{"title":"Key Features and Techniques of Unsupervised Learning","authors":"Dr. Gurpreet Singh","doi":"10.52783/tjjpt.v45.i02.5825","DOIUrl":"https://doi.org/10.52783/tjjpt.v45.i02.5825","url":null,"abstract":"Machine learning (ML) has emerged as a transformative technology with profound implications for industrial operations across diverse sectors. This paper provides a comprehensive analysis of the applications and challenges, of machine learning in industrial settings. The paper begins by outlining the foundational concepts of machine learning and its relevance to industrial processes. It explores various ML techniques, including supervised learning, unsupervised learning, and reinforcement learning, and discusses their applicability in optimizing production, enhancing quality control, and predicting equipment failures.\u0000DOI:https://doi.org/10.52783/tjjpt.v45.i02.5825","PeriodicalId":515233,"journal":{"name":"Tuijin Jishu/Journal of Propulsion Technology","volume":"63 6","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140709675","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 Behaviour of Building Frames on Raft Foundation using Dynamic Analysis","authors":"B. R. Shilpa, Dr G Narayana, Dr B K Narendra","doi":"10.52783/tjjpt.v44.i6.4362","DOIUrl":"https://doi.org/10.52783/tjjpt.v44.i6.4362","url":null,"abstract":"When designing building frames for seismic reasons, the effect of soil flexibility is typically disregarded, and the design is executed using the outcomes of dynamic analysis with a fixed base condition. Because the overall lateral stiffness of the structure decreases as a result of soil flexibility, the lateral natural period lengthens. The building frames situated on the Raft foundation may experience a significant change in seismic response due to this extension of the lateral natural period (T). Therefore, it is imperative to consider the soil's flexibility, also known as soil structure interaction, when doing analysis on the foundation's supporting layer. \u0000This paper examines how asymmetric building frames with raft footings behave dynamically when subjected to seismic forces that involve soil-structure interaction. The analysis is performed with SAP 2000*V21 FEM software. The structure is idealized as a three-dimensional space frame, with slabs modeled as a thin shell with four noded plate elements and six degrees of freedom at each node, and beams and columns modeled as two noded line elements. The soil is represented as equivalent springs with one (Winkler) and six (Modified Winkler) degrees of freedom; the stiffness of these springs varies depending on the type of soil and is determined by its dynamic shear modulus and poissons ratio. The Modified Winkler and Winkler raft foundations are modeled as thin shells with four noded plate elements, each with six degrees of freedom, and are criticized so that the element aspect ratios are equal to one. \u0000 \u0000To assess the impact of soil structure interaction on building frames, the response is compared for a range of building frames with and without consideration of soil flexibility in terms of fundamental Natural Period, Seismic Base Shear, and Max. Lateral Displacement. The parametric study for Zone V takes into account the influence of various parameters, including the number of bays, stories, span lengths, and soil types (i.e., soft, medium, and stiff). \u0000 \u0000It is discovered that the fundamental lateral natural period and seismic base shear of the system are significantly altered by the influence of soil flexibility on building frames. As soil stiffness decreases, the lateral natural period and seismic base shear increase as a result of soil flexibility. Additionally, it has been noted that as the number of bays increases, so do the building's base shear and lateral period. As the number of bays and stories increases, so does the maximum lateral displacement. \u0000 ","PeriodicalId":515233,"journal":{"name":"Tuijin Jishu/Journal of Propulsion Technology","volume":"79 23","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139611217","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":"Optimizing Wear Resistance in Carbidic Austempered Ductile Iron through Austempering Parameter Variation","authors":"Srinuvasu. N, Dr MK Murulidhara","doi":"10.52783/tjjpt.v45.i01.4329","DOIUrl":"https://doi.org/10.52783/tjjpt.v45.i01.4329","url":null,"abstract":"Austempered ductile iron (ADI), as implied by its name, is a variant of ductile iron known for its enhanced strength and toughness compared to cast iron. Distinguishing itself from cast iron, ductile iron exhibits higher strength and toughness, particularly in tensile tests. The nomenclature \"Austempered\" in ADI stems from its unique heat treatment process called Austempering. While numerous research journals delve into the wear resistance of Compacted Graphite Iron (CGI) materials, there is a notable gap in understanding the correlation between Austempering temperature and abrasion properties. Material wear is influenced by various factors within the application environment, broadly categorized as time, load, and speed. This journal provides a comprehensive exploration of how these variables collectively impact the wear characteristics of Austempered ductile iron..","PeriodicalId":515233,"journal":{"name":"Tuijin Jishu/Journal of Propulsion Technology","volume":"86 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139612981","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":"UI Action Logger to Investigate Potential Robotic Process Automation Routines.","authors":"Neelam Yadav, S. Panda","doi":"10.52783/tjjpt.v45.i01.4215","DOIUrl":"https://doi.org/10.52783/tjjpt.v45.i01.4215","url":null,"abstract":"Robotic Process Automation (RPA) is a cost-effective technology that emulates human tasks, reduces errors and enhances business performance. However, identifying ideal processes for RPA implementation can be challenging. Process Mining is a strategy that leverages User Interface (UI) logs to delve into processes and generate \"process maps.\" These logs record user actions during processes, necessitating the use of a tool such as UI Action Logger to capture and transmit them to a cloud-based application for logging. Subsequently, Process Mining frameworks like ProM utilize these logs to construct process models, aiding in the identification of repetitive processes suitable for RPA automation. This innovative study shifts the focus of process mining from event logs to UI logs, simplifying the detection of potential routines. Enriched UI logs are valuable for creating RPA bots, conducting in-depth process analysis, task mining, and training RPA bots through machine learning, and selecting processes for automation. In summary, UI Action Logger offers distinctive features, capturing user interactions at a coarse level conducive to RPA implementation.","PeriodicalId":515233,"journal":{"name":"Tuijin Jishu/Journal of Propulsion Technology","volume":"14 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140506867","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":"Developing a School Counseling Competency Framework for Primary School Teachers","authors":"Le Thuc","doi":"10.52783/tjjpt.v45.i01.4189","DOIUrl":"https://doi.org/10.52783/tjjpt.v45.i01.4189","url":null,"abstract":"The school counseling competency framework is a tool to develop teachers doing the school psychology counseling work in primary schools, which is extremely necessary, especially when schools in Vietnam are currently not having the official title for that job. The article proposes a framework of school counseling competency for primary school teachers with 5 elements rated at levels 1,2,3 including: 1/ Teachers' cognitive competency of psychology counseling activities for primary school students. 2/ Ability to understand the physiological characteristics of primary school students and the difficulties of students in school life. 3/ Ability to develop school psychological counseling plans for primary school students. 4/ Ability to design, select, and implement school psychology counseling topics for primary school students. 5/ Ability to coordinate family and community in school psychological counseling for primary school students. The competency framework can be used to improve the quality of teachers working in school counseling in primary schools","PeriodicalId":515233,"journal":{"name":"Tuijin Jishu/Journal of Propulsion Technology","volume":" 28","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139622176","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 Fuzzy Inventory Model Using Pentagonal Fuzzy Numbers","authors":"Mr. 𝐌 . 𝐊𝐚𝐫𝐭𝐡𝐢𝐜, 𝐃𝐫 . 𝐀 . 𝐒𝐫𝐢𝐝𝐡𝐚𝐫","doi":"10.52783/tjjpt.v45.i01.4632","DOIUrl":"https://doi.org/10.52783/tjjpt.v45.i01.4632","url":null,"abstract":"Transportation expenses may have an effect on significant business sectors. They could affect a company's price of goods as well as its capacity to remain competitive in the market. Another way to maximize transportation expenses is through inventory management. Prevent needless overstocking and incomplete shipments by keeping an accurate inventory and managing stock levels. This lowers the price of shipping extra items or broken shipments. Nonlinear Programming Kuhn Tucker Method is used to find the optimal solution, which has an impact on the monthly payment. The signed distance approach is used for defuzzification in the proposed model, and the Pentagonal fuzzy number is used to find the lowest cost. To test the inventory model, we create a CSV file and use Weka software to analyse the Economic Order Quantity and total cost.","PeriodicalId":515233,"journal":{"name":"Tuijin Jishu/Journal of Propulsion Technology","volume":"25 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140513930","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":"Impact of Effective Corporate Governance on Employer Branding of India: An Empirical Study","authors":"Anish Kaushal, Ashish Kaushal, Vandana Devi","doi":"10.52783/tjjpt.v45.i01.5045","DOIUrl":"https://doi.org/10.52783/tjjpt.v45.i01.5045","url":null,"abstract":"Employees and consumers alike have become brand aware due to the growing importance of branding. Examining how company branding affects workers' dispositions is the goal of this research. An empirical investigation is what this is. A total of 140 individuals working for private banking institutions provided their data. The research also makes use of secondary data culled from various online sources, such as journals, publications, reports, and websites. Key factors that influence employer brand are highlighted in this research. It also shows how different aspects of branding influence workers' attitudes. Positive employer-employee relationships may be easier to achieve if management practitioners use the study's findings to inform their strategy.","PeriodicalId":515233,"journal":{"name":"Tuijin Jishu/Journal of Propulsion Technology","volume":"111 2","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140514135","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":"Cultivating a Greener Future: Unveiling the Mechanism for Embracing Green Innovation in the Supply Chain","authors":"Chao Chen, Boonsub Panichakarn","doi":"10.52783/tjjpt.v45.i01.4071","DOIUrl":"https://doi.org/10.52783/tjjpt.v45.i01.4071","url":null,"abstract":"The purpose of this study is to investigate the impacts of organizational support, knowledge sharing, competitive pressure, government policy, relative advantage, and compatibility on the adoption intention of green supply chain innovation. A total of 205 valid questionnaires were collected from managerial professionals operating within the manufacturing sector of the supply chain in China. The findings suggest that factors such as organizational support, knowledge sharing, competitive pressure, government policy, relative advantage, and compatibility, collectively contribute to the adoption intention of supply chain in green innovation by addressing various aspects of organizational, environmental, and competitive contexts. The implications of these identified patterns are further elaborated.","PeriodicalId":515233,"journal":{"name":"Tuijin Jishu/Journal of Propulsion Technology","volume":"22 5","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140513931","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":"Mathematical Modelling of a Multi-Stage Feedback Queue with Discretionary Server Downtime","authors":"Kavisha Saxena , Rajiv Phillip","doi":"10.52783/tjjpt.v45.i01.4074","DOIUrl":"https://doi.org/10.52783/tjjpt.v45.i01.4074","url":null,"abstract":"In this section, we take into account an M/G/1x queue in the presence of multiple service tiers, customers who provide feedback at random, and a server who is on vacation. The customer is given the option to progress through a series of k progressively more complex steps in the system. A customer is free to abandon the system after receiving service in the first of k stages (k > 1). There is a specific order to the stages, starting with the first stage service and continuing on to the second stage service and so on. The customer has multiple opportunities for subsequent service after each phase. However, the re service can only be used from the very beginning, so it doesn't matter which stage he left. Therefore, the customer who requires a different service should go to the very end of the line and wait there. When a server finishes a service for a customer, they may take a short break or move on to the next customer immediately, depending on their schedule. In this article, we extend this model to accommodate a batch arrival queue that allows for a server to take a break.","PeriodicalId":515233,"journal":{"name":"Tuijin Jishu/Journal of Propulsion Technology","volume":"59 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139450604","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":"Forensic Engineering: The Investigation of The Causes of Asymmetry Trailing Edge Flap During The Aircraft Boeing 737 Landing.","authors":"Rexon Harris Simanjuntak, Widodo Widjaja, Basuki","doi":"10.52783/tjjpt.v45.i01.4114","DOIUrl":"https://doi.org/10.52783/tjjpt.v45.i01.4114","url":null,"abstract":"Forensic engineering is the application of engineering principles and methodology to answer questions of fact. These questions of fact are usually associated with accidents, crimes, catastrophic events, property degradation, and various types of failures. This research discusses a serious incident that occurred on a Boeing 737-300F aircraft operated by The XYZ airline which operates unscheduled domestic flights in Indonesia, with a flight route from Jakarta Soekarno International Airport (CGK) to Samsoedin Noor International Airport Banjarmasin (BDJ). When the plane was about to land, and the pilot operated the flaps from the 30o position to the 40o position, there was an asymmetry between the left and right flap trailing edges of more than 20o, which caused the plane to become unstable because it rolled to the left, and the pilot was unable to control the plane when landing, which causing a serious incident on the plane. This research aims to find the root cause of trailing edge flap asymmetry of more than 20o as an evaluation for companies in determining and implementing corrective and preventive actions so that this problem does not happen again in the future. This research will use forensic engineering investigation methods and carry out chemical composition testing (Optical Emission Spectroscopy); metallographic testing (micro and macro structure observations); FESEM testing and microchemical composition testing (EDS); and hardness testing. Then for each test result an analysis is carried out based on scientific knowledge. The results of the investigative analysis were to find the root cause of the trailing edge flap asymmetry problem of more than 20o. After getting the root cause of each method, the author then compares the results of one method with another method to draw conclusions to consider and determine corrective and preventive actions to be taken and implemented in the company or organization.","PeriodicalId":515233,"journal":{"name":"Tuijin Jishu/Journal of Propulsion Technology","volume":"104 12","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139630330","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}