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Classification of Public Opinion on Online Learning Policies using Various Support Vector Machine’s Kernel 基于各种支持向量机核的在线学习政策舆情分类
Pub Date : 2023-11-01 DOI: 10.47577/technium.v17i.10119
None Husni, None Arif Muntasa, None Mochamad Dani Hartanto
The COVID-19 pandemic has resulted in significant changes in the education sector. The government issued a policy so that learning must be carried out online from home. This policy became a polemic for teachers and students so that pro and con opinions emerged on social media, especially Twitter. Sentiment analysis of public opinion is an interesting study. Standard classification algorithms such as k-Nearest neighbours, naïve bayes, decision tree, random forest, and support vector machine (SVM) can categorize these opinions in a short time with good accuracy. Many studies show that SVM is more accurate than all other classification methods. SVM works using kernels, including Linear, Polynomial and Radial Basis Functions (RBF) where each kernel requires different parameters. The linear kernel only requires one parameter, namely c (Cost). The RBF kernel requires 2 parameters, c and ɣ (gamma) while the Polynomial kernel uses 2 parameters, c and degrees. SVM does not have default values for these parameters and are based on experience and experimentation. The wider the range of parameters, the more likely the classifier obtains the optimal values. This study tries some parameters values of SVM kernels for text classification based on sentiment. Testing using 5-fold cross validation and confusion matrix show that SVM with a linear kernel provides the best performance with an accuracy of above 84%.
2019冠状病毒病大流行给教育部门带来了重大变化。政府颁布了一项政策,规定学习必须在家进行。这一政策引发了教师和学生的争论,在社交媒体上,尤其是推特上,出现了赞成和反对的意见。民意情绪分析是一项有趣的研究。标准的分类算法,如k近邻、naïve贝叶斯、决策树、随机森林和支持向量机(SVM),可以在短时间内对这些意见进行分类,并且精度很高。许多研究表明,SVM比其他所有分类方法都更准确。支持向量机使用核函数工作,包括线性、多项式和径向基函数(RBF),每个核函数需要不同的参数。线性核只需要一个参数,即c (Cost)。RBF核需要两个参数,c和γ,而多项式核需要两个参数,c和度。支持向量机对这些参数没有默认值,是根据经验和实验得出的。参数范围越广,分类器获得最优值的可能性越大。本研究尝试了基于情感的文本分类中支持向量机核的一些参数值。使用5重交叉验证和混淆矩阵的测试表明,线性核支持向量机提供了最好的性能,准确率在84%以上。
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引用次数: 0
Investigating the Effect of Pouring Temperature Variations on Casting Defects of Making Camshaft Covers for Yamaha Jupiter Motorcycles Using Sand Casting Method 研究浇注温度变化对雅马哈木星摩托车凸轮轴盖铸造缺陷的影响
Pub Date : 2023-11-01 DOI: 10.47577/technium.v17i.10066
None Asril l. Fabanyo, None Ivan Junaidy A. Karim, None Bambang Tjiroso
Casting using the sand-casting method is one of several methods in the metal casting process. The pouring temperature in the casting process is critical because it affects the casting results. This study aims to determine the effect of variations in pouring temperature on porosity defects in used aluminum metal castings and the impact of variations in pouring temperature on casting defects. The aluminum is melted and poured into the molds used are clay molds; In general, the mold is divided into two parts, namely the top (cup) and the bottom (drag), so that after the mold is finished, the melted aluminum is poured into the mold with variations in pouring temperature of 660˚C, 690C, and 720˚C. The method used is the observation method which is done by direct observation of the object of research. From the analysis of porosity defects data, the higher the casting temperature, the lower the porosity defects; a temperature of 660 C with a percentage value of 36.8%, a temperature of 690 C with a percentage value of 34.8%, and a temperature of 720˚C with a percentage value of 34.5%. This shows that casting temperature affects casting defects and porosity.
砂型铸造法是金属铸造工艺中几种铸造方法之一。浇注温度是影响铸造效果的关键因素。本研究旨在确定浇注温度变化对废旧铝金属铸件气孔缺陷的影响,以及浇注温度变化对铸件气孔缺陷的影响。铝熔化后倒入所用的模具为粘土模具;模具一般分为顶部(杯)和底部(拖)两部分,模具完成后,将熔化的铝倒入模具中,浇注温度分别为660℃、690C、720℃。所使用的方法是观察法,通过直接观察研究对象来完成。从气孔缺陷数据分析可知,浇注温度越高,气孔缺陷越低;温度为660℃,百分比值为36.8%,温度为690℃,百分比值为34.8%,温度为720℃,百分比值为34.5%。这说明浇注温度对铸件缺陷和气孔率有影响。
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引用次数: 0
Assessing the Performance of Urban Drainage Networks in Settlements as an Impact of Urbanization 城市化对住区城市排水网络性能的影响评估
Pub Date : 2023-11-01 DOI: 10.47577/technium.v17i.10046
None Jeni Paressa, None Dina Limbong Pamuttu, None Siti Nur Indah Sari, None Dina Limbong Pamuttu, None Aring Wulandari
The increase in the number of residents in the city area due to urbanization and the rapid growth of the city's population itself causes many environmental problems, one of which is flooding. The drainage network becomes a vital infrastructure in the development of the city to be free from flood problems, especially in dense areas such as settlements or housing, which are increasingly densely populated every year. The purpose of this study is to examine whether the drainage network in the Berlian Simpati Blorep housing estate in the middle of Merauke City is able to accommodate flood discharge for the next few years. The methods used in this study are quantitative and qualitative, based on the results of the analysis. The results showed that with an existing channel capacity (Qs) of 0.097 m3/sec < the planned flood calculation discharge (Qr) of 13.657 m3/sec, the existing channel capacity was not able to function effectively with a 5-year recurrence period.
由于城市化和城市人口的快速增长,城市地区居民数量的增加导致了许多环境问题,其中之一就是洪水。排水网络成为城市发展的重要基础设施,以避免洪水问题,特别是在人口密集的地区,如定居点或住房,人口每年都在增加。本研究的目的是检验Merauke市中部Berlian Simpati Blorep住宅区的排水网络是否能够适应未来几年的洪水排放。在本研究中使用的方法是定量和定性,基于分析的结果。结果表明:现有通道容量(Qs)为0.097 m3/sec <规划洪水计算流量(Qr)为13.657 m3/s,现有河道容量不能有效发挥作用,重现期为5年。
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引用次数: 0
Development Of Dissimilar Micro Friction Stir Welding Copper With Alumniumum Plate 不同微摩擦搅拌焊铜与铝板的研制
Pub Date : 2023-11-01 DOI: 10.47577/technium.v17i.10123
None Hakam Muzakki, None Teguh Prasetyo, None Ahmadi, None Ayub Brahma Kurnianto
Friction welding as joining method has a good joining condition. The results of FSW welding have the advantage that the surface is smoother and flatter than the results of arc welding. Friction rotary welding includes several stages, namely material welding and microstructural analysis. In this study the material welding was used copper and aluminum alloy 1100 with sizes 60mm, 50mm, 0.5mm and macro structural analysis using a digital microscope. Experiments were carried out using lap joints with dimensions of 100mm, 50mm, 0.5mm with variations in loading parameters of 30kgf, 40kgf, 50kgf and variations in shoulder diameters of 4mm, 6mm, 8mm. In the experiment, the larger the diameter of the shoulder, the greater the loading required to connect the two materials, but if the loading is too large, it can cause defects in the welding results. The welding results at the welding pressure parameter of 40kgf with a shoulder diameter of 8mm show that welding with these parameters is capable of performing welding because the areas of the welding results are evenly connected and there are no holes (hooks) in the welding results. The results of welding at a welding pressure parameter of 50kgf with a shoulder diameter of 8mm show that the results of joining the copper and aluminum are mixed evenly but damage the surface of the copper. The macro structural results show that the welding pressure affects the shoulder diameter, if the welding pressure is too large and the shoulder diameter is too small it will only damage the copper and aluminum material because it only has a thickness of 0.5 mm, and vice versa if the welding pressure is too small and the shoulder diameter is too large, the two materials cannot be connected. In this study, the best results were obtained with a shoulder diameter of 4mm and a pressure of 40kgf because there were no defects or holes in the welding results.
摩擦焊作为连接方式具有良好的连接条件。与电弧焊相比,FSW焊接的结果具有表面光滑、平整的优点。摩擦旋转焊包括材料焊接和显微组织分析两个阶段。本研究材料焊接采用铜铝合金1100,尺寸分别为60mm、50mm、0.5mm,采用数码显微镜进行宏观结构分析。实验采用尺寸为100mm、50mm、0.5mm的搭接接头,加载参数分别为30kgf、40kgf、50kgf,肩径分别为4mm、6mm、8mm。在实验中,肩部直径越大,连接两种材料所需的载荷越大,但如果载荷过大,则会导致焊接结果出现缺陷。焊接压力参数为40kgf,焊肩直径为8mm的焊接结果表明,由于焊接结果区域连接均匀,焊接结果中没有孔(钩),因此使用这些参数进行焊接是能够进行焊接的。焊接压力参数为50kgf、焊肩直径为8mm时的焊接结果表明,铜铝混合均匀,但铜表面有损伤。宏观结构结果表明,焊接压力影响肩直径,如果焊接压力太大,肩直径太小,只会损坏铜铝材料,因为它只有0.5 mm的厚度,反之,如果焊接压力太小,肩直径太大,两种材料无法连接。在本研究中,由于焊接结果中没有缺陷和孔洞,所以在肩部直径为4mm,压力为40kgf时,焊接效果最好。
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引用次数: 0
Personalized Pathways to Proficiency: Exploring the Synergy of Adaptive Learning and Artificial Intelligence in English Language Learning 个性化的熟练之路:探索自适应学习和人工智能在英语学习中的协同作用
Pub Date : 2023-11-01 DOI: 10.47577/technium.v17i.10047
None Martha Betaubun, None Desy Eva Laila Rokhmah, None Jarot Budiasto
This research aims to explore the potential of an artificial intelligence (AI) platform in revolutionizing education and evaluating student performance, with a specific focus on English learning. The study adopts a qualitative research method, employing a comprehensive literature review to gain insights into the role of AI in language education. The findings reveal that AI technology holds promise as a powerful tool for enhancing English learning among students. The discussion encompasses various studies supporting the use of AI-based applications, websites, Virtual Reality technology, and other AI-driven learning and teaching systems to improve students' English skills. However, the research acknowledges the limitation of not extensively examining the full extent of AI's role in students' English learning. As a suggestion for future research, further investigations are proposed to thoroughly assess the precise impact of AI in improving students' English proficiency.
本研究旨在探索人工智能(AI)平台在改革教育和评估学生表现方面的潜力,特别是在英语学习方面。本研究采用质性研究方法,通过全面的文献综述来深入了解人工智能在语言教育中的作用。研究结果表明,人工智能技术有望成为提高学生英语学习的有力工具。讨论包括支持使用基于人工智能的应用程序、网站、虚拟现实技术和其他人工智能驱动的学习和教学系统来提高学生的英语技能的各种研究。然而,该研究承认,没有广泛研究人工智能在学生英语学习中的全部作用是有局限性的。作为对未来研究的建议,我们提出了进一步的调查,以彻底评估人工智能在提高学生英语水平方面的确切影响。
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引用次数: 0
Internet of Things Implementation in Automatic Fish Feeding 物联网在鱼类自动投料中的应用
Pub Date : 2023-11-01 DOI: 10.47577/technium.v17i.10048
None Izak Habel Wayangkau, None Dedy Abdianto Nggego, None Chusnul Chotimah, None Nilfred Patawaran
One of the world's fastest-growing food industries is aquaculture. As a result, aquaculture is a successful industry. Lack of care in the preparation of fish feed is a problem for this industry because it leads to the production of low-quality livestock.This study uses the Arduino microcontroller and ESP 8266 to create an automatic fish feeder that can be remotely controlled using a smartphone. Setting the fish's feeding routine is one way to exercise control. The test method used is the experimental method by conducting 5 times the scheduling time test and 10 times the feed weight measurement test.The test results shows that the tool can control a more regular fish feeding schedule. The percentage accuracy of the automatic fish feed scheduling test reaches 100%, while the percentage accuracy of the feed weight measurement test reaches 90%.
水产养殖是世界上发展最快的食品工业之一。因此,水产养殖是一个成功的产业。对这个行业来说,在制备鱼饲料时缺乏细心是一个问题,因为这导致生产出低质量的牲畜。本研究使用Arduino微控制器和ESP 8266创建了一个可以使用智能手机远程控制的自动喂鱼器。设定鱼的喂食时间是控制的一种方法。试验方法为实验法,进行5倍调度时间试验和10倍料重计量试验。测试结果表明,该工具可以控制更有规律的鱼类喂食时间表。鱼类饲料自动调度试验的百分比准确度达到100%,饲料重量计量试验的百分比准确度达到90%。
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引用次数: 0
Using the Geoelectric Method to Identify Groundwater Schlumberger Configuration Resistivity in the Gambesi and Sasa Villages, South Ternate District, North Maluku Province 利用地电法识别北马鲁古省南特尔纳特区Gambesi和Sasa村地下水斯伦贝谢组态电阻率
Pub Date : 2023-11-01 DOI: 10.47577/technium.v17i.10064
None Hilda Alkatiri, None Arbi Haya, None Yusdi Akin
One of the geophysical techniques that may be used to define subsurface lithology is the geoelectric approach. The Schlumberger configuration's resistivity technique is used on the assumption that the distance between the potential electrodes is fixed. In contrast, the distance between the current electrodes progressively varies following the resistivity-to-depth curve and the resistivity table. This study aims to determine the lithology of the soil layer and the lithology of the soil layer that serves as an aquifer based on their respective resistivity values. The acquired data demonstrate the presence of multiple layers, including alluvium, sand, gravel, and andesite, in the subsurface lithology at two sites with a depth of 25 meters and a track length of 50 and 100 meters. Based on the resistivity curve to depth and the findings of data processing at the two data collecting sites, groundwater at location 1 (Gambesi Village) could not be identified in the resistivity table because of the location's hilly terrain and alluvial rock types. However, at location 2 (Sasa Village), groundwater was present at depths of 12.8 meters with thicknesses of 6.24 cm and 0.57 Ωm and at depths of 12.8 meters with thicknesses of 4.91 meters and 297 Ωm, respectively. This region slopes down from this position.
地电法是一种可用于确定地下岩性的地球物理技术。斯伦贝谢配置的电阻率技术是在假设电位电极之间的距离是固定的情况下使用的。相反,电流电极之间的距离随着电阻率-深度曲线和电阻率表逐渐变化。本研究的目的是根据其各自的电阻率值确定土层和作为含水层的土层的岩性。所获得的数据表明,在深度为25米、轨迹长度为50米和100米的两个地点,地下岩性中存在多层,包括冲积层、砂、砾石和安山岩。根据对深度的电阻率曲线和两个数据采集点的数据处理结果,由于1点(Gambesi Village)的丘陵地形和冲积岩类型,无法在电阻率表中识别地下水。而在2号地点(莎莎村),地下水深度为12.8米,厚度分别为6.24 cm和0.57 Ωm,深度为12.8米,厚度分别为4.91米和297 Ωm。这个区域从这个位置向下倾斜。
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引用次数: 0
Short-Term Electrical Load Forecasting of 150 kV Ternate System Using Optimally Pruned Extreme Learning Machine (OPELM) 基于最优剪枝极限学习机(OPELM)的150 kV电力系统短期负荷预测
Pub Date : 2023-11-01 DOI: 10.47577/technium.v17i.10059
None Andi Muhammad Ilyas, None Fahrizal Djohar, None Muhammad Natsir Rahman, None Ansar Suyuti, None Sri Mawar Said, None Indar Chaerah Gunadin, None Satriani Said Akhmad, None Yulinda Sakinah Munim, None Mukhlis Muslimin, None Tanridio Silviati Abdurrahman, None Zulaeha Mabud, None Ramly Rasyid, None Faris Syamsuddin, None Suparman Suparman, None Hafid Syaifuddin
Short-term electrical loads forecasting is one of the most important factors in the design and operation of electrical systems. The purpose of electric load forecasting is to balance electricity demand and electricity supply. The load characteristics of Ternate City vary, so this study uses the Optimally Pruned Extreme Learning Machine (OPELM) method to predict electrical loads. The advantages of OPELM are the fast-learning speed and the selection of the right model, even though the data has a non-linear pattern. The accuracy of the OPELM method can be determined using a comparison method, namely the ELM method. Mean Absolute Percentage Error (MAPE) is used as the accuracy criterion. The results of the comparison of accuracy criteria show that the predictive performance of OPELM is better than that of ELM. The minimum error average of the OPELM forecast test results shows a MAPE of 5,2557%, for Saturday's forecast, while the ELM method gives a MAPE of 6.4278% on the same day.
短期负荷预测是电力系统设计和运行的重要内容之一。电力负荷预测的目的是平衡电力需求和电力供应。因此,本研究采用最优修剪极限学习机(OPELM)方法进行电力负荷预测。OPELM的优点是学习速度快,即使数据具有非线性模式,也能选择正确的模型。OPELM方法的精度可以通过一种比较方法来确定,即ELM方法。使用平均绝对百分比误差(MAPE)作为精度标准。精度标准的比较结果表明,OPELM的预测性能优于ELM。OPELM预报测试结果的最小误差平均值显示,周六预报的MAPE为5,2557%,而ELM方法在同一天的MAPE为6.4278%。
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引用次数: 0
Lightning Arrester Analysis at Pandu 150 Kv Substation 潘渡150千伏变电站避雷器分析
Pub Date : 2023-11-01 DOI: 10.47577/technium.v17i.10088
None Janne Deivy Ticoh, None Nontje Sangi, None Ridwani, None Benjamin Limbong Tampang, None Muzaina
The process of distributing electricity from the substation to the consumers often occurs interference, electrical interference at the station caused by two factors that are internal factors and external factors. Internal factors such as lack of good equipment, while external factors such as human error and natural disturbances such as lightning, earthquakes, flood, wind and others. Safety protection system on electrical equipment of Pandu substation. Surge arresters play an important role in Pandu substations to limit switching overvoltages and lightning strikes, followed by overvoltages from lightning current to earth. the efficiency of the arrester is a function of the distance from its location to the protected equipment, the maximum system voltage achieved is 165 kilo vot, the arrester`s rated voltage is 132 kilo volt line impedance /conductor 475,764 ohms, air insulation breakdown voltage 1515.8 kilo voltv, arrester discharge current 4.27 kilo ampers and an optimal distance between arrester and transformer 10.96 meters.
变电站向用户配电的过程中经常会发生干扰,变电站的电气干扰由内部因素和外部因素两种因素引起。内部因素,如缺乏良好的设备,而外部因素,如人为错误和自然干扰,如闪电,地震,洪水,风等。Pandu变电站电气设备安全保护系统。避雷器在潘杜变电站中起着限制开关过电压和雷击以及雷击电流对地过电压的重要作用。避雷器的效率是其位置到被保护设备距离的函数,最大系统电压达到165千伏,避雷器的额定电压为132千伏,线路阻抗/导体475,764欧姆,空气绝缘击穿电压1515.8千伏,避雷器放电电流4.27千安,避雷器与变压器之间的最佳距离为10.96米。
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引用次数: 0
Integration of Saving Matrix-Fishbone as Monitoring of Logistics Route PT. XYZ 存储矩阵-鱼骨集成在物流路线监控中的应用
Pub Date : 2023-11-01 DOI: 10.47577/technium.v17i.10092
None Budyi Siswanto, None Sindy Nindia Maretha HarisTanti, None Nabila Dzatil Hidayah
Indonesia, with 2/3 of its territory being oceans, has the potential to have abundant natural resources in the form of salt. PT. XYZ is the only state-owned company that produces products salt start from process upstream until Downstream, with Wrong One product flagship is salt diet. The biggest challenge in Supply Chain Management at the company is capability compete in providing competitive prices so it is necessary to properly study the costs in the process of distribution and logistics do not charge much in the components of the Cost of Good sold . In study This discuss related determination router best with use method saving Matrix by comparing the Neasrest Insert and Nearest Neighbor algorithms , which is then carried out analysis using Fishbone Diagram in mapping the source of constraints in the distribution process and logistics that focus on 5M+1E elements. The results of this study can be determined by 4 shipping routes according to the Nearest Neighbor algorithm . Improvements to problems that arise in existing conditions can be carried out by adding tools and infrastructure to the loading process facilities, such as hand pallets, forklifts as well as the construction of a loading dock including SOPs that regulate and can be used to measure effectiveness process loading. Indonesia, with 2/3 of its territory being oceans, has the potential to have abundant natural resources in the form of salt. PT. XYZ is the only state-owned company that produces products salt start from process upstream until Downstream, with Wrong One product flagship is salt diet. The biggest challenge in Supply Chain Management at the company is capability compete in providing competitive prices so it is necessary to properly study the costs in the process of distribution and logistics do not charge much in the components of the Cost of Good sold . In study This discuss related determination router best with use method saving Matrix by comparing the Neasrest Insert and Nearest Neighbor algorithms , which is then carried out analysis using Fishbone Diagram in mapping the source of constraints in the distribution process and logistics that focus on 5M+1E elements. The results of this study can be determined by 4 shipping routes according to the Nearest Neighbor algorithm . Improvements to problems that arise in existing conditions can be carried out by adding tools and infrastructure to the loading process facilities, such as hand pallets, forklifts as well as the construction of a loading dock including SOPs that regulate and can be used to measure effectiveness process loading. Keywords : Salt, logistics, diagram fishbone, saving matrix, nearest insert, nearest neighbors.
印度尼西亚有三分之二的领土是海洋,有潜力以盐的形式拥有丰富的自然资源。PT. XYZ是唯一一家从工艺上游到下游生产产品盐的国有公司,产品旗舰是盐饮食。公司供应链管理面临的最大挑战是提供有竞争力的价格的能力,因此有必要适当研究分销过程中的成本,物流在销售成本的组成部分中不收取太多费用。在研究中,通过比较最近插入算法和最近邻算法,讨论了使用方法节省矩阵来确定路由器最佳,然后使用鱼骨图来映射以5M+1E元素为重点的配送过程和物流中的约束源进行分析。本研究的结果可由4条航运路线根据最近邻算法确定。对现有条件下出现的问题的改进可以通过在装载过程设施中添加工具和基础设施来进行,例如手动托盘,叉车以及装载码头的建设,其中包括规范并可用于测量过程装载有效性的sop。印度尼西亚有三分之二的领土是海洋,有潜力以盐的形式拥有丰富的自然资源。PT. XYZ是唯一一家从工艺上游到下游生产产品盐的国有公司,产品旗舰是盐饮食。公司供应链管理面临的最大挑战是提供有竞争力的价格的能力,因此有必要适当研究分销过程中的成本,物流在销售成本的组成部分中不收取太多费用。在研究中,通过比较最近插入算法和最近邻算法,讨论了使用方法节省矩阵来确定路由器最佳,然后使用鱼骨图来映射以5M+1E元素为重点的配送过程和物流中的约束源进行分析。本研究的结果可由4条航运路线根据最近邻算法确定。对现有条件下出现的问题的改进可以通过在装载过程设施中添加工具和基础设施来进行,例如手动托盘,叉车以及装载码头的建设,其中包括规范并可用于测量过程装载有效性的sop。关键词:盐,物流,图表鱼骨,节约矩阵,最近插入,最近邻。
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引用次数: 0
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