• 제목/요약/키워드: hybrid cutting

검색결과 115건 처리시간 0.024초

Hybrid Type II fuzzy system & data mining approach for surface finish

  • Tseng, Tzu-Liang (Bill);Jiang, Fuhua;Kwon, Yongjin (James)
    • Journal of Computational Design and Engineering
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    • 제2권3호
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    • pp.137-147
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    • 2015
  • In this study, a new methodology in predicting a system output has been investigated by applying a data mining technique and a hybrid type II fuzzy system in CNC turning operations. The purpose was to generate a supplemental control function under the dynamic machining environment, where unforeseeable changes may occur frequently. Two different types of membership functions were developed for the fuzzy logic systems and also by combining the two types, a hybrid system was generated. Genetic algorithm was used for fuzzy adaptation in the control system. Fuzzy rules are automatically modified in the process of genetic algorithm training. The computational results showed that the hybrid system with a genetic adaptation generated a far better accuracy. The hybrid fuzzy system with genetic algorithm training demonstrated more effective prediction capability and a strong potential for the implementation into existing control functions.

단결정 다이아몬드 공구에 의한 비철금속과 폴리머 소재의 마이크로 트렌치 가공특성 비교 (Comparison of Micro Trench Machining Characteristics with Nonferrous Metal and Polymer using Single Diamond Cutting Tool)

  • 최환진;전은채;최두선;제태진;강명창
    • 한국분말재료학회지
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    • 제20권5호
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    • pp.355-358
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    • 2013
  • Micro trench structures are applied in gratings, security films, wave guides, and micro fluidics. These micro trench structures have commonly been fabricated by micro electro mechanical system (MEMS) process. However, if the micro trench structures are machined using a diamond tool on large area plate, the resulting process is the most effective manufacturing method for products with high quality surfaces and outstanding optical characteristics. A nonferrous metal has been used as a workpiece; recently, and hybrid materials, including polymer materials, have been applied to mold for display fields. Thus, the machining characteristics of polymer materials should be analyzed. In this study, machining characteristics were compared between nonferrous metals and polymer materials using single crystal diamond (SCD) tools; the use of such materials is increasing in machining applications. The experiment was conducted using a square type diamond tool and a shaper machine tool with cutting depths of 2, 4, 6 and 10 ${\mu}m$ and a cutting speed of 200 mm/s. The machined surfaces, chip, and cutting force were compared through the experiment.

능동 복합 베어링 개발 (A Study on the Development of Active Hybrid Bearing)

  • 박정훈;심풍수;박철학;이태영
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2005년도 춘계학술대회 논문집
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    • pp.269-275
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    • 2005
  • This article describes the development on a new style active hybrid bearing system including both merits of an aerostatic bearing system and a magnetic bearing system. The developed active hybrid bearing system has several advantages: exact rotation, robust controller against the variation of a disturbance, improvement of stiffness and a damper of the system at a high-speed operation, and constraints of the heat generated by a bias current. In order to measure a rotating error due to the change of a cutting force and the variation of a system parameter, a CCS (Cylindrical Capacity displacement Sensor) was used.

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천연고무 배합물에서 가교형태 변화가 물성에 미치는 영향 (Effect of Various Cross-linking Types on the Physical Properties in Carbon Black-Filled Natural Rubber Compound)

  • 박병호;정일권;박성수
    • 폴리머
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    • 제25권1호
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    • pp.63-70
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    • 2001
  • 대표적 가교형태 변화에 따른 유사한 stress-strain 특성을 나타내는 조건하에서 공정특성 및 전반적 물성에 미치는 영향을 조사하였다. 천연고무 기본 배합에서 촉진제나 황 공여체(sulfur donor) 증가에 따라 induction time은 길어지나, 가류속도는 빨라졌다. 가교계 변화에 따른 인장강도의 영향은 매우 적은 반면 신장율은 conventional vulcanization (CV)계에서 efficient vulcanization (EV)계로 갈수록 감소하는 경향을 보여 주었다. Blow-out이 발생하는 시간을 가교형태에 따라 비교하여 보면 CV

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Effects of Bacterial Inoculants and Cutting Height on Fermentation Quality of Barley Silage

  • Lee, Hyuk Jun;Kim, Dong Hyeon;Amanullah, Sadar M.;Kim, Sam Churl;Song, Young Min;Kim, Hoi Yun
    • 한국초지조사료학회지
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    • 제34권3호
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    • pp.163-168
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    • 2014
  • This study was conducted to investigate the effects of bacterial inoculation (Lactobacillus plantarum) and cutting height on the chemical composition, fermentation characteristics and in vitro dry matter digestibility (IVDMD) in whole crop barley silage. Barley forage (Youngyang hybrid) was harvested at about 27% of dry matter (DM) level at two different cutting height (5 vs. 15 cm). And it was chopped to 5 cm length and treated with or without L. plantarum. Four replicates of each treatment were ensiled into 10 L mini silo (3 kg) for 100 days. After 100 days, bacterial inoculation decreased (p=0.001) DM content, while increased cutting height increased (p=0.002) DM in uninoculated silage. Crude protein (CP) concentration was decreased by increasing height in uninoculated silage (8.84 vs. 8.16) but increased in inoculated silage (8.19 vs. 8.99). Both neutral detergent fiber (NDF) (p<0.011) and acid detergent fiber (ADF) (p<0.004) were decreased by increasing cutting height of forage at harvest. The IVDMD and ammonia-N was increased (p=0.001) by increasing cutting height and inoculation, respectively. Lactic acid bacteria (LAB) was increased (p=0.002) in inoculated silage, but yeast count was decreased (p=0.026) in uninoculated silages. It is concluded that increased cutting height of forage at harvest could be useful to make a fibrous portion with increase of dry matter digestibility of silages.

컴퓨터 시뮬레이션을 이용한 극저온 절단 기술 적용성 연구 및 극저온 절단 시스템 주요 부품 제작 (Feasibility Study of Cryogenic Cutting Technology by Using a Computer Simulation and Manufacture of Main Components for Cryogenic Cutting System)

  • 김성균;이동규;이근우;송오섭
    • 방사성폐기물학회지
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    • 제7권2호
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    • pp.115-124
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    • 2009
  • 극저온 절단 기술은 절단 과정에서 2차 폐기물이 발생되지 않기 때문에 원자력 시설의 해체기술로 가장 적합한 기술 중 하나이다. 본 논문에서는 SPH 기법과 FEM 기법을 혼합한 하이브리드 기법을 이용한 컴퓨터 시뮬레이션을 통해 극저온 절단 기술의 적용성을 파악하였다. 또한 극저온 절단 시스템의 설계에 활용하기 위해 절단 깊이 예측식을 사용하여 스틸 10 mm 두께를 절단하는데 필요한 설계 변수 및 운전조건을 도출하였다. 마지막으로 도출한 설계변수 및 운전조건을 기반으로 극저온 절단 시스템의 주요 부품을 제작하였다.

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Comparison of artificial intelligence models reconstructing missing wind signals in deep-cutting gorges

  • Zhen Wang;Jinsong Zhu;Ziyue Lu;Zhitian Zhang
    • Wind and Structures
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    • 제38권1호
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    • pp.75-91
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    • 2024
  • Reliable wind signal reconstruction can be beneficial to the operational safety of long-span bridges. Non-Gaussian characteristics of wind signals make the reconstruction process challenging. In this paper, non-Gaussian wind signals are converted into a combined prediction of two kinds of features, actual wind speeds and wind angles of attack. First, two decomposition techniques, empirical mode decomposition (EMD) and variational mode decomposition (VMD), are introduced to decompose wind signals into intrinsic mode functions (IMFs) to reduce the randomness of wind signals. Their principles and applicability are also discussed. Then, four artificial intelligence (AI) algorithms are utilized for wind signal reconstruction by combining the particle swarm optimization (PSO) algorithm with back propagation neural network (BPNN), support vector regression (SVR), long short-term memory (LSTM) and bidirectional long short-term memory (Bi-LSTM), respectively. Measured wind signals from a bridge site in a deep-cutting gorge are taken as experimental subjects. The results showed that the reconstruction error of high-frequency components of EMD is too large. On the contrary, VMD fully extracts the multiscale rules of the signal, reduces the component complexity. The combination of VMD-PSO-Bi-LSTM is demonstrated to be the most effective among all hybrid models.

모바일 그리드에서 데이터마이닝을 이용한 효율적인 사용자 패턴 연구 (Study of the effective use pattern using Data Mining in a mobile grid)

  • 김휴찬;김미정
    • 디지털산업정보학회논문지
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    • 제9권2호
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    • pp.23-32
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    • 2013
  • The purpose of this study is to make effective mobile grid considered general environment, which can be summarized as irregular mobility, service exploration, data sharing, variety of machines, limit to the battery duration, etc. The data was extracted from the Dartmouth College. We analysed mobile use pattern of a specific group and applied pattern using hybrid method. As a result, we could adjust infra usage effectively and appropriately and cost cutting and increase satisfaction of user. In this study, by applying weighting method based on access time interval, we analysed use pattern added time variation with association rule during users in mobile grid environment. We proposed more stable way to manage patterns in a mobile grid environment that is being used as a hybrid form to process the data value received from the server in real time. Further studies are needed to get appropriate use pattern by group using use patterns of various groups.

괘속조형(Ceramic SLA)과 고속가공을 이용한 단납금형 개발에 대한 연구 (Case Study of Hybrid Tooling using High Speed Cutting and Ceramic SLA (StereoLithography Apparatuses) Technologies)

  • 권홍규;홍정의
    • 산업경영시스템학회지
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    • 제30권2호
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    • pp.23-28
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    • 2007
  • "Getting to market first" is extremely critical in this competitive business environment. The speed at which products are developed and released to market is tightly linked to profitability and market share. Many companies that have been very skeptical of Rapid Tooling (RT) technologies developed so far are working on Hybrid Tooling (HT) that can really meet the market standards. This paper describes the experimentation how HT process has been being successfully established and effectively applied with typical case study. Through the experimentation, Ceramic-filled HT was found to be aptly suited for the low grade mold, both in terms of the lead time, dimensional accuracy, and tooling cost.

토양수분(土壤水分)이 Populus alba × P. glandulosa 및 교배양친수(交配兩親樹)의 삽목발근(揷木發根)과 생장(生長)에 미치는 영향(影響) (Soil Moisture Content Affecting Rooting of Cutting and Height Growth of Populus alba × P. glandulosa and Parents)

  • 손두식;신종복
    • 한국산림과학회지
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    • 제66권1호
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    • pp.74-78
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    • 1984
  • P. alba ${\times}$ P. glandulosa 및 P. glandulosa의 삽목발근(揷木發根)과 생장(生長)에 가장 적합한 Soil water potential (${\Psi}_s$)은 -0.05 bars이었고, 토양수분(土壤水分)이 적합할 때는 생장(生長)이 양호(良好)하였으나 ${\Psi}_s$=-0.5bars 이하(以下)에서는 모두 불량(不良)한 생장(生長)을 하였고 수종간(樹種間)에 큰 차(差)가 없었다. 특(特)히 P. alba ${\times}$ P. glandulosa는 토양수분(土壤水分)이 충분할 때는 생장(生長)에 대한 잡종강세(雜種强勢)의 현상(現象)이 나타났으나 토양수분(土壤水分)이 부족할 때는 이러한 현상이 나타나지 않았다. 일반적으로 aspen은 삽목발근(揷木發根)이 전연(全然) 안되는데 반하여 P. glandulosa는 삽목발근율(揷木發根率)이 낮기는 하지만 23%나 되는 것은 P. alba의 삽목발근인자(揷木發根因子)가 유인(流人)된 것으로 간주된다. 그리고 P. glandulosa는 외부형태적(外部形態的)으로 사시나무와 은백양의 잡종으로 간주하고 있다. 또한 생장(生長)도 은백양과 사시나무의 중간 정도이며 토양수분(土壤水分)에 대한 생장(生長)의 민감도는 은백양과 비슷한 현상을 나타내고 있다. 이러한 사실은 P. glandulosa가 은백양과 사시나무의 자연잡종임을 뒷받침 해주고 있다.

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