• 제목/요약/키워드: Optimal Convergence Rate

검색결과 257건 처리시간 0.027초

철 코팅 규사의 인산이온 제거 효율 평가 연구 (A study on the evaluation of phosphate removal efficiency using Fe-coated silica sand)

  • 조은영;김영희;박찬규
    • 상하수도학회지
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    • 제31권6호
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    • pp.521-527
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    • 2017
  • Phosphorus is one of the limiting nutrients for the growth of phytoplankton and algae and is therefore one of leading causes of eutrophication. Most phosphorous in water is present in the form of phosphates. Different technologies have been applied for phosphate removal from wastewater, such as physical, chemical precipitation by using ferric, calcium or aluminum salts, biological, and adsorption. Adsorption is one of efficient method to remove phosphates in wastewater. To find the optimal media for phosphate removal, physical characteristics of media was analysed, and the phosphate removal efficiency of media (silica sand, slag, zeolite, activated carbon) was also investigated in this study. Silica sand showed highest relative density and wear rate, and phosphate removal efficiency. Silica sand removed about 36% of phosphate. To improve the phosphate removal efficiency of silica sand, Fe coating was conducted. Fe coated silica sand showed 3 times higher removal efficiency than non-coated one.

Application of compressive sensing and variance considered machine to condition monitoring

  • Lee, Myung Jun;Jun, Jun Young;Park, Gyuhae;Kang, To;Han, Soon Woo
    • Smart Structures and Systems
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    • 제22권2호
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    • pp.231-237
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    • 2018
  • A significant data problem is encountered with condition monitoring because the sensors need to measure vibration data at a continuous and sometimes high sampling rate. In this study, compressive sensing approaches for condition monitoring are proposed to demonstrate their efficiency in handling a large amount of data and to improve the damage detection capability of the current condition monitoring process. Compressive sensing is a novel sensing/sampling paradigm that takes much fewer data than traditional data sampling methods. This sensing paradigm is applied to condition monitoring with an improved machine learning algorithm in this study. For the experiments, a built-in rotating system was used, and all data were compressively sampled to obtain compressed data. The optimal signal features were then selected without the signal reconstruction process. For damage classification, we used the Variance Considered Machine, utilizing only the compressed data. The experimental results show that the proposed compressive sensing method could effectively improve the data processing speed and the accuracy of condition monitoring of rotating systems.

Cyclo-static 스케줄러를 이용한 재귀형 LMS Filter의 VLSI 구조 (VLSI Architecture of a Recursive LMS Filter Based on a Cyclo-static Scheduler)

  • 김형교
    • 융합신호처리학회논문지
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    • 제8권1호
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    • pp.73-77
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    • 2007
  • 본 논문에서는 적응 필터링 분야에서 널리 쓰이고 있는 재귀형 LMS 필터의 고속연산을 위해 Cyclo-static 스케줄러를 이용하여 VLSI구현에 적합한 구조를 제안한다. 이과정은 크게 스케줄 생성 단계와 회로도 생성 단계로 구성되는데, 스케줄 생성단계는 입력으로서 Fully Specified Flow Graph(FSFG)로 표현된 재귀 DSP 알고리듬을 취하여 입력의 샘플링속도, 프로세서의 수, 그리고 주어진 입력에 대한 출력의 지연에 있어 최적인 Cyclo-static 스케줄러를 생성하여 각 프로세서간의 연결선이 최소가 되도록 스케줄을 변환한다. 회로도 생성 단계에서는 이 변환된 스케줄러로부터 미리 정의된 두 가지 형태의 프로세서 구조를 이용하여 그것을 구성하고 있는 레지스터 및 멀티플렉서의 할당을 행하고 제어신호를 포함한 완전한 회로도를 생성한다, 이렇게 생성된 회로도는 기존의 실리콘 컴파일러를 이용하여 VLSI 레이아웃으로 용이하게 변환 될 수 있다.

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A Implementation of Optimal Multiple Classification System using Data Mining for Genome Analysis

  • Jeong, Yu-Jeong;Choi, Gwang-Mi
    • 한국컴퓨터정보학회논문지
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    • 제23권12호
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    • pp.43-48
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    • 2018
  • In this paper, more efficient classification result could be obtained by applying the combination of the Hidden Markov Model and SVM Model to HMSV algorithm gene expression data which simulated the stochastic flow of gene data and clustering it. In this paper, we verified the HMSV algorithm that combines independently learned algorithms. To prove that this paper is superior to other papers, we tested the sensitivity and specificity of the most commonly used classification criteria. As a result, the K-means is 71% and the SOM is 68%. The proposed HMSV algorithm is 85%. These results are stable and high. It can be seen that this is better classified than using a general classification algorithm. The algorithm proposed in this paper is a stochastic modeling of the generation process of the characteristics included in the signal, and a good recognition rate can be obtained with a small amount of calculation, so it will be useful to study the relationship with diseases by showing fast and effective performance improvement with an algorithm that clusters nodes by simulating the stochastic flow of Gene Data through data mining of BigData.

Air Shot Blast 작업실 내부 환기 시스템 개선에 관한 수치해석 (Numerical Analysis on the Ventilation System Improvement in Air Shot Blast Room)

  • 진도훈
    • 한국산업융합학회 논문집
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    • 제25권5호
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    • pp.861-868
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    • 2022
  • The purpose of this study is to design an effective atmospheric environment system through the design of the dust collection in the air shot room being operated in a domestic shipyard. The ventilation system in the current air shot room mostly uses a dust collecting filter to filter internal particles and releases them in the atmosphere. A conventional design was made too much. In order to prevent an error and draw an optimal design, Computational fluid dynamics (CFD) tried to be applied only to air shot room. In the advanced design technique, computer simulation was conducted to secure basic design data. In order to find the basic design of the ventilation system and the flow field in the air shot room at propeller mold workplace of a shipyard, the CFD was conducted. In the case of Model-1 as a conventional workplace, where air flows in the inlet due to the subatmospheric pressure generated by inhalation of an air blower and flows out to the outlet, a discharge flow rate was somewhat low, and there was the holdup zone in the room. In the case of Model-2 as an improved model, the ventilation system was improved in the Push-Pull type, and the holdup of the internal flow field was improved.

Ultrahigh-Resolution Spectral Domain Optical Coherence Tomography Based on a Linear-Wavenumber Spectrometer

  • Lee, Sang-Won;Kang, Heesung;Park, Joo Hyun;Lee, Tae Geol;Lee, Eun Seong;Lee, Jae Yong
    • Journal of the Optical Society of Korea
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    • 제19권1호
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    • pp.55-62
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    • 2015
  • In this study we demonstrate ultrahigh-resolution spectral domain optical coherence tomography (UHR SD-OCT) with a linear-wavenumber (k) spectrometer, to accelerate signal processing and to display two-dimensional (2-D) images in real time. First, we performed a numerical simulation to find the optimal parameters for the linear-k spectrometer to achieve ultrahigh axial resolution, such as the number of grooves in a grating, the material for a dispersive prism, and the rotational angle between the grating and the dispersive prism. We found that a grating with 1200 grooves and an F2 equilateral prism at a rotational angle of $26.07^{\circ}$, in combination with a lens of focal length 85.1 mm, are suitable for UHR SD-OCT with the imaging depth range (limited by spectrometer resolution) set at 2.0 mm. As guided by the simulation results, we constructed the linear-k spectrometer needed to implement a UHR SD-OCT. The actual imaging depth range was measured to be approximately 2.1 mm, and axial resolution of $3.8{\mu}m$ in air was achieved, corresponding to $2.8{\mu}m$ in tissue (n = 1.35). The sensitivity was -91 dB with -10 dB roll-off at 1.5 mm depth. We demonstrated a 128.2 fps acquisition rate for OCT images with 800 lines/frame, by taking advantage of NVIDIA's compute unified device architecture (CUDA) technology, which allowed for real-time signal processing compatible with the speed of the spectrometer's data acquisition.

The fibronectin concentration that optimally maintains porcine satellite cells

  • Jae Ho Han;Si Won Jang;Ye Rim Kim;Hoon Jang;Kwan Seob Shim;Hyun Woo Choi
    • Animal Bioscience
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    • 제36권12호
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    • pp.1889-1897
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    • 2023
  • Objective: 'Cultured meat' has been suggested as means of solving the problems associated with overpopulation and gas emissions. Satellite cells are a major component in the production of cultured meat; however, these cells cannot be maintained in vitro over long periods. Fibronectin is a glycoprotein that affects biological processes such as cell adhesion, differentiation, and migration. Unfortunately, the characteristics of porcine satellite cells grown in a long-term culture when exposed to fibronectin-coated dishes are unknown. The objective of this study was to investigate the appropriate concentration of fibronectin coated dishes for proliferation and maintenance of porcine satellite cells at long-term culture. Methods: In this study, we isolated the satellite cells and fibroblast cells with pre-plating method. We next analyzed the cell doubling time, cell cycle, and rate of expressed paired box 7 (Pax7) and myogenic differentiation 1 (MyoD1) in porcine satellite cells cultured with 20 ㎍/mL of fibronectin-, gelatin-, and non-coated dishes at early and late passage. We then analyzed the proliferation of porcine satellite cells with various concentrations of mixed gelatin/fibronectin. We next determined the optimal concentration of fibronectin that would encourage proliferation and maintenance of porcine satellite cells in a long-term culture. Results: Doubling time was lowest when 20 ㎍/mL of fibronectin was used (as tested during an early and late passage). Levels of expressed Pax7 and MyoD1, assessed using immunocytochemistry, were highest in cells grown using fibronectin-coated dishes. The proliferation of gelatin/fibronectin mixed coatings had no significant effect on porcine satellite cells. The concentration of 5 ㎍/mL fibronectin coated dishes showed the lowest doubling time and maintained expression of Pax7. Conclusion: Fibronectin with 5㎍/mL effectively maintains porcine satellite cells, a discovery that will be of interest to those developing the next generation of artificial meats.

수직형 저널 베어링의 유량특성에 대한 그루브 형상의 영향 (Effect of Oil Groove Shapes on the Characteristic of the Flow Rate at the Journal Bearing with Vertical Type)

  • 정봉수
    • 한국산학기술학회논문지
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    • 제16권3호
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    • pp.1664-1670
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    • 2015
  • 저널 베어링은 샤프트와 베어링이 윤활유를 사이에 두고 서로 미끄러지는 유체윤활 상태에서 운동하고 있으며, 넓은 마찰 면에 하중을 분산하여 받기 때문에 큰 힘을 받을 수 있다. 저널 베어링이 유체 윤활 상태에서 원활한 동작으로 운전되기 위해서는 저널 베어링의 표면에 오일 구멍이나 오일 홈을 더하여 베어링 틈새로 충분한 윤활유가 공급되어야 한다. 이러한 급유 홈의 형상이나 크기 및 급유 위치에 따라 베어링의 성능이 달라진다. 따라서 본 연구에서는 여러 급유 조건 중 저널 베어링의 오일 홈의 형상(삼각형, 사각형, 반원형)에 따른 유량을 측정하여, 어느 형상에서 가장 많은 유량을 토출하는지 알아봄으로써, 저널 베어링을 설계하는데 최적의 성능을 나타내는 홈의 형태를 파악하고자 하였다. 온도가 낮을수록 유량이 많으며, 회전수가 높아질수록 온도의 영향이 작아지고, 삼각형의 오일 홈일 때 유량이 가장 많은 것으로 나타났다.

전기방사 방법을 이용한 천연 다당류 나노섬유 제조 및 특성 연구 (Preparation and Characterization of Polysaccharide-based Nanofiber Using Electrospinning Method)

  • 김세종;이수정;우창화;남상용
    • 멤브레인
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    • 제26권4호
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    • pp.318-327
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    • 2016
  • 본 연구에서는, 전기방사를 위하여 알지네이트와 키토산을 이용하여 알지네이트/poly(ethylene oxide)(PEO)와 키토산/PEO 용액을 준비하였다. 준비된 용액을 10 mL 플라스틱 주사기에 넣고 금속 노즐에 높은 전압을 공급하였다. 키토산과 알지네이트 용액은 고분자 농도, 온도, 상대습도, 인가전압, 노즐과의 거리, 그리고 용액 속도에 의해 컨트롤되었다. 제조된 나노섬유막은 전자주사현미경을 이용하여 모폴로지를 관찰하였다. 알지네이트 전기방사를 위한 나노 섬유막의 최적화된 조건은 2 wt% 알지네이트, 2 wt% PEO, $60^{\circ}C$, 노즐과의 거리 15 cm, 20~24 kV, $8{\mu}m/min$이었으며, 키토산 섬유막의 최적화 조건은 2 wt% 키토산, 2 wt% PEO, $25^{\circ}C$, 노즐과의 거리 15 cm, 24 kV, $8{\mu}m/min$이었다. 복합 나노섬유 제조조건은 노즐과의 거리 20 cm, $8{\mu}m/min$, 26 kV이었다.

GA-PI제어기를 이용한 유도전동기 간접 벡터제어 시스템 (An Indirect Vector Control System of Induction Motor using Genetic Algorithm based PI Controller)

  • 이학주;권성철;성세진
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2002년도 하계학술대회 논문집 B
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    • pp.1155-1157
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    • 2002
  • This paper presents the use of a simple genetic algorithm for the tuning of a proportional-integral speed controller for an induction motor drive. The influence of population size, generation number and rate of mutation on the convergence of the genetic algorithm is investigated. On Matlab/Simulink environment, this paper proposes an optimal GA-PI controller of indirect vector control for induction motor drive system. The simulation results verify that the system has a more robust to the parameter variation than classical PI controller.

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