{"title":"A Study on Artificial Neural Network Learning Using Decimal Data of CNC Cutting Conditions for Aluminum","authors":"Tae-Heon Gwon, Oh-Jung Kwon","doi":"10.29279/jitr.2023.28.1.25","DOIUrl":"https://doi.org/10.29279/jitr.2023.28.1.25","url":null,"abstract":"The processing conditions of computer numerical control (CNC) equipment are learned through practical experience over many years. However, it is currently difficult to train professional experts in the field of machining because of the “demographic cliff” phenomenon. To solve this issue, it is necessary to study how to transfer the experience of current experts to new people who desire to use CNC equipment. \u0000An “expert system for CNC equipment” is proposed using artificial neural networks (ANNs) and machine-learning data is made available in decimal rather than binary so that mechanical engineers can easily access artificial intelligence. Assuming that an aluminum alloy (AL6063) is machined by a beginner using a lathe, when the tensile strength, cutting speed, and desired surface roughness are input into the ANN, the rotation speed (revolutions per minute) of the spindle and the feed rate are output by the proposed expert system for CNC equipment setting. This study demonstrates that decimal data about aluminum can be used for learning by an ANN, and it is judged that learning by using decimal data is possible for various materials and in various processing situations.","PeriodicalId":383838,"journal":{"name":"Korea Industrial Technology Convergence Society","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116656469","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}
{"title":"The Effect of Automated Device Use and Population Aging on the Use of Worknet in E-Government Services","authors":"Hyangsoo Lee, Seong-Hoon Lee, Yonghun Jung","doi":"10.29279/jitr.2023.28.1.83","DOIUrl":"https://doi.org/10.29279/jitr.2023.28.1.83","url":null,"abstract":"With population aging and advances in automation, devices to search for employment information via e-government services have diversified with the resultant increases and interest in employment information searches. With the introduction of such automated devices, e-government service devices have expanded to include kiosks and AI speakers/guide robots. Accordingly, a Probit regression model was applied to 2021 survey data to analyze the use of automated devices for e-government services and the effects of aging on the use of employment information by e-government service users. Government policies are needed to improve the Worknet use of e-government services with the expanded use of automated devices and the increasing elderly population.","PeriodicalId":383838,"journal":{"name":"Korea Industrial Technology Convergence Society","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129744539","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}
{"title":"A Study on the System Design for Sensor Fault Diagnosis in a Factory Automation Environment","authors":"Jin-Ho Lee","doi":"10.29279/jitr.2023.28.1.17","DOIUrl":"https://doi.org/10.29279/jitr.2023.28.1.17","url":null,"abstract":"This study proposes a standard system that can be applied to existing legacy facilities. In terms of system construction methods, data acquired by standardized protocols from industrial IoT sensors were transferred from PLC-based to RDBMS that was divided from the upper application layer to the filed and management layers. Through the proposal in this study, small- and medium-sized companies that require the establishment of facility foresight preservation in smart factories are expected to be able to build systems at low cost.","PeriodicalId":383838,"journal":{"name":"Korea Industrial Technology Convergence Society","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122367690","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}
{"title":"A Study on Energy Optimization Based on Low Power and Lightweight Protocol for IoT","authors":"Youngsung Kwon","doi":"10.29279/jitr.2023.28.1.1","DOIUrl":"https://doi.org/10.29279/jitr.2023.28.1.1","url":null,"abstract":"In this paper, electromagnetic induction-type energy harvesting technique and variable keep-alive transmission period technique that can improve the power efficiency of wireless sensor network are dealt with as a method to more efficiently utilize a limited battery. In addition, the structure of the energy harvester based on mathematical model simulation was designed and a variable keep-alive cycle technique was proposed as a way to solve problem of the power efficiency that occurs when the keep-alive cycle is fixed in a wireless sensor network environment.","PeriodicalId":383838,"journal":{"name":"Korea Industrial Technology Convergence Society","volume":"51 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116777315","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}
{"title":"Representations of Teachers in the Print Media : An Intertextual Analysis on Teacher Identity in the 6 Australian Newspaper Articles","authors":"Jung-Han Ahn","doi":"10.29279/jitr.2023.28.1.107","DOIUrl":"https://doi.org/10.29279/jitr.2023.28.1.107","url":null,"abstract":"The research examines how Australian newspaper journalists represent the general impression and identity of teachers in the teacher related 6 Australian newspaper articles listed from 17 March, 2017 to 1 June, 2017. Linguistic discourse forms and defines the perception of reality at the same time, playing a crucial role in making social identity. The image of teachers and the instruction of teachers are created not only by the people actively participating in the formation of such a perception but by the social context they exist in as well. Therefore, the linguistic discourse used in the newspaper media directly and indirectly both affects the way the public perceives teacher identity. This paper focuses on examining the representation of teachers appearing in the 6 articles of the 3 Australian newspapers through the analysis of the education related articles of newspapers and looks into how the public perceives teachers in newspaper media discourse. In other words, the aim of the research is to ascertain the social identity of teachers which the media has constructed and what the representation does mean in the formation of social identity of teachers made in the result of interpretation of the newspaper media. Furthermore, the research attempts to discuss the impact of the formation of teacher identity on social awareness towards teachers and the instruction of teachers and employs a way such as textual analysis in the light of the nature of the research.","PeriodicalId":383838,"journal":{"name":"Korea Industrial Technology Convergence Society","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122057073","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}
{"title":"Isolation and Media Optimization of Lactic Acid Bacteria Producing β-galactosidase","authors":"Myung-Kuk Kim","doi":"10.29279/jitr.2022.27.4.35","DOIUrl":"https://doi.org/10.29279/jitr.2022.27.4.35","url":null,"abstract":"Seven strains showing activity in MRS(De Man, Rogosa, and Sharpe) solid medium containing X-gal were selected from kimchi, yogurt, and earthworm feces. The strain isolated from yogurt showed the greatest activity. \u0000Enzyme activity was higher in cell suspensions than in cells or culture filtrates. The isolate was inferred to be a lactic acid bacterium based on Gram staining, biochemical tests, and the fact that it was isolated from commercial yogurt. The optimal concentrations of carbon, nitrogen, and minerals for cell growth and enzyme production were investigated. The results of this study are applicable to the production of β-galactosidase using lactic acid bacteria.","PeriodicalId":383838,"journal":{"name":"Korea Industrial Technology Convergence Society","volume":"44 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117114344","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}
{"title":"A Study on the Development of Vocational Education Training Model Using Metaverse Realistic XR Content","authors":"Honam Shim, Hyoeun Lee","doi":"10.29279/jitr.2022.27.4.43","DOIUrl":"https://doi.org/10.29279/jitr.2022.27.4.43","url":null,"abstract":"AR and VR , which have been developed for many years, have emerged as the main educational delivery environment owing to the transition to non-face-to-face content delivery due to COVID-19. Even after COVID-19 has subsided, the use of AR and VR continue to increase owing to digital transformation in the industry and various safety problems. In particular, owing to the introduction of the metaverse platform, existing AR and VR contents have been recognized as metaverse contents, and their diverse usage has been attempted. \u0000However, limitations in vocational education and training restrict their usage. In this study, the use of AR and VR for education is examined and a training model is proposed for their application to vocational education at polytechnic institutes.","PeriodicalId":383838,"journal":{"name":"Korea Industrial Technology Convergence Society","volume":"31 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116470829","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}
{"title":"A Convenient and Practical Method for DNA Staining in Agarose Gel Electrophoresis","authors":"S. Park","doi":"10.29279/jitr.2022.27.4.1","DOIUrl":"https://doi.org/10.29279/jitr.2022.27.4.1","url":null,"abstract":"Nucleic acid staining dyes are necessary for the visualization of DNA bands in agarose gel electrophoresis. The conventional staining method follows a post-staining protocol that follows gel electrophoresis; pre-cast staining is used as a convenient alternative. Pre-load staining is another method in which a staining dye is added to the 6X loading buffer, and not in the agarose gel. Pre-load staining is simple and time-saving; however, it could alter the mobility of DNA bands within the same gel. In this study, the mobility alteration owing to the use of commercial pre-mixed loading buffers, such as Midori Green Direct, GRGreen DNA loading buffer, and ENVISION DNA dye loading buffer, were evaluated. Lab-prepared 6X loading buffer containing 250X GelRed®dye did not alter the mobility under various experimental conditions. Similarly, 6X loading buffer containing Shinystar and EcodyeTMdid not affect mobility. In conclusion, pre-load staining method is a convenient and practical staining method for routine gel electrophoresis; lab-made 6X loading buffer containing 250X GelRed®could be used for pre-load staining.","PeriodicalId":383838,"journal":{"name":"Korea Industrial Technology Convergence Society","volume":"77 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131051024","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}
{"title":"A Study on the Metal Detection Development for CNN and RNN Algorithm Based","authors":"Sung-Kil Ha, Mikyoung Kim","doi":"10.29279/jitr.2022.27.4.9","DOIUrl":"https://doi.org/10.29279/jitr.2022.27.4.9","url":null,"abstract":"This paper is a study on the efficiency of the filtering method of signal processing and the metal detection method using deep learning for data obtained from multiple MI sensors. The MI sensor is a principle that detects changes in magnetic field and is a passive sensor that detects metal objects. However, when detecting a metal object, the amount of change in the magnetic field caused by the metal is small, so there is a limit to the detectable distance. In order to effectively detect and analyze this, a method using deep learning was applied. In addition, the performance of the deep learning model was compared and analyzed using the filtering method of signal processing. In this paper, the detection performance of CNN and RNN networks was compared and analyzed from the data extracted from the self-impedance sensor. The RNN model showed higher performance than the CNN model. However, in the shallow stage, the CNN model showed higher performance than the RNN model.","PeriodicalId":383838,"journal":{"name":"Korea Industrial Technology Convergence Society","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123817005","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}
{"title":"Trends and Suggestions on RPA Application in Korean Industry Using News Article Crawling","authors":"Kyuseok Kim, Hyunjung Kim, Yejin Seo","doi":"10.29279/jitr.2022.27.4.73","DOIUrl":"https://doi.org/10.29279/jitr.2022.27.4.73","url":null,"abstract":"In the 4th industrial revolution, companies are making efforts to replace human resources with automated machines by reflecting social phenomena such as digitalization, 52-h work week, and minimum wage increase. \u0000Robotic process automation (RPA), which has emerged rapidly owing to people working from home and non-face-to-face interaction during the COVID-19 pandemic, is being applied to various fields such as in the manufacturing and service industries. In this study, Korean RPA market trends are analyzed. This study proposes the future application of RPA through news articles crawled from Naver, related studies, and reports.","PeriodicalId":383838,"journal":{"name":"Korea Industrial Technology Convergence Society","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133011418","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}