition, the optimization number of neurons in the hidden layer gave sufficient accuracy without referring to the choice of the number of neurons by using the trial-and-error method that most researchers relied.","PeriodicalId":516635,"journal":{"name":"Journal of Techniques","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140502297","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of Welding Parameters on Mechanical Properties and Microstructure of Similar Low-Carbon Steel AISI 1005 Welding by Resistance Spot Welding 焊接参数对电阻点焊类似低碳钢 AISI 1005 的力学性能和显微组织的影响
Pub Date : 2024-01-20 DOI: 10.51173/jt.v6i1.2114
Osamah Sabah Barrak, Sami Chatti, Slim Ben-Elechi
Resistance spot welding (RSW) was used to fabricate Similar joints of low-carbon steel AISI 1005 in lap joint design RSW. Evaluate the welding current, squeeze time, welding time, and hold time, which affects resistance spot welding. A tensile-shear force fracture test was used to assess the mechanical properties Using a universal tensile testing machine. The microstructure of the fusion zone was examined using a scanning electron microscope (SEM). According to the data, the shear strength values increased as the welding current increased. Additionally, it was shown that most failures occurred closer to the fusion zone (FZ). The primary cause is the crystal lattice's strained distortion, which weakens the nearby region of the fusion zone.
采用电阻点焊(RSW)制造低碳钢 AISI 1005 的类似接头,采用搭接接头设计 RSW。评估影响电阻点焊的焊接电流、挤压时间、焊接时间和保持时间。使用万能拉伸试验机进行拉伸剪切力断裂试验,以评估机械性能。使用扫描电子显微镜(SEM)检查了熔合区的微观结构。数据显示,剪切强度值随着焊接电流的增加而增加。此外,大多数故障都发生在靠近熔合区(FZ)的地方。主要原因是晶格的应变变形削弱了熔合区附近区域的强度。
{"title":"Influence of Welding Parameters on Mechanical Properties and Microstructure of Similar Low-Carbon Steel AISI 1005 Welding by Resistance Spot Welding","authors":"Osamah Sabah Barrak, Sami Chatti, Slim Ben-Elechi","doi":"10.51173/jt.v6i1.2114","DOIUrl":"https://doi.org/10.51173/jt.v6i1.2114","url":null,"abstract":"Resistance spot welding (RSW) was used to fabricate Similar joints of low-carbon steel AISI 1005 in lap joint design RSW. Evaluate the welding current, squeeze time, welding time, and hold time, which affects resistance spot welding. A tensile-shear force fracture test was used to assess the mechanical properties Using a universal tensile testing machine. The microstructure of the fusion zone was examined using a scanning electron microscope (SEM). According to the data, the shear strength values increased as the welding current increased. Additionally, it was shown that most failures occurred closer to the fusion zone (FZ). The primary cause is the crystal lattice's strained distortion, which weakens the nearby region of the fusion zone.","PeriodicalId":516635,"journal":{"name":"Journal of Techniques","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140501736","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Journal of Techniques
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1