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Twitter Social Media Conversion Topic Trending Analysis Using Latent Dirichlet Allocation Algorithm 基于潜在狄利克雷分配算法的Twitter社交媒体转换话题趋势分析
Q3 Engineering Pub Date : 2022-12-06 DOI: 10.37385/jaets.v4i1.1143
Musliadi K H, Hazriani Zainuddin, Yuyun Wabula
In Indonesia, Twitter is one of the most widely used social media platforms. Because of the diverse and frequently shifting message patterns on this social media, it is extremely challenging and time-consuming to manually identify topics from a collection of messages. Topic modeling is one method for obtaining information from social media. The model and visualization of the results of modeling topics that are discussed on social media by the Makassar community are the goals of this study. The Latent Dirichlet Allocation (LDA) algorithm is used to model and display the results of this study. The modeling results indicate that the eighth topic is the most frequently used word in a conversation. In the meantime, the 7th and 6th topics emerged as the conversation's core based on the spread of the words with the highest term frequency. The study's findings led the researchers to the conclusion that in the Makassar community's social media discussions, capitalization and visualization using the LDA method produced the words with the highest trend and the topic with the highest term frequency.
在印度尼西亚,推特是使用最广泛的社交媒体平台之一。由于社交媒体上的消息模式多样且经常变化,从消息集合中手动识别主题极具挑战性且耗时。主题建模是从社交媒体获取信息的一种方法。Makassar社区在社交媒体上讨论的建模主题的模型和结果可视化是本研究的目标。使用潜在狄利克雷分配(LDA)算法对本研究的结果进行建模和显示。建模结果表明,第八个话题是会话中使用频率最高的词。与此同时,第7和第6个话题成为对话的核心,这是基于术语频率最高的单词的传播。研究结果使研究人员得出结论,在望加锡社区的社交媒体讨论中,使用LDA方法的大写和可视化产生了趋势最高的单词和术语频率最高的话题。
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引用次数: 2
Implementation of Object Detection With You Only Look Once Algorithm in Limited Face-To-Face Times in Pandemic 在流行病中有限的面对面时间内只看一次目标检测算法的实现
Q3 Engineering Pub Date : 2022-12-06 DOI: 10.37385/jaets.v4i1.1161
Yogi Yunefri, Sutejo Sutejo, Yogi Ersan Fadrial, Keumala Anggraini, Maya Ramadhani, Roki Hardianto
Covid-19 has hit many countries in the world, including Indonesia. The rapid and deadly spread of Covid-19 reached Indonesia in early 2020. This pandemic of course had a detrimental impact on the Indonesian people in terms of health, economy, education and others. The Indonesian government certainly does not remain silent, the government is aggressively making efforts to break the Covid-19 chain in various ways, one of the efforts made is to continuously inform about the health protocols recommended by the government to prevent transmission. The Indonesian Ministry of Health (in Mardhia et al., 2020) Efforts that can be made in the prevention phase by each individual include: Wearing a mask, Wearing gloves, Using hand sanitizer/disinfectant, Washing hands with soap, Avoiding touching the face, Avoid shaking hands, Avoid gatherings or long queues, Avoid touching objects/object surfaces in public areas, Avoid taking public transportation, Maintain a distance of at least two meters from other people when outside the house, and If you show symptoms of illness, immediately notify the people around. Even though they have been informed about the prevention of Covid-19, the public tends to be negligent in implementing health protocols, one of which is the application of Social Distancing. Therefore, this study will create a distance detector using the YOLOv3 algorithm as one of the detection objects for the implementation of community activity restrictions
新冠肺炎袭击了包括印度尼西亚在内的世界许多国家。2020年初,新冠肺炎迅速而致命地传播到印度尼西亚。当然,这场疫情对印尼人民的健康、经济、教育和其他方面产生了不利影响。印度尼西亚政府当然不会保持沉默,政府正在积极努力以各种方式打破新冠肺炎链,其中一项努力是不断了解政府建议的预防传播的健康协议。印尼卫生部(Mardhia等人,2020)每个人在预防阶段可以做出的努力包括:戴口罩、戴手套、使用洗手液/消毒剂、用肥皂洗手、避免触摸面部、避免握手、避免聚会或排长队、避免在公共区域触摸物体/物体表面,避免乘坐公共交通工具,出门时与他人保持至少两米的距离,如果你出现疾病症状,立即通知周围的人。尽管他们已经被告知新冠肺炎的预防,但公众在实施健康协议方面往往疏忽大意,其中之一就是社交距离的应用。因此,本研究将使用YOLOv3算法创建一个距离检测器,作为实施社区活动限制的检测对象之一
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引用次数: 0
Design of Educational Game Tools Recognizing Body Members Using The Kansei Engineering Method 使用感性工学方法识别身体成员的教育游戏工具的设计
Q3 Engineering Pub Date : 2022-12-05 DOI: 10.37385/jaets.v4i1.1267
Nugraha Ramadhani, I. Kusumanto, Nofirza Nofirza
Education is very important in realizing a strong and advanced nation. So, the process must be carried out early. Therefore, Early Childhood Education is the main foundation for the development of a nation's generation. While the standards of Early Childhood Education are not evenly distributed, in fact, there are still many that are lacking, especially in the learning media of Educational Game Tools/Alat Pembelajaran Edukatif (APE). In this research, an Educational Learning Tool will be made in the form of a puzzle using the Kansei words and Kensei engineering methods. The results of this study indicate that the child's response is very good and very helpful in the learning process. The combination of the Kansei words and Kansei engineering methods produces a unique educational game tool that makes children more interested in participating in learning
教育对实现强国和先进国家非常重要。因此,这个过程必须尽早进行。因此,幼儿教育是一个民族一代发展的主要基础。虽然幼儿教育的标准分布并不均匀,但事实上,仍有许多方面存在不足,特别是在教育游戏工具/Alat Pembelajaran Edukatif (APE)的学习媒体方面。在本研究中,一个教育学习工具将以一个谜题的形式使用剑圣词和剑圣工程的方法。本研究结果表明,孩子的反应非常好,在学习过程中非常有帮助。感性文字与感性工学方法的结合,产生了一种独特的教育游戏工具,使孩子们更有兴趣参与学习
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引用次数: 2
Analysis of Twitter Sentiment Towards Madrasahs Using Classification Methods 用分类方法分析推特上对伊斯兰教的情绪
Q3 Engineering Pub Date : 2022-12-05 DOI: 10.37385/jaets.v4i1.1088
Supriadi Panggabean, W. Gata, Tri Agus Setiawan
In today's digital era, the influence and use of the internet has become a necessity, especially in Indonesia itself, internet users in early 2021 reached 202.6 million people. The most widely used internet use by Indonesians is social media. Several incidents of sexual violence that occurred in the madrasa environment as reported in the media, the emergence of radical Islamic issues which he said were the fruit of thoughts from the madrasa environment, terrorism which was also said to come from misinterpreting knowledge from madrasahs, intolerance to different religions, changes in the character of madrasah students and so on will cause negative thoughts towards  madrasah. To find out how the sentiment of social media users towards madrasahs, a study was conducted on analisis twitter sentiment towards madrasah using the classification method. The methods used are Naïve Bayes (NB), Decision Tree (DT) and K – Nearest Neighbor (K-NN).   Toimprove the performance of the classification method is carried out using the Particle Swarm Optimization (PSO) selection feature.   On the other hand, tools gataframework, execute Python script dan rapidminer diguna kan jug a dalam penelitian this to membantu preprocessi ng dan cleansing pa da datasethingga membantu menciptaka n corpus dan sentiment ana lysis.   Acuration obtained from the Naïve Bayes algorithm accuracy: 76.86% +/- 5.24% (micro average: 76.86%), Decision Tree accuracy: 61.38% +/- 5.46% (micro average: 61.35%), K-NN accuracy: 74.70% +/- 4.83% (micro average: 74.67%), Naïve Bayes PSO accuracy: 80.80% +/- 4.86% (micro average: 80.79%, Decision Tree PSO accuracy: 65.27% +/- 5.26% (micro average: 65.28%), and K-NN PSO accuracy: 67.24% +/- 7.92% (micro average: 67.25%).  The results showed that the Naïve Bayes PSO algorithm got the best and accurate results. This study succeeded in obtaining an effective and best algorithm in classifying positive comments and negative comments related to sentiment analysis towards madrasahs by classification method.
在当今的数字时代,互联网的影响和使用已成为一种必需品,特别是在印度尼西亚本身,2021年初互联网用户达到2.026亿人。印尼人最广泛使用的互联网是社交媒体。据媒体报道,在伊斯兰学校环境中发生的几起性暴力事件,激进伊斯兰问题的出现,他说这是伊斯兰学校环境思想的成果,恐怖主义也被认为是来自对伊斯兰学校知识的误解,对不同宗教的不容忍,伊斯兰学校学生性格的变化等等都会导致对伊斯兰学校的负面想法。为了了解社交媒体用户对伊斯兰学校的情绪是如何影响的,我们使用分类方法分析twitter对伊斯兰学校的情绪。使用的方法有Naïve贝叶斯(NB)、决策树(DT)和K-最近邻(K- nn)。为了提高分类方法的性能,利用粒子群优化(PSO)的选择特征进行分类。另一方面,工具框架、执行Python脚本和快速挖掘器、数据挖掘器、数据挖掘器、数据挖掘器、数据预处理器、数据挖掘器、数据挖掘器、语料库、情感分析器等。从Naïve贝叶斯算法得到的准确率:76.86% +/- 5.24%(微平均值:76.86%),决策树准确率:61.38% +/- 5.46%(微平均值:61.35%),K-NN准确率:74.70% +/- 4.83%(微平均值:74.67%),Naïve贝叶斯PSO准确率:80.80% +/- 4.86%(微平均值:80.79%),决策树PSO准确率:65.27% +/- 5.26%(微平均值:65.28%),K-NN PSO准确率:67.24% +/- 7.92%(微平均值:67.25%)。结果表明,Naïve贝叶斯粒子群算法得到了最好的、准确的结果。本研究成功地获得了一种有效且最佳的分类算法,用于对伊斯兰学校情感分析相关的正面评论和负面评论进行分类。
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引用次数: 1
An Identification of Relationship Between Regional Development Level and Slums in Sidenreng Rappang Regency 西登连拉邦县区域发展水平与贫民窟关系的辨析
Q3 Engineering Pub Date : 2022-12-04 DOI: 10.37385/jaets.v4i1.1276
Rika Riyanti Anwar, R. Wikantari, Mahyuddin Mahyuddin
Sidenreng Rappang Regency, South Sulawesi Province was recorded to be ranked 2nd (second) as the regency/city with the highest slum area in South Sulawesi in 2020.The development of the Sidenreng Rappang Regency area as a strategic agribusiness center area with economic activity with high mobility and the increasing need for land for large-scale production facilities and housing development is suspected to have implications for the existence of this slum settlement. This study aims to identify the relationship between the level of regional development and slums in Sidenreng Rappang Regency. The research method used is a scalogram analysis on the variables of population, distance and travel time, educational, social, economic, health, and agribusiness support facilities in each village/urban village which produces the value of the Urban Village Development Index (IPK) and Village/Urban Village Hierarchy. Furthermore, the relationship between the development level and the slum area was identified through a Pearson Correlation between the IPK value and the village/urban village slum area. The results showed that the Village Development Index (IPK) with the percentage of slum area is not correlated or it can be concluded that the level of regional development has no relationship with the slums in Sidenreng Rappang Regency.
Sidenreng Rappong Regency,2020年,南苏拉威西省被记录为南苏拉威西岛贫民窟面积最高的行政区/城市,排名第二。Sidenreng-Rappang行政区作为一个具有高度流动性的经济活动的战略性农业综合企业中心区的发展,以及对大规模生产设施和住房开发用地需求的增加,被怀疑具有对这个贫民窟定居点存在的影响。本研究旨在确定Sidenreng-Rappang县的区域发展水平与贫民窟之间的关系。所使用的研究方法是对每个村庄/城中村的人口、距离和旅行时间、教育、社会、经济、卫生和农业综合企业支持设施等变量进行标度图分析,从而产生城中村发展指数(IPK)和村庄/城中村庄层次的值。此外,通过IPK值与村庄/城中村贫民窟面积之间的Pearson相关性,确定了发展水平与贫民窟区域之间的关系。结果表明,村庄发展指数(IPK)与贫民窟面积的百分比没有相关性,或者可以得出结论,区域发展水平与Sidenreng-Rappang Regency的贫民窟没有关系。
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引用次数: 1
Model of Inventory Planning Using Monte Carlo Simulation in Retail Supermarket with Consider To Competitors and Stimulus Strategies 考虑竞争对手和激励策略的零售超市库存规划蒙特卡罗仿真模型
Q3 Engineering Pub Date : 2022-11-02 DOI: 10.37385/jaets.v4i1.1093
Yuri Delano Regent Montororing, M. Widyantoro
Retail Supermarket is a retail company that provides various types of products to meet the primary needs of the community or people, such as food needs, various cleaning products, snacks, beverages, cosmetics, and many others. The growing retail business requires continously managed in retail company to work more effectively and efficiently in order to be able to face intense business competition so that business continuity can be maintained. The continuity of the company can be maintained if it is managed properly and has proper planning and control. Proper and careful planning followed by good control will continuously make the company's goal of achieving maximum profit achievable. This study will provide a proposal for inventory planning model using the Monte Carlo simulation method by paying attention to competitors and stimulus strategies, which can be used to predict sales for the next period so that the amount of inventory can be planned properly.
零售超市是一家零售公司,提供各种类型的产品,以满足社区或人们的主要需求,如食品需求,各种清洁产品,零食,饮料,化妆品等。不断增长的零售业务需要持续管理的零售公司更有效和高效地工作,以便能够面对激烈的商业竞争,从而保持业务的连续性。如果管理得当,有适当的计划和控制,公司的连续性是可以保持的。适当和仔细的计划,加上良好的控制,将不断使公司实现利润最大化的目标。本研究将通过关注竞争对手和刺激策略,提出使用蒙特卡罗模拟方法的库存规划模型,该模型可用于预测下一时期的销售情况,从而合理规划库存数量。
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引用次数: 1
Proposed Improvement of Facility Layout in Production Area in Ud. Arshaindo Using the From To Chart (FTC) Method 乌德生产区设施布局的改进建议。使用From-To-Chart(FTC)方法的Arshaindo
Q3 Engineering Pub Date : 2022-10-31 DOI: 10.37385/jaets.v4i1.1118
Abdul Azis Alghushan, M. Nuruddin, S. S. Dahda
Small and medium industry engaged in fast food. Currently, the layout of the facilities at the production site is experiencing problems related to the distance of material movement. This study aims to redesign the layout of the facility and make suggestions to the trade business to minimize material movement to make it more comfortable and efficient. The method used in the process of redesigning the layout of the facility at UD. ARSHAINDO is to use the FTC (From To Chart) method. From To Chart is a method that can help to solve problems then described in more detail by going through several stages of completion to the maximum point. The results obtained from the From To Chart calculation with a total distance between departments of 36 meters (proposed layout), while the distance applied to UD. ARSHAINDO currently has a distance between departments of 56 meters (initial layout), therefore the proposed layout design has minimized the material transfer distance between departments by 20 meters so that it can produce a maximum layout and the production process is more efficient in terms of the distance between previous departments
从事快餐业的中小企业。目前,生产现场的设施布局遇到了与材料移动距离有关的问题。本研究旨在重新设计该设施的布局,并向贸易企业提出建议,最大限度地减少材料流动,使其更加舒适和高效。UD重新设计设施布局过程中使用的方法。ARSHAINDO将使用FTC(From-to-Chart)方法。From-To-Chart是一种可以帮助解决问题的方法,然后通过经历几个完成阶段达到最大点来更详细地描述。根据from-To-Chart计算得出的结果,部门之间的总距离为36米(拟定布局),而距离适用于UD。ARSHAINDO目前部门之间的距离为56米(初始布局),因此拟议的布局设计将部门之间的材料转移距离最小化了20米,从而可以产生最大的布局,并且从以前部门之间的间距来看,生产过程更高效
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引用次数: 0
Risk Analysis of the Packing Process at the Logistics Department of PT. XYZ used REBA method 使用REBA方法对XYZ物流部门包装过程进行风险分析
Q3 Engineering Pub Date : 2022-10-31 DOI: 10.37385/jaets.v4i1.1119
Lutfan Nabil, S. S. Dahda
PT. XYZ is a company that produces automotives and is one of the largest in Asia. PT. XYZ produces various types of springs, both leaf springs and conch springs which have been licensed from Mitsubishi Steel Manufacturing, Japan. Products from PT. XYZ will be exported to several countries such as the United States, Japan and India. In shipping can not be separated from the packaging process. In the packing process, it is found that the work posture is not good so that it can trigger complaints of Musculoskeletal Disorders. This study aims to determine the level of risk and work posture of workers. The method used is the REBA method, the results obtained in this study are with a grand score of 10 which indicates that work posture must be improved as soon as possible.
XYZ是一家生产汽车的公司,也是亚洲最大的公司之一。PT.XYZ生产各种类型的弹簧,包括钢板弹簧和海螺弹簧,这些弹簧已获得日本三菱钢铁制造公司的许可。PT.XXYZ的产品将出口到美国、日本和印度等多个国家。在运输过程中离不开包装。在包装过程中,发现工作姿势不好,可能会引发肌肉骨骼疾病的投诉。本研究旨在确定工人的风险水平和工作姿势。所使用的方法是REBA方法,本研究获得的结果总分为10分,这表明必须尽快改善工作姿势。
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引用次数: 1
Safety Application and Health Work (K3) At Department of CNC Lathe Using Hazard Identification Risk Assessment and Risk Control (HIRARC) Method (Case Study of PT. Swadaya Graha) 危害识别、风险评估与风险控制(HIRARC)方法在数控车床部门的安全应用与健康工作(K3)(以PT. Swadaya Graha为例)
Q3 Engineering Pub Date : 2022-10-28 DOI: 10.37385/jaets.v4i1.1114
Iwa Pramudya, D. Andesta, Hidayati Hidayat
Work accidents have the ability to cause the formation of every work activity. Aspects of work accidents can be caused by machines or aspects of worker negligence. The comfort of workers is highly dependent on the situation and the industrial area. One of the markers that need to be observed is occupational safety and health. So that the industry applies the K3 listed on PT Swadaya Graha which is currently still in a non-HIRARC condition as a basis for mitigation. The HIRARC procedure finds a procedure that starts to ensure the activity after which the source of the hazard is identified, risk assessment, and control over that exists and has the aim of remembering the level of risk associated with a place. From that case, the author thinks it is necessary to carry out an OHS risk assessment using the HIRARC procedure by carrying out research that aims to find out how to analyze the capabilities of hazards that can be carried out and their control on a cnc lathe machine at PT Swadaya Graha . The procedure used is the HIRARC (Hazard Identification Risk Assessment and Risk control) approach. The results of this research are that there are 5 work disaster hazard capabilities in the Ministry of CNC BUBUT. After that this research shows there is no. 1. extreme type of hazard. risk, and 1 high risk and 3 medium risk. The most common hazard abilities occur because of the lack of PPE and the undisciplined workers and not exploring work SOPs. Therefore, it is necessary to try socialization and continue to emphasize through daily safety briefings and safety signs.
工作事故具有形成每一种工作活动的能力。工作事故的某些方面可能是由机器或工人疏忽引起的。工人的舒适度在很大程度上取决于环境和工业区域。需要注意的标志之一是职业安全与健康。因此,该行业采用目前仍处于非hirarc条件的PT Swadaya Graha上列出的K3作为缓解的基础。HIRARC程序找到了一个程序,该程序开始确保危险源识别,风险评估和控制存在的活动,其目的是记住与一个地方相关的风险水平。从这个案例中,作者认为有必要使用HIRARC程序进行OHS风险评估,通过开展研究,旨在找出如何分析在PT Swadaya Graha数控车床上可以进行的危害及其控制的能力。所使用的程序是HIRARC(危害识别、风险评估和风险控制)方法。研究结果表明:中央邮电部具有5种工种灾害灾害能力。之后的研究表明没有。1. 极端类型的危险。风险,1个高风险,3个中等风险。最常见的危害能力是由于缺乏个人防护装备和不守纪律的工人以及不探索工作标准程序而发生的。因此,有必要尝试社会化,并通过日常安全简报和安全标志继续强调。
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引用次数: 2
Implementation of IoT-Based Hydroponics for SLB Pembina Pekanbaru students 为SLB Pembina Pekanbaru学生实施基于物联网的水培
Q3 Engineering Pub Date : 2022-10-25 DOI: 10.37385/jaets.v4i1.1074
Yulisman Yulisman, Uci Rahmalisa, Khusnul Fikri, Ari Linarta
Special schools are special schools for children with special needs who aims to provide opportunities for children in obtaining education. SLB Pekanbaru Pembina State is a special education and special service (PK-LK) which has goals and targets to a) Produce students who are able to compete in this era of globalization globalization b) Produce students who are able to apply the utilization of science and technology optimally. This school handles students who have mental and physical limitations and intellectuals or called with disabilities, this school is located at Jalan Segar No. 46 Rejosari Village, Tenayan Raya District, Pekanbaru City, was founded by the Ministry of Education and Culture National Education in 1998, the Decree on the Appointment of the Pembina State SLB was issued by Minister of National Education No.13a/O/1998. On January 29, 1998, SLB Negeri The supervisor of Pekanbaru is currently led by Mr. Moelya Eko Suseno, S.Kom, M.TI, M.Pd. This school has teacher educators from graduates of Special Education (S1, S2 and even S3) the current number of SLB teachers is 55 people (all majors of visual impairment), administrative staff 7 people. For students from the level (SDLB, SMPLB and SMALB) totaling 367 people (all disabilities). The development of the Pekanbaru Pembina State SLB from year to year experienced an increase, especially in the students, then the infrastructure, facilities and infrastructure other infrastructure. This SLB is in accordance with its vision and mission to prioritize student independence, then the Pembina SLB program is prioritized on student skills. If in percentage then, Academic (30%) and Skills (70%). To achieve goals, targets, With this vision and mission, it is necessary to develop skills for SLB students. The problems contained in the Pembina State SLB Pekanbaru are: 1) The results of the Agricultural skills are not maximized, 2) Agricultural skills are not yet based on IT and 3) Lack of knowledge of teachers and students related to IT-based Product Marketing Management. Based on these problems, the solutions offered include: 1) Will be carried out guidance to increase students' knowledge in agricultural skills, 2) Will implement IoT-based Hydroponic plant cultivation and 3) providecounseling, training and guidance to students how to do management marketing of products produced with IT.
特殊学校是为有特殊需要的儿童开办的特殊学校,旨在为儿童提供接受教育的机会。SLB Pekanbaru Pembina State是一家特殊教育和特殊服务机构(PK-LK),其目标和目标是:a)培养能够在全球化时代竞争的学生;b)培养能够最佳利用科学技术的学生。这所学校为有心理和身体限制的学生和知识分子或被称为残疾的学生提供服务,这所学校位于佩坎巴鲁市Tenayan Raya区Rejosari村46号Jalan Segar,由教育和文化部于1998年成立,国家教育部长1998年第13a/O/1998号颁布了《任命彭比纳州校长令》。1998年1月29日,SLB Negeri。Pekanbaru的导师目前由Moelya Eko Suseno先生、S.Kom先生、M.TI先生、M.Pd先生领导。该校有来自特殊教育(S1、S2甚至S3)毕业生的教师教育工作者。目前SLB教师人数为55人(均为视力障碍专业),行政人员7人。为来自该级别(SDLB、SMPLB和SMALB)的学生,共367人(全部为残疾人)。Pekanbaru Pembina State SLB的发展逐年增加,尤其是在学生方面,然后是基础设施、设施和其他基础设施。该SLB符合其优先考虑学生独立性的愿景和使命,然后Pembina SLB计划优先考虑学生技能。如果按百分比计算,则为学术(30%)和技能(70%)。为了实现目标,有了这个愿景和使命,有必要培养SLB学生的技能。Pembina State SLB Pekanbaru中包含的问题是:1)农业技能的结果没有最大化,2)农业技能还没有基于IT,3)教师和学生缺乏与基于IT的产品营销管理相关的知识。基于这些问题,提供的解决方案包括:1)将进行指导,以提高学生的农业技能知识;2)将实施基于物联网的水培植物种植;3)为学生提供咨询、培训和指导,指导他们如何对使用IT生产的产品进行管理营销。
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引用次数: 0
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