• Title/Summary/Keyword: Certification Basis

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Wine Quality Prediction by Using Backward Elimination Based on XGBoosting Algorithm

  • Umer Zukaib;Mir Hassan;Tariq Khan;Shoaib Ali
    • International Journal of Computer Science & Network Security
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    • v.24 no.2
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    • pp.31-42
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    • 2024
  • Different industries mostly rely on quality certification for promoting their products or brands. Although getting quality certification, specifically by human experts is a tough job to do. But the field of machine learning play a vital role in every aspect of life, if we talk about quality certification, machine learning is having a lot of applications concerning, assigning and assessing quality certifications to different products on a macro level. Like other brands, wine is also having different brands. In order to ensure the quality of wine, machine learning plays an important role. In this research, we use two datasets that are publicly available on the "UC Irvine machine learning repository", for predicting the wine quality. Datasets that we have opted for our experimental research study were comprised of white wine and red wine datasets, there are 1599 records for red wine and 4898 records for white wine datasets. The research study was twofold. First, we have used a technique called backward elimination in order to find out the dependency of the dependent variable on the independent variable and predict the dependent variable, the technique is useful for predicting which independent variable has maximum probability for improving the wine quality. Second, we used a robust machine learning algorithm known as "XGBoost" for efficient prediction of wine quality. We evaluate our model on the basis of error measures, root mean square error, mean absolute error, R2 error and mean square error. We have compared the results generated by "XGBoost" with the other state-of-the-art machine learning techniques, experimental results have showed, "XGBoost" outperform as compared to other state of the art machine learning techniques.

A Study on the Performance Certification System of Inspection and Diagnostic Equipment for Infrastructure using Advanced Technologies (첨단기술을 이용한 시설물 점검 및 진단장비 성능인증체계에 대한 연구)

  • Hong, Sung-Ho;Kim, Jung-Gon;Cho, Jae-Young;Kim, Do-Hyoung;Kim, Jung-Yeol;Kim, Young-Min;Lee, Dong-Wook
    • Journal of the Society of Disaster Information
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    • v.17 no.1
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    • pp.97-111
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    • 2021
  • Purpose: It is expected that various infrastructures diagnosis equipment will be needed as infrastructures management is strengthened to implement the Framework Act on Sustainable Infrastructure Management. It is necessary for a certification system to supply certified products of a reasonable level in accordance with market requirements for various convergence equipment. This paper deals with the introduction of certification system of inspection and diagnosis equipment for infrastructure using advanced technologies. Method: The basic elements, systems and procedures of certification system were reviewed through analyzing and comparing the existing similar certification system in Korea. In addition, a survey was conducted on a catalog method and the minimum performance criterion (sampling survey and complete enumeration survey) to equipment developers (manufacturers), clients and equipment users. Result: This survey showed that clients preferred complete enumeration method on the basis of minimum performance, and equipment users also preferred complete enumeration survey and sample survey, for minimum performance, at a similar rate. On the other hand, equipment developers preferred the catalog method. Conclusion: Clients and users who are the users of the diagnostic equipment preferred the minimum performance criterion because their trust in quality is important. On the other hand, developers(manufacturers) preferred the catalog method which adopts self certification because it is regulated in developing various products. There is no specific plan for the minimum performance standards required for the introduction of the method which users demand, at present. In addition, it is not desirable to force to introduce a certification system because it requires a considerable period of study to prepare the specific standards. Therefore, it is appropriate to operate the system for a certain period of time centering around the catalog method for the stable and continuous development of the infrastructure diagnosis and test equipment market in Korea. Also, it is effective to expand and develop the certification system to the extent that it minimizes the impact on the market when specific plans for the standards are prepared in the future.

A Study to Propose Future Directions on AEO Invigoration through a Close Analysis of the Past Studies (국내 AEO제도의 연구 동향 분석과 제도 활성화를 위한 연구방향 제시에 관한 연구)

  • Kim, Jin-Su;Song, Chang-Seok
    • International Commerce and Information Review
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    • v.16 no.1
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    • pp.45-68
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    • 2014
  • Since the introduction of AEO certification in South Korea in 2008, 516 areas have been AEO certified based on a report dated December 31st, 2013. The number is expected to increase drastically as more and more companies strive to obtain the AEO certification. In this regards, this study is designed to contribute to the further invigoration of the AEO certification system as well as to propose directions to improve companies' performance in a practical point of view. To do so, the writer reviewed the past studies done in the relevant subjects in order to 1) grasp the principal subject, 2) catch the areas with insufficient information/lacking points, and to 3) get a focus on future directions on how additional research should be conducted. An analysis of the past studies proved that prior to the introduction of the AEO certification, the focus of the studies were to present the reasons as to why AEO should be introduced, the benefits of AEO, and a comparative analysis of countries already in wide usage of the AEO system. Studies done after the introduction of AEO (that is, after 2008) focused mainly on invigorating the system into the market. Compared to the previous studies, this study will present a distinct conclusion by breaking down the major points of each study on a year-by-year basis and studying them in total in order to provide an even more practical direction in the future of AEO in South Korea.

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The study of the law system for constructing a Home-Network at the environment of apartment houses (공동주택 환경에서의 홈네트워크 구축을 위한 법제도 연구)

  • Lim, Sang-Chul;Kim, Sun-Hyung
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.12 no.5
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    • pp.801-808
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    • 2008
  • As Home Network facilities are more enlarging on the basis of a Certification system and U-City by a different operators and regional groups. In this paper, describer to the status of it's installation and promotion and arrange it's general idea and law system concept. Also, draw operation system's problems and present counterproposal through analyzing an application basis of the law systems and information-communication technical standards such as construction law, housing law, and regulation to the housing construction standard. etc. We suggest an change necessity of the law system that home network can get ready for safely, facilities, comfortability of the user's convenience.

Improvement of Application Criteria of Pull Code Switch for Conveyor Accident Prevention (컨베이어 사고 예방을 위한 풀 코드 스위치 적용기준 개선)

  • Seo, Jae Min;Park, Ji Hoon;Baek, Jong-Bae
    • Journal of the Korean Society of Safety
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    • v.34 no.5
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    • pp.153-158
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    • 2019
  • It is estimated that about 2,515 persons have been injured by conveyor for the past five years(2013 ~ 2017). Conveyors used in various industrial sites for transporting iron ore, coal, courier goods, etc., have various incidents such as a worker putting on or pulling a part of the body or work clothes on the driving part during maintenance. It is necessary for preventing similar accidents to conduct various researches. In order to propose the basis for revising laws and standards for the safety standards of the full cord switch to prevent conveyor accidents, this study compares Korea's Industrial Safety and Health Law (KISHL) with those of IEC, EN, Canada, and Australia. In addition, surveys of conveyor use plant and full cord switch domestic and foreign manufacturers was conducted. In this study, domestic and overseas related laws and technical standards compare and analyze to prevent conveyor accidents. In addition, we propose extension of safety certification for full code switch, establishment of safety inspection standard, and improvement of working method regulation through actual working condition investigation. It can be used as a basis for revising the occupational safety and health regulation and related notices, and thus contributing to enhancing the safe atmosphere of the conveyor business and improving the safety consciousness of the concerned persons.

The Characteristic of the Hub Construction Wind Power Industry of the West-South Seashore with Favorable Products (서남해안 풍력산업 허브 구축사업의 유망 상품의 특성)

  • Cha, In Su;Kim, Taehyung;Lee, Ki Bong
    • 한국신재생에너지학회:학술대회논문집
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    • 2010.06a
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    • pp.179.1-179.1
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    • 2010
  • This paper has represented about the wind power industry of the west-south seashore with leading industry development for Honam Economic Region. These projects have composed of wind power industry of the west-south seashore, offshore wind turbine(2MW, 3MW) and onshore wind turbine(3kW, 5kW, 10kW), 11 projects, during 3 years- with honam leading industry development for economic region. The contents of these project are 3 favorable products and 3 business support projects. The favorable products are the MW offshore wind system with Outer-rotor type PMSG, the 3MWoffshore wind system with adaptation type of west-south sea, the hybrid generator system with wind turbine technology basis.

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Deduction of Critical Components for establishing the Environmental Load Reduction Guideline in Construction Phase (시공단계 환경부하 저감 가이드라인 구축을 위한 주요 구성항목 도출)

  • Kim, Chang-Won;Kim, Chun-Hak;Cho, Hun-Hee;Kang, Kyung-In
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2012.11a
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    • pp.127-128
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    • 2012
  • Recently, Construction industry has been trying to reduce environmental loads reflecting the global trend 'Green Growth'. Internal and External countries are provided 'green building certification', 'relevant law/regulations', 'guideline to life cycle', however, construction phase has been overlooked though environmental loads occurred intensively in this phase. Therefore, this study intend to deduct components reflected the guideline in construction phase and assess them quantitatively. The basis data is collected through survey targeting construction managers and related researchers and analyze these data using Analytic Hierarchy Process.

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International Standardization Analysis for Environmental Management and Labelling (국제환경경영 표준화와 환경라벨링의 동향)

  • Cho, Jai-Rip
    • Journal of Korean Society for Quality Management
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    • v.23 no.4
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    • pp.180-189
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    • 1995
  • Today, as globalization continues and international trading blocks are formed, world markets are intensely competitive and abound in product variety, volume, complexity and environmental management. Specifically, green consumer's needs and expectations are changing and diversifying, resulting in a changed global environment for industry. Due to these changes, domestic companies are striving to achieve the Environmental Management System (ISO 14000) certification. This is considered a basis step in meeting the guiding principle and practice of ISO/TC 207/SC 3 resolution. In this paper, we will present three type(I, II, III) of Environmental Labelling programs to build a model for environmental management system by analysing practitioner and stakeholder. After companies establish an ISO 9000 quality system these companies should focus on improve toward their own Environmental Labelling program and continue to build ISO 14000.

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A Critical Study on School Reading Instruction Policy (학교 독서교육 정책에 대한 비판적 고찰)

  • Lee Yeon-Ok
    • Journal of Korean Library and Information Science Society
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    • v.37 no.3
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    • pp.209-234
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    • 2006
  • In this study, I examined the current situation of the reading instruction policy and the entity of the arguments and criticism surrounding the reading instruction policy. In addition, on the basis of this research I analyzed the problems of the reading instruction policy. Moreover, I suggested for the desirable direction and alternative of the reading instruction policy and the reading instruction.

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Analysis of Nursing Services of Oncology Advanced Practice Nurses from the View Point of Structure and Process (종양전문간호사가 제공한 간호서비스의 구조.과정적 측면의 분석)

  • Kim, Min-Young
    • Journal of Korean Academy of Nursing Administration
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    • v.14 no.3
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    • pp.352-363
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    • 2008
  • Purpose: The purpose of this study was to investigate nursing services of Oncology Advanced Practice Nurses(OAPNs) from the view point of structure and process. Methods: Roles and practices of OAPNs for cancer patients on chemotherapy were investigated by semi-structured interview and survey. Subjects were 14 OAPNs in 3 hospitals. Results: OAPNs had high level of education and certification than registered nurses. Most subjects of OAPNs were patients on chemotherapy and OAPNs used most of their time in education and expert nursing practice. 57.1% of OAPNs used delegated order. They were satisfied with their job in general, but satisfaction in communication with nurse manager or resident doctor was low. Conclusion: These results will be the concrete explanation for the nursing services of OAPNs. On the basis of theses results, more study about effects of OAPNs will be needed.

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