首页 > 最新文献

TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099最新文献

英文 中文
AN EMPIRICAL STUDY ON FAKE REVIEW DETECTION 虚假评论检测实证研究
Pub Date : 2023-07-20 DOI: 10.35382/tvujs.13.6.2023.2107
L. N. Nguyen
In recent years, the Internet has opened up opportunities for manufacturers and retailers to advertise and sell their products online. Online shopping is becoming a habit of consumers. Although there are many benefits of buying and selling online, such as easy product selection and comparison from many different sellers before deciding which one to buy, reading comments before buying a product is a habit of customers. It helps them learn from the experiences of former buyers. However, buying based on product reviews is risky, especially fake reviews. These reviews affect the buyers’ purchase decisions. Detecting fake reviews is a critical problem. This study proposed a machine learning-based framework for detecting fake reviews by extracting features from text and deployed six machine-learning models for classification tasks. Experimental results showed that the SVC is a reliable machine-learning algorithm for classifying truthful reviews and fake reviews using the TF-IDF feature extraction technique.
近年来,互联网为制造商和零售商提供了在网上宣传和销售产品的机会。网上购物正在成为消费者的一种习惯。虽然网上买卖有很多好处,比如在决定购买哪种产品之前,可以方便地从许多不同的卖家那里选择和比较产品,但在购买产品之前阅读评论也是消费者的一种习惯。这有助于他们从以前的买家那里学习经验。然而,根据产品评论购买是有风险的,尤其是虚假评论。这些评论会影响买家的购买决策。检测虚假评论是一个关键问题。本研究提出了一个基于机器学习的框架,通过从文本中提取特征来检测虚假评论,并部署了六个机器学习模型来完成分类任务。实验结果表明,SVC 是一种可靠的机器学习算法,可利用 TF-IDF 特征提取技术对真实评论和虚假评论进行分类。
{"title":"AN EMPIRICAL STUDY ON FAKE REVIEW DETECTION","authors":"L. N. Nguyen","doi":"10.35382/tvujs.13.6.2023.2107","DOIUrl":"https://doi.org/10.35382/tvujs.13.6.2023.2107","url":null,"abstract":"In recent years, the Internet has opened up opportunities for manufacturers and retailers to advertise and sell their products online. Online shopping is becoming a habit of consumers. Although there are many benefits of buying and selling online, such as easy product selection and comparison from many different sellers before deciding which one to buy, reading comments before buying a product is a habit of customers. It helps them learn from the experiences of former buyers. However, buying based on product reviews is risky, especially fake reviews. These reviews affect the buyers’ purchase decisions. Detecting fake reviews is a critical problem. This study proposed a machine learning-based framework for detecting fake reviews by extracting features from text and deployed six machine-learning models for classification tasks. Experimental results showed that the SVC is a reliable machine-learning algorithm for classifying truthful reviews and fake reviews using the TF-IDF feature extraction technique.","PeriodicalId":159074,"journal":{"name":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099","volume":"67 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139357156","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
APPLYING COLLABORATIVE FILTERING METHOD FOR DOCUMENT RECOMMENDER SYSTEM 将协同过滤方法应用于文档推荐系统
Pub Date : 2023-07-20 DOI: 10.35382/tvujs.13.6.2023.2102
Hung Quoc Ly, Nam Thi Phuong Phan
The recommender system helps recommend relevant information items to the user. In recommender systems, collaborative filtering is commonly used to gauge users' interest in new products. Collaborative filtering systems often rely on data about the similarity of users or products in the system in the past to predict preferences or new products for specific users. In this article, we apply the collaborative filtering technique with the k-nearest neighbor to recommend documents for the English center. The implementation process includes the following steps: Firstly, we build a system to collect and store data in the database; Secondly, we implement a recommendation algorithm with three cases, including Case 1 for new users, Case 2 for users who have seen the most document items, and Case 3 for centers' members. The results make it easier for users to find documents.
推荐系统有助于向用户推荐相关的信息项目。在推荐系统中,协同过滤通常用于衡量用户对新产品的兴趣。协同过滤系统通常依靠过去系统中用户或产品的相似性数据来预测特定用户的偏好或新产品。在本文中,我们应用 k 近邻协同过滤技术为英语中心推荐文档。实施过程包括以下步骤:首先,我们建立了一个系统来收集数据并将其存储在数据库中;其次,我们实现了三种情况下的推荐算法,包括针对新用户的情况 1、针对看过最多文档项目的用户的情况 2 和针对中心会员的情况 3。结果使用户更容易找到文档。
{"title":"APPLYING COLLABORATIVE FILTERING METHOD FOR DOCUMENT RECOMMENDER SYSTEM","authors":"Hung Quoc Ly, Nam Thi Phuong Phan","doi":"10.35382/tvujs.13.6.2023.2102","DOIUrl":"https://doi.org/10.35382/tvujs.13.6.2023.2102","url":null,"abstract":"The recommender system helps recommend relevant information items to the user. In recommender systems, collaborative filtering is commonly used to gauge users' interest in new products. Collaborative filtering systems often rely on data about the similarity of users or products in the system in the past to predict preferences or new products for specific users. In this article, we apply the collaborative filtering technique with the k-nearest neighbor to recommend documents for the English center. The implementation process includes the following steps: Firstly, we build a system to collect and store data in the database; Secondly, we implement a recommendation algorithm with three cases, including Case 1 for new users, Case 2 for users who have seen the most document items, and Case 3 for centers' members. The results make it easier for users to find documents.","PeriodicalId":159074,"journal":{"name":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099","volume":"2 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139357226","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
DISCRETE TIMOSHENKO BEAM MODEL FOR MODELING BEAMS WITH NON-UNIFORM CROSS-SECTIONAL AREA, CURVATURE, AND LARGE DEFLECTION 用于模拟横截面面积不均匀、曲率和大挠度梁的离散季莫申科梁模型
Pub Date : 2023-07-20 DOI: 10.35382/tvujs.13.6.2023.2115
B. Duong, Men Van Truong, H. M. Duong, Quoc Kien Giang
The Timoshenko beam theory is widely used in various fields due to its ability to accurately model the behavior of beams with specific characteristics. However, when it comes to analyzing large deflection beams, the Timoshenko beam theory becomes less precise. This paper introduces a proposed discrete Timoshenko beam model to predict the mechanical behavior of slender beams subjected to large deflections under various loadings. A mathematical analysis was developed and validated using finite element analysis in conjunction with a compliant mechanism. The modeling results demonstrate that the force-displacement behavior of a bistable mechanism can be accurately captured by the discrete Timoshenko beam model. In particular, when comparing the discrete Timoshenko beam model and finite element analysis, the maximum and minimum forces exhibited a strong agreement, with a percentage difference of less than 3% and 5%, respectively. In terms of the total elastic strain energy and maximum principal stress, the deviations between the discrete Timoshenko beam model and finite element analysis were approximately 2% and 7%, respectively. The proposed model can be integrated into an optimization algorithm for designing compliant mechanisms.
季莫申科梁理论能够准确模拟具有特定特征的梁的行为,因此被广泛应用于各个领域。然而,在分析大挠度梁时,季莫申科梁理论的精确性就大打折扣了。本文介绍了一种拟议的离散季莫申科梁模型,用于预测细长梁在各种载荷作用下的大挠度力学行为。通过有限元分析,结合顺从机构,建立并验证了数学分析。建模结果表明,离散季莫申科梁模型可以准确捕捉双稳态机构的力-位移行为。特别是,在比较离散季莫申科梁模型和有限元分析时,最大力和最小力表现出很强的一致性,百分比差异分别小于 3% 和 5%。在总弹性应变能和最大主应力方面,离散季莫申科梁模型与有限元分析的偏差分别约为 2% 和 7%。所提出的模型可以集成到设计顺应机构的优化算法中。
{"title":"DISCRETE TIMOSHENKO BEAM MODEL FOR MODELING BEAMS WITH NON-UNIFORM CROSS-SECTIONAL AREA, CURVATURE, AND LARGE DEFLECTION","authors":"B. Duong, Men Van Truong, H. M. Duong, Quoc Kien Giang","doi":"10.35382/tvujs.13.6.2023.2115","DOIUrl":"https://doi.org/10.35382/tvujs.13.6.2023.2115","url":null,"abstract":"The Timoshenko beam theory is widely used in various fields due to its ability to accurately model the behavior of beams with specific characteristics. However, when it comes to analyzing large deflection beams, the Timoshenko beam theory becomes less precise. This paper introduces a proposed discrete Timoshenko beam model to predict the mechanical behavior of slender beams subjected to large deflections under various loadings. A mathematical analysis was developed and validated using finite element analysis in conjunction with a compliant mechanism. The modeling results demonstrate that the force-displacement behavior of a bistable mechanism can be accurately captured by the discrete Timoshenko beam model. In particular, when comparing the discrete Timoshenko beam model and finite element analysis, the maximum and minimum forces exhibited a strong agreement, with a percentage difference of less than 3% and 5%, respectively. In terms of the total elastic strain energy and maximum principal stress, the deviations between the discrete Timoshenko beam model and finite element analysis were approximately 2% and 7%, respectively. The proposed model can be integrated into an optimization algorithm for designing compliant mechanisms.","PeriodicalId":159074,"journal":{"name":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099","volume":"57 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139357406","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
BUILDING AN ANALYTICAL MODEL OF LINE STABILITY DUYEN HAI 1 THERMAL POWER FACTORY CONNECTED TO THE 220 KV GRID IN THE MEKONG RIVER DELTA, VIETNAM 建立与越南湄公河三角洲 220 千伏电网相连的 duyen hai 1 热电厂线路稳定性分析模型
Pub Date : 2023-07-20 DOI: 10.35382/tvujs.13.6.2023.2126
Tung Thanh Le, Hieu D. T. Phan, Tien Ngoc Nguyen
The stability assessment of the power system is one of the most important tasks in the design and operation of the power system. Stability is the ability of the system to recover to the initial state or close to the initial state after large disturbances to the initial state Duyen Hai 1 Thermal Power Plant belonging to Duyen Hai Power Center, consisting of two generating units, totaling two units, with a capacity of 1,245 MW, the output of electricity produced is about 7.8 billion kWh per year. The participation of Duyen Hai 1 Thermal Power Plant in the system has specific impacts on the stability of the system. Incidents that destabilize Duyen Hai 1 Thermal Power Plant can cause widespread power outages, leading to great economic losses. Therefore, the research team analyzes and evaluates the stability of Duyen Hai 1 Thermal Power Plant by using the standard theories of stability regarding rotor deflection angle, critical shear time, transient curves of mechanical quantities and power when agitation occurs, comparing the critical mode with the operating mode to conclude the possibility of stability.
电力系统的稳定性评估是电力系统设计和运行中最重要的任务之一。稳定性是指在初始状态受到较大扰动后,系统恢复到初始状态或接近初始状态的能力 杜延海电力中心下属的杜延海 1 热电厂由两台发电机组组成,共两台机组,发电能力为 1,245 兆瓦,每年发电量约为 78 亿千瓦时。Duyen Hai 1 号热电厂参与系统对系统的稳定性有具体影响。破坏 Duyen Hai 1 号热电厂稳定的事故会导致大面积停电,造成巨大的经济损失。因此,研究小组利用有关转子偏转角、临界剪切时间、搅拌时机械量和功率的瞬态曲线的标准稳定性理论,对杜彦海 1 号热电厂的稳定性进行分析和评估,并将临界模式与运行模式进行比较,以得出稳定性的可能性结论。
{"title":"BUILDING AN ANALYTICAL MODEL OF LINE STABILITY DUYEN HAI 1 THERMAL POWER FACTORY CONNECTED TO THE 220 KV GRID IN THE MEKONG RIVER DELTA, VIETNAM","authors":"Tung Thanh Le, Hieu D. T. Phan, Tien Ngoc Nguyen","doi":"10.35382/tvujs.13.6.2023.2126","DOIUrl":"https://doi.org/10.35382/tvujs.13.6.2023.2126","url":null,"abstract":"The stability assessment of the power system is one of the most important tasks in the design and operation of the power system. Stability is the ability of the system to recover to the initial state or close to the initial state after large disturbances to the initial state Duyen Hai 1 Thermal Power Plant belonging to Duyen Hai Power Center, consisting of two generating units, totaling two units, with a capacity of 1,245 MW, the output of electricity produced is about 7.8 billion kWh per year. The participation of Duyen Hai 1 Thermal Power Plant in the system has specific impacts on the stability of the system. Incidents that destabilize Duyen Hai 1 Thermal Power Plant can cause widespread power outages, leading to great economic losses. Therefore, the research team analyzes and evaluates the stability of Duyen Hai 1 Thermal Power Plant by using the standard theories of stability regarding rotor deflection angle, critical shear time, transient curves of mechanical quantities and power when agitation occurs, comparing the critical mode with the operating mode to conclude the possibility of stability.","PeriodicalId":159074,"journal":{"name":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099","volume":"17 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139357147","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 STIFFENED COMPOSITE PLATE USING BALANCING COMPOSITE MOTION OPTIMIZATION 利用平衡复合运动优化技术优化加劲复合板
Pub Date : 2023-07-20 DOI: 10.35382/tvujs.13.6.2023.2129
Son Hoai Nguyen, Phat Thuan Lam, Vo L Trieu, Saren Van Huynh
Recently, metaheuristic optimization algorithms have been studied and applied in many fields of engineering, especially in solving structural optimization problems. For structures with complex behaviors, the selection of a suitable optimization algorithm significantly increases the computational efficiency and the accuracy of the solution. In this paper, we investigate the optimization problem of stiffened composite plates using Balancing Composite Motion Optimization. The core idea of the Balancing Composite Motion Optimization algorithm is that the searching movements of candidate solutions are compositely equalized in both global and local ones in the solution space of solving the fiber optimization problem of stiffened composite plates. A candidate solution can move closer to better ones to exploit the local regions and move further to explore the search space also. The method does not require algorithm parameters. The calculation results are compared with many other metaheuristic optimization methods to prove the accuracy and efficiency of the method.
近来,元启发式优化算法已在许多工程领域得到研究和应用,尤其是在解决结构优化问题方面。对于具有复杂行为的结构,选择合适的优化算法可以显著提高计算效率和求解精度。本文利用平衡复合运动优化算法研究了加劲复合板的优化问题。平衡复合运动优化算法的核心思想是,在求解加劲复合板纤维优化问题的解空间中,候选解的搜索运动在全局和局部两方面被复合均衡。候选方案可以向更好的方案靠近以利用局部区域,也可以向更远的地方移动以探索搜索空间。该方法不需要算法参数。计算结果与许多其他元启发式优化方法进行了比较,以证明该方法的准确性和效率。
{"title":"OPTIMIZATION OF STIFFENED COMPOSITE PLATE USING BALANCING COMPOSITE MOTION OPTIMIZATION","authors":"Son Hoai Nguyen, Phat Thuan Lam, Vo L Trieu, Saren Van Huynh","doi":"10.35382/tvujs.13.6.2023.2129","DOIUrl":"https://doi.org/10.35382/tvujs.13.6.2023.2129","url":null,"abstract":"Recently, metaheuristic optimization algorithms have been studied and applied in many fields of engineering, especially in solving structural optimization problems. For structures with complex behaviors, the selection of a suitable optimization algorithm significantly increases the computational efficiency and the accuracy of the solution. In this paper, we investigate the optimization problem of stiffened composite plates using Balancing Composite Motion Optimization. The core idea of the Balancing Composite Motion Optimization algorithm is that the searching movements of candidate solutions are compositely equalized in both global and local ones in the solution space of solving the fiber optimization problem of stiffened composite plates. A candidate solution can move closer to better ones to exploit the local regions and move further to explore the search space also. The method does not require algorithm parameters. The calculation results are compared with many other metaheuristic optimization methods to prove the accuracy and efficiency of the method.","PeriodicalId":159074,"journal":{"name":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099","volume":"22 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139357455","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
ASSESSMENT THE IMPACT OF SOLAR PANELS ON THE ENVIRONMENT 评估太阳能电池板对环境的影响
Pub Date : 2023-07-20 DOI: 10.35382/tvujs.13.6.2023.2125
Tan Van Tran, Ha Ngoc Ho, Tam Chi Do
Solar energy is a renewable energy source that is becoming increasingly popular in providing electricity for households and industrial production. Using solar panels also brings many benefits to human life. In particular, solar panels are advantageous in providing electricity to remote and isolated areas that do not have access to the national grid. However, like any other technology, solar panels also have particular environmental impacts that need to be taken into account. From reference sources, this study aims to make statistics and evaluate the impacts of solar panels on the environment. The analyzed results show that the land occupancy index of solar power is the least compared to other power sources for the power plant's life of more than 25 years.
太阳能是一种可再生能源,在为家庭和工业生产提供电力方面越来越受欢迎。使用太阳能电池板也给人类生活带来了许多好处。特别是,太阳能电池板在为无法接入国家电网的偏远地区供电方面具有优势。然而,与其他任何技术一样,太阳能电池板也有需要考虑的特殊环境影响。本研究旨在通过参考资料,统计和评估太阳能电池板对环境的影响。分析结果表明,在发电厂超过 25 年的寿命期内,太阳能发电的土地占用指数与其他能源相比是最低的。
{"title":"ASSESSMENT THE IMPACT OF SOLAR PANELS ON THE ENVIRONMENT","authors":"Tan Van Tran, Ha Ngoc Ho, Tam Chi Do","doi":"10.35382/tvujs.13.6.2023.2125","DOIUrl":"https://doi.org/10.35382/tvujs.13.6.2023.2125","url":null,"abstract":"Solar energy is a renewable energy source that is becoming increasingly popular in providing electricity for households and industrial production. Using solar panels also brings many benefits to human life. In particular, solar panels are advantageous in providing electricity to remote and isolated areas that do not have access to the national grid. However, like any other technology, solar panels also have particular environmental impacts that need to be taken into account. From reference sources, this study aims to make statistics and evaluate the impacts of solar panels on the environment. The analyzed results show that the land occupancy index of solar power is the least compared to other power sources for the power plant's life of more than 25 years.","PeriodicalId":159074,"journal":{"name":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099","volume":"55 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139356980","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
BUILDING A CONTROL ALGORITHM FOR AUTOMOTIVE AIRBAG RESPONSE CAPABILITY 建立汽车安全气囊响应能力控制算法
Pub Date : 2023-07-20 DOI: 10.35382/tvujs.13.6.2023.2119
Trai Phuoc Mai, Thanh Phuoc Nguyen, Phong Quoc Pham, Tuan Van Phan, Minh Nguyen Uyen Doan
The article presents the results of developing a control algorithm for the activation time of the driver-side airbag in cars. The authors used C++ programming language to build the control algorithm. The research results show that when applying this algorithm to the airbag control model, some characteristics can be observed and tested, such as the airbag activation time being compatible with the magnitude of impact force. This implies that the larger the impact force (collision), the faster the airbag activation time will be. When the sensor loses its signal, the system will display an error on the car's display screen. This algorithm can also change the input data settings so that users can adjust the data to improve the airbag's optimal operation.
文章介绍了汽车驾驶员侧安全气囊启动时间控制算法的开发成果。作者使用 C++ 编程语言构建了该控制算法。研究结果表明,将该算法应用于安全气囊控制模型时,可以观察和测试到一些特征,例如安全气囊的激活时间与撞击力的大小相匹配。这意味着撞击力(碰撞)越大,安全气囊的启动时间就越快。当传感器失去信号时,系统将在汽车显示屏上显示错误信息。该算法还可以更改输入数据的设置,以便用户调整数据,改善安全气囊的最佳运行状态。
{"title":"BUILDING A CONTROL ALGORITHM FOR AUTOMOTIVE AIRBAG RESPONSE CAPABILITY","authors":"Trai Phuoc Mai, Thanh Phuoc Nguyen, Phong Quoc Pham, Tuan Van Phan, Minh Nguyen Uyen Doan","doi":"10.35382/tvujs.13.6.2023.2119","DOIUrl":"https://doi.org/10.35382/tvujs.13.6.2023.2119","url":null,"abstract":"The article presents the results of developing a control algorithm for the activation time of the driver-side airbag in cars. The authors used C++ programming language to build the control algorithm. The research results show that when applying this algorithm to the airbag control model, some characteristics can be observed and tested, such as the airbag activation time being compatible with the magnitude of impact force. This implies that the larger the impact force (collision), the faster the airbag activation time will be. When the sensor loses its signal, the system will display an error on the car's display screen. This algorithm can also change the input data settings so that users can adjust the data to improve the airbag's optimal operation.","PeriodicalId":159074,"journal":{"name":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099","volume":"81 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139357228","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
3D LIDAR SEGMENTATION BASED ON EUCLIDEAN CLUSTERING FOR EMBEDDED SYSTEM 基于欧几里得聚类的嵌入式系统 3D 激光雷达分割
Pub Date : 2023-07-20 DOI: 10.35382/tvujs.13.6.2023.2120
Hai Minh Le, Toan Song Tran
This paper presents a method for 3D LiDAR segmentation based on Euclidean clustering specifically designed for embedded systems. LiDAR sensors are widely used for perception tasks in autonomous vehicles, robotics, and other applications, providing dense point cloud data of the environment. Segmentation of the point cloud into meaningful objects is essential for understanding the surroundings and making informed decisions. Euclidean clustering is an effective approach for grouping points based on spatial proximity, enabling object segmentation. However, implementing such algorithms on embedded systems poses challenges due to limited computational resources. In this work, we propose an optimized implementation of the Euclidean clustering algorithm tailored for embedded systems to achieve real-time performance on the embedded system. The proposed approach involves acquiring raw point cloud data from the LiDAR sensor and preprocessing it to reduce noise and size. Adaptive Euclidean clustering is then applied to group points into clusters based on their spatial proximity. Extracted features such as centroids and bounding boxes are utilized for object classification and segmentation. Post-processing steps refine the segmentation results, improving accuracy and removing spurious clusters
本文介绍了一种基于欧氏聚类的三维激光雷达分割方法,该方法专为嵌入式系统设计。激光雷达传感器广泛应用于自动驾驶汽车、机器人和其他应用中的感知任务,提供环境的密集点云数据。将点云分割成有意义的对象对于了解周围环境和做出明智决策至关重要。欧几里得聚类是一种有效的方法,可根据空间邻近性对点进行分组,从而实现物体分割。然而,由于计算资源有限,在嵌入式系统上实施此类算法面临挑战。在这项工作中,我们提出了一种为嵌入式系统量身定制的欧氏聚类算法优化实施方案,以实现嵌入式系统的实时性能。建议的方法包括从激光雷达传感器获取原始点云数据,并对其进行预处理,以减少噪声和大小。然后应用自适应欧几里得聚类,根据点的空间接近程度将其分组。提取的特征(如中心点和边界框)用于对象分类和分割。后处理步骤可完善分割结果,提高准确性并去除虚假聚类。
{"title":"3D LIDAR SEGMENTATION BASED ON EUCLIDEAN CLUSTERING FOR EMBEDDED SYSTEM","authors":"Hai Minh Le, Toan Song Tran","doi":"10.35382/tvujs.13.6.2023.2120","DOIUrl":"https://doi.org/10.35382/tvujs.13.6.2023.2120","url":null,"abstract":"This paper presents a method for 3D LiDAR segmentation based on Euclidean clustering specifically designed for embedded systems. LiDAR sensors are widely used for perception tasks in autonomous vehicles, robotics, and other applications, providing dense point cloud data of the environment. Segmentation of the point cloud into meaningful objects is essential for understanding the surroundings and making informed decisions. Euclidean clustering is an effective approach for grouping points based on spatial proximity, enabling object segmentation. However, implementing such algorithms on embedded systems poses challenges due to limited computational resources. In this work, we propose an optimized implementation of the Euclidean clustering algorithm tailored for embedded systems to achieve real-time performance on the embedded system. The proposed approach involves acquiring raw point cloud data from the LiDAR sensor and preprocessing it to reduce noise and size. Adaptive Euclidean clustering is then applied to group points into clusters based on their spatial proximity. Extracted features such as centroids and bounding boxes are utilized for object classification and segmentation. Post-processing steps refine the segmentation results, improving accuracy and removing spurious clusters","PeriodicalId":159074,"journal":{"name":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099","volume":"48 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139357297","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
USING SIMATIC IOT2050 TO CONTROL AND MONITOR MPS STATIONS 使用 simatic iot2050 控制和监控 MPS 站
Pub Date : 2023-07-20 DOI: 10.35382/tvujs.13.6.2023.2101
Dang Kim Nguyen, Van Hong Tran
This paper provides a solution for upgrading the existing training equipment and updating the training content to meet the current development trends in the automation field. Through experimentation with various options, the author chose to utilize Siemens’ SIMATIC IOT2050 to upgrade the MPS system and the Classification Station within the MPS system to illustrate the implementation process of this solution. The plan was executed through a series of steps, including configuring hardware devices, designing graphical interfaces, connecting communication to read and write PLC addresses, creating animated effects and interactive events within the interface, and connecting to access the monitoring and control interface via the internet. As a result of this project, the IoT technology training equipment in the industry has been upgraded and the Classification Station is now capable of being controlled and monitored remotely over the internet.
本文提供了一种升级现有培训设备和更新培训内容的解决方案,以适应当前自动化领域的发展趋势。通过对各种方案的实验,作者选择利用西门子 SIMATIC IOT2050 升级 MPS 系统和 MPS 系统中的分级站来说明该方案的实施过程。该计划通过一系列步骤实施,包括配置硬件设备、设计图形界面、连接通信以读写 PLC 地址、在界面中创建动画效果和交互式事件,以及通过互联网连接访问监控界面。通过这个项目,该行业的物联网技术培训设备得到了升级,分类站现在能够通过互联网进行远程控制和监测。
{"title":"USING SIMATIC IOT2050 TO CONTROL AND MONITOR MPS STATIONS","authors":"Dang Kim Nguyen, Van Hong Tran","doi":"10.35382/tvujs.13.6.2023.2101","DOIUrl":"https://doi.org/10.35382/tvujs.13.6.2023.2101","url":null,"abstract":"This paper provides a solution for upgrading the existing training equipment and updating the training content to meet the current development trends in the automation field. Through experimentation with various options, the author chose to utilize Siemens’ SIMATIC IOT2050 to upgrade the MPS system and the Classification Station within the MPS system to illustrate the implementation process of this solution. The plan was executed through a series of steps, including configuring hardware devices, designing graphical interfaces, connecting communication to read and write PLC addresses, creating animated effects and interactive events within the interface, and connecting to access the monitoring and control interface via the internet. As a result of this project, the IoT technology training equipment in the industry has been upgraded and the Classification Station is now capable of being controlled and monitored remotely over the internet.","PeriodicalId":159074,"journal":{"name":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099","volume":"48 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139357376","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
DEVELOPING AN IOT SYSTEM TO ALERT HEAT-STRESS FOR LIVESTOCK 开发用于牲畜热应激预警的物联网系统
Pub Date : 2023-07-20 DOI: 10.35382/tvujs.13.6.2023.2106
Duy Khanh Nguyen, Son Thai Nguyen
Recently, climate change has posed a significant challenge to humanity, with temperature increment being a conspicuous phenomenon. The rise in global temperature has impacts not only humans but also animals leading to health issues, particularly heat stress in livestock. With the advancement of science and technology, numerous intelligent systems have been developed to support the livestock industry. In this study, we present the development of an Internet of Things system designed to monitor and alert heat stress conditions in livestock. As a result, the designed IoT system could track the temperature both inside and outside the livestock house. By depending on Temperature Humidity Index, the system also makes alters if the temperature is at risk of causing heat shock to livestock. In the future, the system could be developed to be applied in livestock farming and help mitigate heat stress in livestock.
最近,气候变化给人类带来了重大挑战,气温升高是一个显著现象。全球气温升高不仅影响人类,也影响动物,导致健康问题,尤其是牲畜热应激。随着科学技术的进步,人们开发了许多智能系统来支持畜牧业。在本研究中,我们介绍了一个物联网系统的开发情况,该系统旨在监测和预警牲畜的热应激状况。因此,所设计的物联网系统可以跟踪牲畜舍内外的温度。根据温湿度指数,该系统还能在温度有可能导致牲畜热休克时做出相应调整。未来,该系统可开发应用于畜牧业,帮助减轻牲畜的热应激反应。
{"title":"DEVELOPING AN IOT SYSTEM TO ALERT HEAT-STRESS FOR LIVESTOCK","authors":"Duy Khanh Nguyen, Son Thai Nguyen","doi":"10.35382/tvujs.13.6.2023.2106","DOIUrl":"https://doi.org/10.35382/tvujs.13.6.2023.2106","url":null,"abstract":"Recently, climate change has posed a significant challenge to humanity, with temperature increment being a conspicuous phenomenon. The rise in global temperature has impacts not only humans but also animals leading to health issues, particularly heat stress in livestock. With the advancement of science and technology, numerous intelligent systems have been developed to support the livestock industry. In this study, we present the development of an Internet of Things system designed to monitor and alert heat stress conditions in livestock. As a result, the designed IoT system could track the temperature both inside and outside the livestock house. By depending on Temperature Humidity Index, the system also makes alters if the temperature is at risk of causing heat shock to livestock. In the future, the system could be developed to be applied in livestock farming and help mitigate heat stress in livestock.","PeriodicalId":159074,"journal":{"name":"TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099","volume":"9 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-07-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139357388","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
TRA VINH UNIVERSITY JOURNAL OF SCIENCE; ISSN: 2815-6072; E-ISSN: 2815-6099
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