• 한국인터넷방송통신학회논문지
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• 제17권3호
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• pp.227-234
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• 2017

본 논문은 쇼핑몰 플랫폼에 있는 상품을 이미지 기반으로 카테고리를 자동 분류하는 시스템 구현에 관한 연구내용이다. 인터넷 쇼핑몰에서 판매되는 수많은 제품은 용도 중심으로 정의된 카테고리 구조 속에서 제품을 분류하고 있다. 하지만 상품의 분류가 불확실하여 쇼핑몰 판매자 판단으로 분류된 상품과 구매 사용자 판단이 다를 경우는 카테고리 분류에 의한 검색이 어렵다. 본 연구에서는 상품 이미지를 이용하여 딥 러닝(Deep Learning) 기술에 의한 분류와 검색 방법을 제안하며, 상품 이미지만으로 분류를 수행 한 후, 검증 데이터를 통해서 그 속도와 정확도를 수치화하였다. 또한, 성능 비교는 동일한 검증 데이터를 사용하여 실험 참가자의 설문 테스트를 통해서 그 사용성 평가를 실시하였다.

• 한국안전학회지
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• 제24권6호
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• pp.7-12
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• 2009

This study focuses on the classification of fire equipments for certification based on the risk evaluation. In general, known statistics on fire equipment-related accidents needs to be used for risk evaluation. When statistics is not available, however, expected frequency and severity of accident for individual equipment can be taken into account in evaluating the related risks. Based on the level of inherent risks, each equipment is then classified into three categories for certification. For equipments that risk evaluation is not possible, characteristics of those products such as reliability are considered for classification. Once classified, each equipment is assigned an appropriate certification module.

• 한국산업정보학회논문지
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• 제5권3호
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• pp.65-70
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• 2000

일반적으로 농산물의 품질은 무게나 크기 등을 직접 측정하여 판정하거나 간접 또는 비파괴방법을 이용하여 판정하게 된다. 본 논문에서는 비파괴를 이용한 판정방법인 칼라 영상처리를 이용하여 농산물의 품질과 등급을 결정하는 알고리즘을 개발하여, 이를 실시간 귤 분류시스템에 적용하였다. 개발된 시스템은 귤의 크기와 색상을 칼라 영상처리 하여 초당 최대 6개를 실시간 분류 할 수 있는 성능을 가지고 있다. 또한 다른 농산물의 품질판정을 위한 제어기를 설계할 경우에도 본 논문에서 개발한 알고리즘이 적용될 수 있을 것으로 기대된다.

• 한국환경보건학회지
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• 제49권6호
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• pp.305-311
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• 2023

Background: The National Institute of Environmental Research (NIER)'s classification of and airborne fraction ratio for consumer chemical products (CCP) does not reflect the characteristics of various product classifications. Objectives: The purpose of this study was to reclassify the types of spray products according to the diverse spray characteristics of CCPs to evaluate the airborne fraction ratio of representative spray types and to compare them with previous CCPs types and airborne fraction ratios. Methods: One thousand seven hundred two products were selected through market research, and 932 newly reported products were selected. After that, 200 were selected to evaluate products with potential inhalation exposure. After classifying six product types that are expected to show differences in the airborne fraction ratio according to the type of product, a final 38 products were selected for use in the airborne fraction ratio through random sampling. Results: CCP has been reclassified from two to six types so that the characteristics of all products are well-reflected. The NIER simply had two airborne fraction ratios, but the results of experiments with six types of products showed a significant difference in values (p<0.01). Airborne fraction ratios of propellant general foam, pump general aerosol, and pump trigger foam in spray type, which were not previously present in NIER, were 7.1%, 24.4%, and 3.5%, respectively. Conclusions: For the diversified types of CCPs, the newly proposed classification was more appropriate than the existing NIER classification. The airborne fraction ratio was also different for each type, so a new value was suggested.

• 한국빅데이터학회지
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• 제8권1호
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• pp.157-165
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• 2023

수산물은 많은 국가의 주요한 단백질 공급원이며 소비가 증가하고 있다. 우리나라도 수산물 소비는 증가하는 반면 자급률은 낮아지고 있으며, 수산물의 수입량이 증가함에 따라 안전관리의 중요성이 높아지고 있다. 국내로 수입되는 수산물은 110여 개 국가로부터 수백 종에 이르며, 수입 수산물의 안전관리를 검사관의 경험에만 의존하는 것은 한계가 있다. 데이터를 기반으로 수입 수산물 통관검사 결과를 예측할 수 있는 모델을 개발하여 수입신고서가 제출되었을 때 수산물의 부적합 가능성을 판단하는 머신러닝 분류 모델을 생성한다. 수입수산물 통관검사 결과 부적합율은 1% 미만으로 매우 낮은 불균형 데이터이므로 이러한 특성을 보완할 수 있는 샘플링 방법을 비교 연구하였고, 분류결과를 해석할 수 있는 전처리 방법을 적용하였다. 여러 가지 머신러닝 기반의 분류모델 중에서 랜덤포레스트와 XGBoost가 좋은 성능을 보였다. 통관검사 결과 적합과 부적합을 모두 잘 예측하는 모델은 ADASYN과 원-핫 인코딩을 적용한 랜덤포레스트 기본 모델이며 정확도 99.88%, 정밀도 99.87%, 재현율 99.89%, AUC 99.88%이다. XGBoost는 오버샘플링과 인코딩 종류에 상관없이 모든 지표가 90%를 넘겨 가장 안정적인 모델이다.

• 한국산업보건학회지
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• 제17권4호
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• pp.322-334
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• 2007

This study covers the investigation of the actual condition in the workplace to produce plastics products using synthetic resins and the investigation on the trends amount of the domestic production of thermoplastic resins. To analyze the monomers included in thermoplastic resins frequently used in the workplace, we analyzed thermal characteristics for test compounds using thermogravimetric analysis and did the qualitative analysis using Pyrolyzer GC-MSD & TDS GC-MSD. And then we classified the health hazard of monomers based on GHS classification criteria using information toxicity & carcinogenicity. The number of the workplace to produce plastics products among all domestic manufacturers of 73,884 was 4,391 (5.94%). The number of workers to produce plastics products among all workers of 2,522,750 in all domestic manufacturers was 104,971 (4.16%). The amount of production per year for thermoplastic resins is in the order of PP, HDPE, LDPE, PVC, ABS, PS and such compounds was producing over 1 Million ton per year each. The classification result based on GHS classification criteria for 22 main compounds included thermoplastic resins says 2 compounds of acrylonitrile, naphthalene are in Acute oral category 3 and benzene is in Acute dermal category 1. The classification results of health hazard of carcinogenicity based on IARC & ACGIH carcinogen classification says 2 compounds of benzene, vinyl chloride are in category 1A (known to be human carcinogens).

• 한국전자거래학회:학술대회논문집
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• 한국전자거래학회 2004년도 e-Biz World Conference
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• pp.302-309
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• 2004

·Catalogs -information about products and services -Contents ＋ Classification Schema ＋ Operational Issues ·What do we do with them？ -[Schulten, et a;, 2001] ‥Narrow down search for complete set of applicable products ‥Comprehend individual description to the precision needed -Support other applications that use product information ‥SCM, ERP, e-Procurement, etc. ·Catalog Management System -Design, storage, navigation ＆ retrieval, transformation, communication, publication(omitted)

• 수산경영론집
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• 제53권4호
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• pp.51-67
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• 2022

The Korean tariff rate for fishery products is a single tax rate of 10% for live fish and frozen seafood, and 20% for all others. Since FTAs have been concluded with several countries, the tariffs is not an appropriate means to protect domestic fishery producers. The differential tariff rate according to the scientific name (genus) of the fishery products, which was implemented 30 years ago to protect fishery products produced in the Korean coastal waters has lost its original purpose. It seems that future fishery trade policy should focus on IUU prevention, hygiene and safety of consumers rather than protecting fishery producers through customs tariffs. This paper suggest that a paradigm shift in the fishery producers protection policies such as direct financial support from the state, protection and development of fishery resources, and support for fostering the 6th industry rather than indirect protection through tariffs.

• 한국경영과학회:학술대회논문집
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• 한국경영과학회 2001년도 추계학술대회 논문집
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• pp.265-268
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• 2001

As growing the electronic commerce there are significant changes in the products/services catalog into the on-line environment. Advertent of e-catalog business opportunity for their own product/services enlarges the market volume and there are diverse methods for the presentation of its product/services. A method for the presentation of product/services features one uses identification and classification system. This study constructs a classification system and database layout for the product/services classification system as a part of e-catalog system. We consider the specific method for the GDAS-based dataset and UNSPSC classification system in the distribution industry.

• 한국임상약학회지
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• 제15권2호
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• pp.139-148
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• 2005

Appropriate drug classification is important fur rational drug consumption. This study was conducted to evaluate the appropriateness of current drug classification system and suggest possible ways for improving the system. Nonprescription drug market has been decreased. Since total 27,962 products had been classified (prescription 17,187 vs. nonprescription 10,775 products, 61.5% vs. 38.5%) in July 2000 for implementing separation of drug prescribing and dispensing system, there are no classification changes. Reclassification is not motivated by product holder and regulatory system did not lead classification change either. Consumers' ease access to some nonprescription drugs is demanded. But point of public awareness and cultural and health environmental views, saff drug use rather than advantages from broad supply of nonprescription drugs is more critical. We concluded that current 2-categorized (prescription and nonprescription) drug classification system is appropriate, and addition of general sale category should be approached carefully with long term Preparations such as establishment of better nonprescription drug consuming infrastructure by public information provision and education for improving public medicinal knowledge and strengthening self medication guidance, and review of current classification status of marketed drugs and switching possibilities. For systemizing and encouraging reclassification, introduction of regulatory renewal system as a continuous reevaluation program which is the best way to review appropriateness of drug classification as well as provision of detailed guidance for industry including policy, requirement and process fer reclassification application, are necessary.