• 제목/요약/키워드: Product Factory

검색결과 294건 처리시간 0.03초

FFT를 활용한 제조데이터 전처리 및 제품분류 (Manufacturing Data Preprocessing Method and Product Classification Method using FFT)

  • 김한솔;진교홍
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2021년도 추계학술대회
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    • pp.82-84
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    • 2021
  • 스마트 공장 구축사업을 통해 생산 설비로부터 전력, 진동, 압력, 온도 등의 센서 데이터가 수집되고 있으며 데이터 분석을 통해 예지보전, 불량예측, 이상탐지 등의 서비스 개발이 진행되고 있다. 일반적으로 제조데이터의 경우 정상과 비정상 데이터의 불균형이 극심하여 이상탐지 서비스가 선호되고 있다. 본 논문에서는 이상탐지 서비스 개발의 전단계로 제조데이터의 특징 데이터 추출을 위해 FFT 방법을 사용하였으며, 이를 통해 생산되는 제품을 분류해보고 그 결과를 확인하였다. 즉, 제품별 대표 패턴을 FFT 변환 후 상관계수를 계산하여 제품분류가 가능한지 확인하였다.

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4차 산업혁명이 스마트 제조 역량에 미치는 영향 (The Effects of the 4th Industrial Revolution on the Capability of Smart Manufacturing)

  • 오원근;김인재
    • 정보처리학회논문지:컴퓨터 및 통신 시스템
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    • 제7권5호
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    • pp.111-118
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    • 2018
  • 4차 산업혁명이 미치는 제조업에 대한 영향은 국가별로 자국의 제조 경쟁력을 확보 또는 강화하려는 정책적 노력으로 확산되고 있다. 제조업에 대한 강화 정책은 필연적으로 스마트 제조에 대한 인력을 육성하는 것을 필요로 한다. 본 연구는 4차 산업혁명 시대를 대비한 스마트 제조 인력 육성을 목적으로 한 지식 영역 중에서 제품개발 전반적인 지식영역을 포괄하고 있는 제품수명주기 지식역량을 키우기 위한 교육커리큘럼에 대한 전문가들의 인식 차이를 살펴보았다. 전문가들은 현재 제품수명주기 지식의 교육커리큘럼에 대한 보완 필요성을 인지하였고, 디지털개발 및 생산, 신제품개발 영역에 대해서 향후 변화가 예상되고 중요하다고 인지하고 있었다. 본 연구에서는 전문가 조사를 통해서 얻어진 제품수명주기 지식역량에 대한 인식 차이에서 향후 교육커리큘럼 개발을 위한 시사점을 도출하였다.

딥러닝 기반 김부각 건조 반제품 표면 검출 모델 개발 (Development of surface detection model for dried semi-finished product of Kimbukak using deep learning)

  • 김태형;권기현;김아나
    • 한국정보전자통신기술학회논문지
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    • 제17권4호
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    • pp.205-212
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    • 2024
  • 본 연구는 건조부각을 유탕기에 투입하기 전 로봇에 장착된 진공 그리퍼를 활용하여 건조 반제품(건조부각)을 이송하기 위한 선별 작업에서 그리핑 성공률을 향상시기키 위한 수단으로 건조부각의 앞면(고명이 있는)과 뒷면(고명이 없는) 표면을 판별하는 딥러닝 모델을 제안한다. 획득한 건조부각 440개의 RGB 영상을 기반으로 데이터 증강 기법을 적용한 후 건조부각 영역 및 표면 정보 라벨링을 진행하였다. 데이터 전처리 과정을 거친 건조부각 데이터를 기반으로 영역 검출을 위해 딥러닝 모델은 YOLO-v5을 적용하였다. 그 결과 건조부각 앞면 영역 검출의 mAP와 mIoU 값은 각각 0.98와 0.96으로 나타났으며, 뒷면의 경우 각각 1.00과 0.95로 나타났다. 앞면과 뒷면 2개의 클래스에 대하여 이진분류한 결과는 average 98.5%, recall 98.3%, precision 98.6%, F1-score 98.4%로 나타났다. 본 연구 결과를 통하여 RGB 영상을 활용한 건조부각의 표면 정보에 대한 분류가 가능하며, 추후 유탕 전 건조부각 표면 선별공정의 로봇-자동화 시스템 개발에 활용될 가능성을 확인하였다.

식물공장 시스템에서 재배한 브로콜리 새싹의 건조방법에 따른 이화학 및 항산화 특성 연구 (Physicochemical and Antioxidant Properties of Broccoli Sprouts Cultivated in the Plant Factory System)

  • 김은지;김태수;김미혜
    • 한국식생활문화학회지
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    • 제28권1호
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    • pp.57-69
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    • 2013
  • Recently, an interest in functional foods has been increasing. It was recommended placing a short definition. Therefore, we performed research on the chemical functions and antioxidant ability of broccoli. This research is vital for preparing the most favorable conditions and environment for highly-functional broccoli. Broccoli produced after applying sprouting and light sources were used for research. The chemical properties of the broccoli, including composition, free sugar, citric acid, mineral and vitamin (A, C, E) content, were analyzed. In addition, the ability of broccoli compounds to reduce total phenolic compounds, SOD-liked activity, EDA (electron donating ability), and hydroxyl radicals were inspected. Total analysis relied on the SAS (statistical analysis system). Broccoli sprouts produced through plant factory system's photosynthesis, treated under different light sources, had superior amounts of crude protein, crude fat, and crude ash, compared to normal sprouts under fluorescent light. Is it a facility or does it refer to the inner metabolism of the cell? Broccoli sprouts under red light had superior amounts of glucose, fructose, malic acid, and oxalic acid, while broccoli sprouts under turquoise light had superior amounts of citric acid. Broccoli sprouts under white light had superior amounts of various minerals, such as potassium, magnesium, and sodium. In terms of antioxidant activity, data from the plant factory system shows an increase in EDA antioxidants (1.63 mg/mL, 30.82%). Sprouts applied with turquoise light had superior amounts of hydroxyl radical scavenging (65.62%), and sprouts applied with white light had superior amounts of activated SOD-like activity (52.69%). Research on dehydrated broccoli sprouts showed that sprouts dehydrated with cold air had superior amount of malic, citric, oxalic acid compared to sprouts dehydrated with hot air. In terms of vitamin levels, sprouts dehydrated with cold air had five times the normal amount of vitamin A and E, whereas sprouts dehydrated with hot air had higher amounts of vitamin C. Dehydration at low temperature also produced a higher amount of activated antioxidants (1.6 mg/mL of activated antioxidant ability, 63.04% of SOD-like activity, and 67.76% of hydroxyl radical scavenging). Our results show that antioxidant ability can vary by the type of photosynthesis and temperature level in which the sprouts are dehydrated. Therefore, thorough foundational data is required to product the most functional broccoli.

물류자동화 시스템의 효율적 구축을 위한 컨설팅 방법론 제안 : K기업의 사례를 중심으로 (A Proposal on the Consulting Model for Efficient Construction of Material Handling Automation System : Focused on K Company's Case)

  • 고재호;조진형;오현승;심성철;유지현;이세재
    • 산업경영시스템학회지
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    • 제38권4호
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    • pp.202-211
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    • 2015
  • Companies build the factory automation system to improve management effectiveness and productivity as prime strategies for sustainable growth. But most companies undergo various trials and errors while carrying out the project without elaborate preparation stage for factory automation. In this study, we tried to verify what factors are critical to effectively building distribution automation system, which is a branch of factory automation system. A consulting model for setting up a Material Handling Automation System by utilizing the Stage-Gate Process, which is product development process was studied. 29 material handling automation projects carried out between the year 1990 to 2013 at K-Company were selected. Interviews with the project managers, operators and maintenance personnels, various records and current status of the projects were used as data for structural equations based on the Milan consulting model and existing researches of factory automation, CIM for material handling automation. Creating effective basis of production, material handling system and energy saving system with expert review, when preparing a material handling automation project, help promote the project planning thus contributing to the performance of the resulting system, which appears though rather weakly in our data. Also the effect of material handling automation can be enhanced through sufficient and effective links to the relevant environments such as production logistics management and automated warehouses. More detailed planning characteristics of project promotion or some time-series data of effective Material Handling Automation System could enhace furthur studies. We propose a consulting model for setting up an efficient material handling automation system.

무역네트워크 분석을 통한 한국 화장품 산업의 국제적 위상에 관한 연구 - 한중 FTA 사례를 중심으로 - (Research about Global Positioning of Korean Cosmetic Industry through Trade Network analysis : Focusing on the China-Korea FTA)

  • 김용진;김영진;이덕희
    • 무역학회지
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    • 제41권5호
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    • pp.63-87
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    • 2016
  • 최근 노동비용 상승 등에도 불구하고 세계 최고수준의 외국인 직접투자 및 대다수 글로벌 기업의 현지법인 진출 등으로 중국은 여전히 세계의 공장으로서 역할을 수행하고 있다. 또한 글로벌 기업의 중국현지 공장에서 생산하는 제품에 대해서는 원산지규정에 충족할 경우 2015년 발효된 한중 FTA 혜택을 누릴 수 있다. 이러한 이유로, 대표적인 한중 FTA 수혜산업인 화학산업을 한국과 중국의 관점이 아닌, 글로벌 관점에서 분석할 경우 우리나라 화학산업에 부정적인 결과를 초래할 수 있음을 화장품 기타제품을 사례로 분석해보았다. 분석결과 한국은 해당 제품군에서 중심국가에 위치하지 못하고 주변국에 속하여, 중국내 기초화장품 및 메이크업 등의 공장을 보유하고 있는 다국적 기업에 의한 한국 수출이 증가할 가능성이 있음을 확인하였다. 마지막으로 한중 FTA를 헤쳐 나가기 위한 화학산업계의 정책적 대안으로 첫째, 중국시장으로 직접진출을 꺼려하는 글로벌 화학기업들의 적극적 유치와 둘째, 향후 성장성이 높은 화학제품군에 대한 지속적인 투자를 제시하였다.

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눈금 블록과 분할정복 기법을 이용한 신발 밑창 자동 검사 시스템 (An Automated Outsole Inspection System Using Scale Block and Divide-and-Conquer Technique)

  • 김도현;강동구;차의영
    • 제어로봇시스템학회논문지
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    • 제8권8호
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    • pp.625-632
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    • 2002
  • We propose an outsole measurement/inspection system to improve the quality of the shoe product. It uses the Divide-and-Conquer technique to measure the length of shoes'outsole. First, it detects edge positions of outsole's toe and heel from each image frame using an unique scale block we defined and calculates the outsole's length as the distance of two edge positions. Then it compensates the total length of outsole using the side image of outsole. Next, it classifies the outsole as inferior goods if the measurement error is bigger than 5.8mm. As a result of testing with the various kinds of outsoles, it was shown that the 95% accuracy was acquired within 1mm allowable error range. In conclusion, the proposed inspection system is effective and useful in the measurement/inspection process of shoe product and any material object as well.

Goal-formation Process in Fractal Manufacturing Systems

  • Ryu Kwangyeol;Jung Mooyoung
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회/대한산업공학회 2003년도 춘계공동학술대회
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    • pp.800-807
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    • 2003
  • Decomposition of tasks in the ordinary manufacturing systems is usually based on the predefined goal of the system. To achieve the high-level-goals (e.g., factory goal or company goal), several sub-goals should be achieved in advance. However, goals can change along with the current status of the system and the external environmental situations. Thus, a manufacturing system should support the goal-formations which can be bearable these changes for efficient and effective operations. Therefore, it IS necessary to develop a systematic methodology for the goal-formations in a manufacturing system. Especially, the formation and/or change of goals in real-time should be possible for distributed and dynamic systems including the fractal manufacturing system (FrMS). In this paper, a threefold methodology is proposed for the goal-formation process (GFP) in the FrMS; 1) a goal­generating process (GGP) to make and propagate fuzzy goals, 2) a goal-harmonizing process (GHP) to eliminate or reduce conflicts and interferences of goals by using a mobile agent- based negotiation scheme, and 3) a goal-balancing process (GBP) to make a compromise between goals by using quantifiable indicators of the manufacturing system.

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레드머드를 혼입한 무시멘트 경화체의 물리적 특성 (Physical Propertise of Non-Cement Matrix with Red Mud)

  • 권형순;이상수
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2023년도 봄 학술논문 발표대회
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    • pp.93-94
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    • 2023
  • Through the industrial revolution that began in the 18th century, the amount of carbon dioxide in the atmosphere increased rapidly as humans used fossil energy such as coal and oil as fuel for steam engines and factory machines. The amount of carbon dioxide emitted while producing cement, the main material of concrete used in construction, is large enough to account for 5-8% of the world's carbon dioxide emissions. In this study, Non cement-based matrix were used to reduce carbon dioxide emissions from cement production. Red mud is an industrial by-product generated in the manufacturing process of aluminum hydroxide using bauxite, and more than 120 million tons are produced worldwide. In addition, red mud is a porous material that can be physically adsorbed, and causes a photocatalytic reaction of TiO2 to remove harmful substances such as nitrogen oxide formaldehyde in the air and chemically adsorbs ammonia and hydrogen sulfide. Therefore, this study aims to examine the physical properties of the matrix by mixing red mud, an industrial by-product with good adsorption performance, into the Non cement-based matrix.

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부산석회 혼합토의 지반공학적 특성 및 현장 적용 사례 (Geotechnical Characteristics and Field application of Soil Mixed with Waste Lime)

  • 정하익;홍승서;김상근;홍성완;유홍기;임병익
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2003년도 봄 학술발표회 논문집
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    • pp.217-222
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    • 2003
  • This study was carried out to investigate the geotechnical characteristics and field application of soil mixed with waste lime. Waste lime used in this study is producted as a by-product in the manufacturing process of making Na$_2$CO$_3$from local chemical factory in Incheon. Currently about 320 milton tons of waste lime are accumulated and annually 100,000 tons are producted. In this study, feasible use of waste lime mixed with granited whathered soil, clay, crushed rock was invesigated through laboratory tests including specific gravity test, sieve analysis, hydrometer analysis, compaction test, CBR test. Field investigations were conducted on the road construction site in Incheon.

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