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Multistep Reduced Differential Transform Method in Solving Nonlinear Schrodinger Equations 求解非线性薛定谔方程的多步还原微分变换法
Pub Date : 2024-05-07 DOI: 10.37934/araset.44.2.112123
Abdul Rahman Farhan Sabdin, Che Haziqah Che Hussin, Jumat Sulaiman, Arif Mandangan
This paper obtains semi-analytical solutions for the nonlinear Schrodinger equations (NLSEs) using the multistep reduced differential transform method (MsRDTM). The implemented method yields an analytical approximate solution over a longer time frame, in which the method applied is treated as an algorithm in a sequence of small sub-division of intervals of identical length compared to the traditional reduced differential transform method (RDTM). Excluding the need of perturbation, linearization, or discretization, this method offers the benefit and reliability of the multistep algorithm. The outcomes show that the MsRDTM generated highly accurate solutions of NLSEs than the RDTM. In addition, the results show that the suggested method is straightforward to use, saves a significant amount of computing work when solving NLSEs, and has potential for broad application in other complex partial differential equations (PDEs) in the fields of engineering and science. The accuracy of the method is shown through the tables and graphical illustrations provided.
本文利用多步还原微分变换法(MsRDTM)获得了非线性薛定谔方程(NLSE)的半解析解。与传统的还原微分变换法(RDTM)相比,该方法将所应用的方法视为一连串长度相同的小细分区间的算法。这种方法无需扰动、线性化或离散化,具有多步骤算法的优点和可靠性。结果表明,与 RDTM 相比,MsRDTM 生成的 NLSE 解具有很高的精确度。此外,研究结果表明,所建议的方法简单易用,在求解 NLSE 时可节省大量计算工作,并有望广泛应用于工程和科学领域的其他复杂偏微分方程 (PDE)。该方法的准确性通过所提供的表格和图表说明得以体现。
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引用次数: 0
Hanning’s Performance in 4253HT Smoother on Four Signals of Different Noise Levels 4253HT 平滑器在四种不同噪声水平信号上的汉宁性能
Pub Date : 2024-05-07 DOI: 10.37934/araset.44.2.260271
Adie Safian, Ton Mohamed, Noor Izyan Mohamad, Adnan, Fadila Amira, Razali, Sharifah Norhuda, Syed Wahid, Q. N. Husain
Smoothing is a method of data analysis that aims to provide well-defined patterns or signals by removing noise or unstructured patterns from data sets. To obtain clean and smooth data, Hanning is applied as one of the important components in smoothing. However, Hanning is not resistant to outliers. Therefore, this study aims to determine the best type of Hanning that is able to obtain the greatest performance of 4253HT smoother in signal recovery. Functions of Linear, Complex Sinusoidal, Custom Pulse Train, and Sawtooth signals corrupted with five levels of contaminated normal noise were used as signals in the smoothing process. All signals were applied to assess three different Hanning types, which were Tukey, Husain and Shitan. Besides, a Root Mean Square Error (RMSE) was used as an evaluator to determine and assess the performance of 4253HT smoother when utilizing an alternative Hanning. Based on the overall performance of 4253HT smoother, Husain Hanning presented the best outcome and worked most efficiently at all levels of noise except at the lowest noise (10%), which Tukey Hanning executed better. The findings of this study could benefit other researchers to decide the best Hanning to be used before performing forecasting and further analysis to improve the accuracy of predicting.
平滑是一种数据分析方法,旨在通过去除数据集中的噪声或非结构化模式,提供定义明确的模式或信号。为了获得干净平滑的数据,汉宁法是平滑法的重要组成部分之一。然而,汉宁并不能抵御异常值。因此,本研究旨在确定汉宁的最佳类型,以获得 4253HT 平滑器在信号恢复中的最大性能。在平滑处理过程中,使用了线性、复正弦、自定义脉冲序列和锯齿信号的函数作为信号,这些信号受到五级污染正常噪声的干扰。所有信号都被用于评估三种不同的汉宁类型,分别是 Tukey、Husain 和 Shitan。此外,还使用均方根误差 (RMSE) 作为评估指标,以确定和评估 4253HT 平滑器在使用替代汉宁时的性能。根据 4253HT 平滑器的整体性能,Husain Hanning 的结果最好,在所有噪声水平下都能最有效地工作,但在最低噪声(10%)下,Tukey Hanning 的效果更好。这项研究的结果可以帮助其他研究人员在进行预测和进一步分析之前决定使用哪种汉宁最好,从而提高预测的准确性。
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引用次数: 0
A Comprehensive Review: Analysing the Pros and Cons of Assembly Line Balancing Methods 全面回顾:分析装配线平衡方法的利弊
Pub Date : 2024-05-07 DOI: 10.37934/araset.44.2.7288
Aida Husna Ahmad, Shahrul Azmir Osman, Saliza Azlina Osman, Mohd Faris Afiq Mohd Azhar, Mohd Hazrein Jamaludin, Haziq Asyraaf Abu Bakar, Muhammad Izzuan Abd Rahman, Tay Sin Kiat
Assembly line balancing plays a crucial role in optimizing production efficiency and resource utilization in manufacturing processes. Assembly line balancing helps to counter problems that occurred in the production industry such as uneven task distribution, bottlenecks, idle time, complexity, and time constraints. This review paper provides a comprehensive analysis of different methods used in assembly line balancing. The study includes exact methods, heuristics methods, meta-heuristics methods, simulation approach and queuing concept. The advantages and disadvantages of each method are examined, taking into account factors such as solution quality, computational complexity, flexibility, and applicability to different production environments. The review highlights the strengths and limitations of each method, allowing researchers and practitioners to gain insight into their suitability for specific scenarios depending on different criteria. Overall, this review serves as a valuable resource for understanding the different approaches and choosing appropriate methods to optimize assembly line balance in different manufacturing environments.
装配线平衡在优化生产过程中的生产效率和资源利用方面发挥着至关重要的作用。装配线平衡有助于解决生产行业中出现的问题,如任务分配不均、瓶颈、闲置时间、复杂性和时间限制等。本综述论文全面分析了装配线平衡中使用的不同方法。研究内容包括精确方法、启发式方法、元启发式方法、模拟方法和排队概念。考虑到解决方案的质量、计算复杂性、灵活性和对不同生产环境的适用性等因素,研究了每种方法的优缺点。综述强调了每种方法的优势和局限性,使研究人员和从业人员能够根据不同的标准,深入了解这些方法在特定情况下的适用性。总之,本综述是了解不同方法和选择适当方法的宝贵资源,可用于优化不同生产环境中的装配线平衡。
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引用次数: 0
Monitoring the Dynamics of Sedimentary Load Variations Along Coastal Regions Using UAVs After Monsoon and High Tide Events at Pantai Punggur and Pantai Perpat, Batu Pahat, Johor 使用无人飞行器监测柔佛州峇株巴辖 Pantai Punggur 和 Pantai Perpat 在季风和涨潮事件后沿海地区沉积物负荷变化的动态变化
Pub Date : 2024-05-07 DOI: 10.37934/araset.44.2.3551
Muhamad Syamil Sabri
This research investigates the changes in sedimentary load along the Pantai Punggur to Pantai Perpat coastline in Batu Pahat, Johor, particularly during the northeast monsoon period from October 2022 to February 2023. The study aims to produce a mapping diagram of the shoreline profile and volume changes across various locations and their association with monsoon changes. The research utilised aerial images captured by UAVs, which were analysed using Pix4D and Global Mapper software. Data was collected for six months from September 2022 to February 2023, with the observation period experiencing a high tide phenomenon on November 24, 2022, resulting in a significant change in the data for that month. Shoreline profile results did not establish a conclusive link between sediment load changes and erosion or accretion due to the lack of volumetric data. Consequently, an analysis of volume changes was conducted using the Global Mapper application. In conclusion, the northeast monsoon wind and high tide phenomena during November 2022 significantly impacted the shoreline profile and total volume of the Pantai Perpat and Pantai Punggur areas.
本研究调查了柔佛州峇株巴辖 Pantai Punggur 至 Pantai Perpat 海岸线沉积负荷的变化,尤其是 2022 年 10 月至 2023 年 2 月东北季风期间的变化。该研究旨在绘制不同地点的海岸线剖面和体积变化及其与季风变化的关联图。研究利用无人机拍摄的航空图像,并使用 Pix4D 和 Global Mapper 软件进行分析。数据收集时间为 2022 年 9 月至 2023 年 2 月,为期 6 个月,其中 2022 年 11 月 24 日观测期间出现了涨潮现象,导致当月数据发生重大变化。由于缺乏体积数据,海岸线剖面结果无法确定沉积物负荷变化与侵蚀或增生之间的联系。因此,我们使用 Global Mapper 应用程序对体积变化进行了分析。总之,2022 年 11 月的东北季风和涨潮现象对 Pantai Perpat 和 Pantai Punggur 地区的海岸线剖面和总体积产生了重大影响。
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引用次数: 0
Analysing Malaysian Technology Sector during COVID-19: A Minimum Spanning Tree Approach 分析 COVID-19 期间的马来西亚技术部门:最小生成树方法
Pub Date : 2024-05-07 DOI: 10.37934/araset.44.2.210220
Hafizah Bahaludin, Mimi Hafizah Abdullah, Masnida Hussin, Mohamed Faris Laham, Zurita Ismail
This paper examines the structural changes of the companies listed in the technology sector in Bursa Malaysia during the COVID-19 pandemic. The closing price of each stock is used as the basis for calculating the cross-correlation between the companies' returns. Minimum spanning trees are employed to analyse the relationships and visualize the correlation changes for each period. Additionally, degree centrality is utilized to analyse the network's structure further. This study covers the period from 2020 to 2021 and involves 39 companies within the technology sector. The findings reveal significant fluctuations in the companies' correlations each year. Moreover, the most influential companies vary according to the period, demonstrating position changes. The fact that Inari Amertron (INAR), Revenue Group (REVE), and My EG Services (MYEG) consistently become leading players in different years shows how strong and influential they are in the technology sector. This suggests that these companies have the ability to shape market trends and possibly even control the direction of the industry. The results provide valuable insights for investors and policymakers, aiding in visualizing company relationships and facilitating strategic portfolio optimization.
本文研究了 COVID-19 大流行期间马来西亚证券交易所科技板块上市公司的结构变化。本文以每只股票的收盘价为基础,计算公司回报之间的交叉相关性。采用最小生成树来分析这些关系,并直观显示每个时期的相关性变化。此外,还利用度中心性进一步分析网络结构。本研究涵盖 2020 年至 2021 年,涉及科技行业的 39 家公司。研究结果显示,各公司的相关性每年都会出现大幅波动。此外,最具影响力的公司在不同时期也不尽相同,显示出位置的变化。Inari Amertron (INAR)、Revenue Group (REVE) 和 My EG Services (MYEG) 在不同年份始终处于领先地位,这表明它们在技术领域的实力和影响力。这表明,这些公司有能力塑造市场趋势,甚至有可能控制行业的发展方向。研究结果为投资者和政策制定者提供了宝贵的见解,有助于直观了解公司关系,促进战略投资组合的优化。
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引用次数: 0
Stakeholders' Perception on the Current Practices of Industrial Building System (IBS) Construction Technology 利益相关者对工业建筑系统(IBS)施工技术现行做法的看法
Pub Date : 2024-05-07 DOI: 10.37934/araset.44.2.199209
Satyir Kaur, Nor Haslinda Abas, Muhammad Fikri Hasmori, Nurul Hasanah Mohd Ta’at, Syahirah Md Amin, Hilyati Sabtu, Suhail Ahmed Abbasi
The Industrialised Building System (IBS) has been adopted in the Malaysian construction sector to replace the conventional building approach. Despite the government's attempts to encourage IBS adoption, the use of IBS in Malaysian building projects remains low. This study aims to gather stakeholders' views on drivers, barriers, and strategies to improve IBS implementation in Malaysia. About 52 questionnaires were received from IBS stakeholders in Johor such as consulting firms, contractors and IBS manufacturers. Average Index Analysis was used to analyse the questionnaire data on the main factors: current drivers, factors when considering IBS construction, current barriers and strategies to increase IBS construction. From the questionnaire survey, among the main drivers of IBS construction in Malaysia are technology advancement, reduce completion time and improve quality and productivity. Stakeholders also perceived that supervision on continuous and regular improvements and IBS implementation needs planning for productive process among the main factors when considering IBS construction. Meanwhile, the main barriers for IBS construction perceived are high initial cost investment in projects related to IBS construction, lack of skilled workers and unable to adapt instant changes to design modification in IBS construction. Several main strategies were noted to enhance the IBS implementation such as improving the balance between supply and market demand, innovation in creating eco-friendly sustainable construction and factory production optimization for IBS items. The outcomes of the study could assist relevant parties to understand the current drivers and barriers of IBS construction, and further help them to enhance the IBS implementation in Malaysia.
工业化建筑系统(IBS)已被马来西亚建筑业采用,以取代传统的建筑方法。尽管政府试图鼓励采用工业化建筑系统,但在马来西亚建筑项目中使用工业化建筑系统的比例仍然很低。本研究旨在收集利益相关者对马来西亚采用综合建造系统的动力、障碍和策略的看法。研究从柔佛州的智能建筑系统利益相关者(如咨询公司、承包商和智能建筑系统制造商)处收到了约 52 份调查问卷。平均指数分析法(Average Index Analysis)用于分析问卷数据中的主要因素:当前的驱动因素、考虑建设综合布线系统时的因素、当前的障碍和增加综合布线系统建设的策略。通过问卷调查,马来西亚智能建筑系统建设的主要驱动因素包括技术进步、缩短完工时间以及提高质量和生产率。利益相关者还认为,对持续和定期改进的监督以及 IBS 的实施需要对生产过程进行规划,是考虑 IBS 建设时的主要因素。同时,综合基础结构施工的主要障碍是与综合基础结构施工相关的项目初始成本投资高,缺乏熟练工人,以及无法适应综合基础结构施工中设计修改的即时变化。研究指出了加强综合布线系统实施的几项主要战略,如改善供应与市场需求之间的平衡、创新生态友好型可持续建筑以及优化综合布线系统项目的工厂生产。研究结果有助于相关各方了解当前智能建筑系统建设的驱动因素和障碍,并进一步帮助他们加强智能建筑系统在马来西亚的实施。
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引用次数: 0
Design and Fabrication of a Simple Device for Folding Towel 折叠毛巾简易装置的设计与制作
Pub Date : 2024-05-07 DOI: 10.37934/araset.44.2.221233
Nur Akmal Binti Haniffah, Mohamad Shahrizan, Mohd Kamal, Syafawati Hasbi
Electronic technology makes work more manageable, and various electronic gadgets have been invented to assist humans. One of the most time-consuming activities is household chores, such as laundry. Daily laundry tasks are easier to manage with the help of washing and drying machines. However, the folding task is still done by hand and is not automated. A towel is one of the main clothes in daily life. Commonly, people use bare hands to fold the towel. However, this task consumes much time and energy; consequently, boredom, tiredness, and fatigue occur. The existing device to fold towels usually has a large physical compartment and is mainly used for industrial purposes, such as at hotels or laundry shops. The towel-folding machine is in increasing demand in our daily lives. Therefore, this project was developed and designed to eliminate the tedious folding of towels. The main aim is to design and develop an effective mechanism for folding rectangular towels using electronic components. The other objective is to compare the timing of folding rectangular towels using a simple device and by hand. As a result, the prototype represented a semi-automation system incorporating mechanical and electronic designs. The prototype assembly has a folding board made from polypropylene plastic. The amount of time to fold one towel using a semi-automatic folding board remains the same throughout the process, while the amount of time required to fold towels by hand increases. In conclusion, a prototype was designed and developed successfully with various electronic components: HC-SR04 ultrasonic sensor, MG996R servomotor and Arduino. Besides, by comparing the timing of folding rectangular towels using a simple device and by hand, 94 seconds was reduced when folding 50 sheets with the aid of the device, compared to by hand. In other words, the effectiveness of the device is 20%.
电子技术让工作变得更容易管理,人们发明了各种电子产品来帮助人类。最耗时的活动之一是家务劳动,例如洗衣服。在洗衣机和烘干机的帮助下,日常洗衣工作变得更容易管理。然而,折叠工作仍需手工完成,无法实现自动化。毛巾是日常生活中的主要衣物之一。人们通常用手来折叠毛巾。然而,这项工作耗费大量时间和精力,因此会产生厌烦、疲倦和疲劳感。现有的毛巾折叠设备通常有一个较大的物理隔间,主要用于工业用途,如酒店或洗衣店。在我们的日常生活中,毛巾折叠机的需求量越来越大。因此,本项目的开发和设计旨在消除繁琐的毛巾折叠工作。主要目的是设计和开发一种使用电子元件折叠长方形毛巾的有效机制。另一个目的是比较使用简单装置和手工折叠长方形毛巾的时间。因此,原型代表了一种结合了机械和电子设计的半自动化系统。原型组件有一个由聚丙烯塑料制成的折叠板。在整个过程中,使用半自动折叠板折叠一条毛巾所需的时间保持不变,而手工折叠毛巾所需的时间则有所增加。总之,利用各种电子元件成功设计和开发了一个原型:HC-SR04 超声波传感器、MG996R 伺服电机和 Arduino。此外,通过比较使用简单装置和手工折叠长方形毛巾的时间,使用该装置折叠 50 张毛巾比手工折叠缩短了 94 秒。换句话说,该装置的效率为 20%。
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引用次数: 0
Biomechanics Analysis of Normal Jump Shot and Fade-Away Jump Shot in Basketball 篮球运动中正常跳投和渐进跳投的生物力学分析
Pub Date : 2024-05-07 DOI: 10.37934/araset.44.2.102111
Peter Chieng, Zhing Cheng, M. Z. Ngali, S. H. Amirnordin, Syed Faris, Syed Omar, Ronny Yii, Shi Chin
Basketball players normally use jump shots to score points during a game. The player must shoot the ball depending on their own experience that requires a long period of time to train. The player can learn faster and master the shooting skills with the assistance of video and data analysis. This paper determines the scoring effectiveness, the body posture and release angle of normal and fade–away jump shots in basketball using the biomechanics analysis. Recording devices were used to record the jump shots and the results were analysed by using several software including Wondershare Filmora, KMPlayer, Openpose, MATLAB, and Logger Pro. With the aid of biomechanics formula, MATLAB and Logger Pro software, the shooting angle, acceleration, energy, force, etc data were obtained. Results showed that the average angle of release that scored for both normal and fade-away jump shots were 59.4 and 59.5 degrees respectively. Normal jump shots had been concluded as more efficient due to 15 % higher scoring than the fade-away jump shots while they required 9.5 % less power to perform. Therefore, it was found that the improvement to the Openpose software can benefit many people. In potential future application, instead of detecting human posture, detecting objects might be a breakthrough for future application around the world.
篮球运动员在比赛中通常使用跳投得分。球员必须根据自己的经验投篮,这需要长时间的训练。在视频和数据分析的帮助下,球员可以更快地学习和掌握投篮技巧。本文通过生物力学分析,确定篮球比赛中正常跳投和急停跳投的得分效果、身体姿势和释放角度。使用记录设备对跳投进行记录,并使用 Wondershare Filmora、KMPlayer、Openpose、MATLAB 和 Logger Pro 等软件对结果进行分析。借助生物力学公式、MATLAB 和 Logger Pro 软件,获得了投篮角度、加速度、能量、力等数据。结果显示,正常跳投和淡定跳投的平均出手角度分别为 59.4 度和 59.5 度。正常起跳投篮的得分比淡出起跳投篮高 15%,而所需的力量却比淡出起跳投篮少 9.5%,因此被认为更有效率。因此,对 Openpose 软件的改进可以使许多人受益。在未来的潜在应用中,检测物体而不是检测人的姿势可能会成为未来全球应用的一个突破口。
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引用次数: 0
An Evaluation of Fuzzy in Image Enhancement: Design and Comparison for Penicillium and Aspergillus Species 图像增强中的模糊评估:青霉和曲霉菌种的设计与比较
Pub Date : 2024-05-07 DOI: 10.37934/araset.44.2.5271
Farah Nabilah Zabani, Haryati Jaafar, Nur Rodiatul Raudah Mohamed Radzuan, Fatin Norazima Mohamad Ariff, Azirah Baharum
The main focus in this study is to enhance and classify the image of a type of filamentous fungi named Penicillium and Aspergillus. For image enhancement, fuzzy-partition gamma adaptive histogram equalization (FpGAHE) is proposed to improve the quality of an image, in particular the low quality of a microscopic image. Two stages have been considered in this technique. In the first stage, a fuzzy partition is developed to handle the inconsistency of the grey level values of the images by introducing a fuzzy set. In the second stage, surrounding neighbourhood is employed to avoid the imbalance data and reduce the drastically changes of brightness values of the image. The performances are evaluated into two parts i.e., image processing and image classification by using the collected microscopic images of fungi species. To evaluate the effectiveness of the proposed technique, the existing techniques, HE, AHE, CLAHE, GC and AGC is compared to the FpGAHE. In image processing, the result attained shows that the proposed technique has a better performance by obtaining the highest value for the PSNR, SSIM and FSIM evaluation for the species of A. terreus in clean condition. Meanwhile, in image classification, five different nearest neighbour classifiers have been tested. The results show the proposed FpGAHE with Improved Fuzzy-Based k Nearest Centroid Neighbour (IFkNCN) classifier perform the best result compare to other nearest neighbour classifier by obtaining the value of 92.59 and 93.95 for the salt and pepper and Gaussian noise corrupted images respectively.
本研究的重点是对一种名为青霉和曲霉的丝状真菌的图像进行增强和分类。在图像增强方面,提出了模糊分区伽马自适应直方图均衡化(FpGAHE)技术来改善图像质量,尤其是低质量的显微图像。该技术分为两个阶段。在第一阶段,开发了一个模糊分区,通过引入一个模糊集来处理图像灰度值的不一致性。在第二阶段,采用周边邻域来避免不平衡数据,减少图像亮度值的剧烈变化。利用收集到的真菌物种显微图像,分图像处理和图像分类两部分对其性能进行评估。为了评估所提出技术的有效性,将现有技术、HE、AHE、CLAHE、GC 和 AGC 与 FpGAHE 进行了比较。在图像处理方面,结果表明,对于清洁条件下的 A. terreus 菌种,建议的技术具有更好的性能,在 PSNR、SSIM 和 FSIM 评估中获得了最高值。同时,在图像分类方面,测试了五种不同的近邻分类器。结果表明,与其他近邻分类器相比,使用改进的基于模糊的 k 中心点近邻(IFkNCN)分类器的 FpGAHE 在盐和胡椒以及高斯噪声破坏的图像中分别获得了 92.59 和 93.95 的数值,表现最佳。
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引用次数: 0
Development of an Educational Kit Using CAD Software for Simple Machine Learning 利用 CAD 软件开发用于简单机器学习的教育工具包
Pub Date : 2024-05-07 DOI: 10.37934/araset.44.2.1124
Norliana Yusof, W. Atikah, Wan Mohd Pauzi, Nor Ziratul, Aqma Norzaman, Ireana Yusra, Abdul Fatah, S. M. Sharun, Mohd Shahir Kasim, Sharih Ahmad Mohamad, Teruaki Ito
Traditional simple machine topic is frequently theoretical and does not provide enough hands-on practise. Students may as a result fail to comprehend the fundamentals of simple machines and their applications. This research presents an innovative educational kit for simple machine learning. Students can utilize this kit to understand the fundamental concepts behind simple machines like levers, gears, and pulleys. This study investigates the creation of a simple machine kit using CAD software as a teaching tool for fundamental mechanics. A survey study is employed as part of this technique in order to ascertain audience needs and expectations. Beginning with idea generation and followed by rigorous evaluation, the process of developing the kit focuses on aligning pedagogical viability, marketability, and profitability. The selected concept is then transformed into a detailed technical drawing specifying dimensions, components, and assembly instructions, ensuring coherence between educational goals and machine learning integration. Iterative prototyping and testing further refine the kit's design, ensuring seamless interaction between machine learning elements and LEGO-based components. This approach culminates in an innovative educational kit that effectively imparts foundational machine learning principles through an engaging platform. The simple machine kit made through this research can then be utilized as an educational tool in primary, secondary, or higher education environments to facilitate students' grasp of basic mechanics. Students learning product design may find this novel approach both enjoyable and useful in their studies.
传统的简单机械课题往往是理论性的,没有提供足够的动手实践机会。因此,学生可能无法理解简单机械的基础知识及其应用。本研究提出了一种创新的简单机械学习工具包。学生可以利用该工具包了解杠杆、齿轮和滑轮等简单机械背后的基本概念。本研究调查了使用 CAD 软件制作简单机械工具包作为基础力学教学工具的情况。为了确定受众的需求和期望,本研究采用了调查研究作为技术的一部分。从产生想法开始,经过严格的评估,开发工具包的过程将重点放在教学可行性、适销性和盈利性的协调上。然后将选定的概念转化为详细的技术图纸,说明尺寸、组件和装配说明,确保教育目标与机器学习集成之间的一致性。迭代原型设计和测试进一步完善了套件的设计,确保了机器学习元素与乐高组件之间的无缝互动。这种方法最终产生了一个创新的教育工具包,它通过一个引人入胜的平台有效地传授了机器学习的基本原理。通过这项研究制作的简易机械工具包可以作为教育工具,用于小学、中学或高等教育环境,帮助学生掌握基本的机械原理。学习产品设计的学生可能会发现这种新颖的方法既有趣又有助于他们的学习。
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引用次数: 0
期刊
Journal of Advanced Research in Applied Sciences and Engineering Technology
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