• Title/Summary/Keyword: 실시간 전처리

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Morphological changes and Thermal properties from Pretreatement Conditions of the Rice-husk powder (왕겨분말의 전처리 조건에 따른 형태학적 변화 및 열적특성)

  • Kim, Mi-Sun;Kim, Tae-Hwa;Han, Hyun-Kak;Lee, Ki-Woong;Joo, Deuk-Ki
    • Proceedings of the KAIS Fall Conference
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    • 2011.05a
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    • pp.513-516
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    • 2011
  • 본 연구에서 NaOH, Acetic acid, Silane 처리는 천연섬유와 matrix간의 계면 결합에 불리하게 작용하는 wax, lignin, hemicellose 등을 제거하기 위한 방법 중의 하나이다. 이러한 화학적 처리에 따른 왕겨분말의 형태학적 변화와 열적특성 변화를 관찰하였다. 전처리 조건으로 농도는 1.5%, 3%, 9%이며 각각 30min, 60min, 90min을 처리하였다. 처리하지 않은 왕겨 분말과 NaOH, Acetic acid, Silane 처리를 한 왕겨 분말의 성분을 Energy dispersive spectroscopy(EDS)로 분석하였으며, Scaning electron microscopy(SEM)으로 표면을 관찰하였다. 표면의 상태가 NaOH, Acetic acid, Silane 처리를 하였던 왕겨 분말이 처리를 하지 않았던 왕겨 분말보다 비교적 깨끗해지고, 크랙이 발생함을 확인하였다. 또한 전처리가 된 상태에서 수분흡수율을 측정하고, 처리를 하지 않은 왕겨 분말과 NaOH, Acetic acid, Silane 처리를 한 왕겨 분말을 Thermogravimetric Analysis(TGA)로 열분석을 실시하였다.

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A Predictive Bearing Anomaly Detection Model Using the SWT-SVD Preprocessing Algorithm (SWT-SVD 전처리 알고리즘을 적용한 예측적 베어링 이상탐지 모델)

  • So-hyang Bak;Kwanghoon Pio Kim
    • Journal of Internet Computing and Services
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    • v.25 no.1
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    • pp.109-121
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    • 2024
  • In various manufacturing processes such as textiles and automobiles, when equipment breaks down or stops, the machines do not work, which leads to time and financial losses for the company. Therefore, it is important to detect equipment abnormalities in advance so that equipment failures can be predicted and repaired before they occur. Most equipment failures are caused by bearing failures, which are essential parts of equipment, and detection bearing anomaly is the essence of PHM(Prognostics and Health Management) research. In this paper, we propose a preprocessing algorithm called SWT-SVD, which analyzes vibration signals from bearings and apply it to an anomaly transformer, one of the time series anomaly detection model networks, to implement bearing anomaly detection model. Vibration signals from the bearing manufacturing process contain noise due to the real-time generation of sensor values. To reduce noise in vibration signals, we use the Stationary Wavelet Transform to extract frequency components and perform preprocessing to extract meaningful features through the Singular Value Decomposition algorithm. For experimental validation of the proposed SWT-SVD preprocessing method in the bearing anomaly detection model, we utilize the PHM-2012-Challenge dataset provided by the IEEE PHM Conference. The experimental results demonstrate significant performance with an accuracy of 0.98 and an F1-Score of 0.97. Additionally, to substantiate performance improvement, we conduct a comparative analysis with previous studies, confirming that the proposed preprocessing method outperforms previous preprocessing methods in terms of performance.

A Study on Autonomous Driving Algorithm through Real-Time Lane Detection (실시간 차선 인식을 통한 자율주행 알고리즘 연구)

  • Jeongbin Yoon;Eunbyung Park
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.1123-1124
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    • 2023
  • 본 논문은 실시간 차선 인식을 기반으로 한 자율주행 알고리즘을 제안한다. 자율주행 알고리즘은 크게 차선 인식과 의사결정으로 구분된다. 차선 인식 부분에서는 직관적인 판단을 위해 버드 아이 뷰로 영상데이터를 변환하여 안정적 차선 인식을 위하여 차선 영역을 추출하고 노이즈를 제거하는 전처리과정을 거친다. 이렇게 처리된 영상에서 Hough 변환을 통하여 차선을 검출한다. 의사결정 부분에서는 검출된 차선과 현재 위치를 기반으로 진행할 경로를 결정한다.

Tracking of Single Moving Object based on Motion Estimation (움직임 추정에 기반한 단일 이동객체 추적)

  • Oh Myoung-Kwan
    • Proceedings of the KAIS Fall Conference
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    • 2005.05a
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    • pp.227-230
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    • 2005
  • 최근 컴퓨터 비전 및 영상처리 분야에서 일련의 동영상으로부터 움직이는 객체를 검출하고 추적하는 시스템에 대한 관심이 점차 높아지고 있다. 본 연구에서는 원격 제어에 의해 상하좌우 이동이 가능한 장치에 고정된 카메라를 이용하여 움직이는 단일 이동 객체를 추적할 수 있는 시스템을 구현하였다. 추적 시스템은 영상 획득 및 전처리 단계, 차영상 기법에 기반한 움직임 추정 단계와 추정된 중심점 좌표를 기준으로 카메라를 제어하는 추적 단계로 구성되어 있다. 구현된 이동 객체의 실시간 추적 시스템의 성능을 평가하기 위해 사람이 보통의 속도로 실내에서 이동하는 환경에서 실시간 추적 실험을 실시하였다. 그 결과 객체를 잃어버리지 않고 정상적으로 추적할 수 있었다.

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Development of an On-line Measurement Method for Clean Biofuel Based on Near Infrared Spectroscopy and Chemometrics (근적외선 분광학과 화학계량학에 기반한 청정 바이오연료 실시간 품질 측정 기술 개발)

  • Cho, Hyeong-Su;Ryu, Jun-Hyung;Liu, J. Jay
    • Clean Technology
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    • v.17 no.3
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    • pp.215-224
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    • 2011
  • It is an important issue to develop quality assessing system for biofuel for the purpose of accelerating the mass production of biofuel. It is particularly challenging to conduct testing method in the mass production of bioethanol while meeting quality specifications such as ASTM (American Society for Testing & Materials) D4806-10. In order to address this challenge, this paper proposes on-line spectroscopic quality assesment system based on Near Infrared spectrum and Partial Least Squares method in Chemometrics. As a result of testing a number of preprocessing methods and Partial Least Squares, it was found out that Savitzky-Golay method showed the best performance in terms of spectrum correction, noise reduction, and model maintenance. The proposed system allows us to assess multiple quality components continuously using spectroscopic facilities with the cheap cost. Since the value of R2 is more than 0.99, it is possible to replace the laboratory analysis.

A Real-time Vision Inspection System at a Laver Production Line (해태 생산라인에서의 실시간 시각검사 시스템)

  • Kim, Gi-Weon;Kim, Bong-Gi
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2007.06a
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    • pp.601-604
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    • 2007
  • In this paper dose a laver surface check using a real time image process. This system does false retrieval of a laver at a laver production line. At first, a laver image was read in real time using a CCD camera. In this paper, we use an area scan CCD camera. Image is converted into a binary code image using a high-speed imaging process board afterwards. A laver feature is extracted by a binary code image. Surface false retrieval is finally executed using a laver feature. In this paper, we use an area feature of a laver image.

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A Real-time Vision Inspection System at a Laver Production Line (해태 생산라인에서의 실시간 시각검사 시스템)

  • Kim, Gi-Weon;Kim, Bong-Gi
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.11 no.6
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    • pp.1136-1140
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    • 2007
  • In this paper dose a laver surface check using a real time image process. This system does false retrieval of a laver at a laver production line. At first, a laver image was read in real time using a CCD camera. In this paper, we use an area scan CCD camera. Image is converted into a binary code image using a high-speed imaging process board afterwards. A laver feature is extracted by a binary code image. Surface false retrieval is finally executed using a laver feature. In this paper, we use an area feature of a laver image.

Development of urban river data management platform(I) (도시하천관리 연계 플랫폼 개발(I))

  • Lee, Sunghack;Shim, Kyucheoul;Koo, Bonhyun
    • Journal of Korea Water Resources Association
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    • v.52 no.12
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    • pp.1087-1098
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    • 2019
  • In this study, we developed an integrated urban river data platform that collects, cleans, and provides data for urban river management. The urban river integrated data platform has the function of collecting data provided by various institutions using the Open API service. The collected data is purified through pre-processing and loaded into a database. The collected data can be reviewed and analyzed using a visualization system and provided through the Open API, so that it can be used as individual input data by combining them in the urban river model. In addition, the development system for real-time data was developed to apply real-time data to urban river models. Through this, users will be able to reduce the time and effort required for data collection, pre-processing and input data construction, thereby increasing efficiency and scalability in the development of urban river models and systems.

Real-time Volume Rendering using Point-Primitive (포인트 프리미티브를 이용한 실시간 볼륨 렌더링 기법)

  • Kang, Dong-Soo;Shin, Byeong-Seok
    • Journal of Korea Multimedia Society
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    • v.14 no.10
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    • pp.1229-1237
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    • 2011
  • The volume ray-casting method is one of the direct volume rendering methods that produces high-quality images as well as manipulates semi-transparent object. Although the volume ray-casting method produces high-quality image by sampling in the region of interest, its rendering speed is slow since the color acquisition process is complicated for repetitive memory reference and accumulation of sample values. Recently, the GPU-based acceleration techniques are introduced. However, they require pre-processing or additional memory. In this paper, we propose efficient point-primitive based method to overcome complicated computation of GPU ray-casting. It presents semi-transparent objects, however it does not require preprocessing and additional memory. Our method is fast since it generates point-primitives from volume dataset during sampling process and it projects the primitives onto the image plane. Also, our method can easily cope with OTF change because we can add or delete point-primitive in real-time.

Search Space Reduction by Vertical-Decomposition of a Grid Map (그리드 맵의 수직 분할에 의한 탐색 공간 축소)

  • Jung, Yewon;Lee, Juyoung;Yu, Kyeonah
    • Journal of KIISE
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    • v.43 no.9
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    • pp.1026-1033
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    • 2016
  • Path-finding on a grid map is a problem generally addressed in the fields of robotics, intelligent agents, and computer games. As technology advances, virtual game worlds tend to be represented more accurately and more realistically, resulting in an excessive increase in the number of grid tiles and in path-search time. In this study, we propose a path-finding algorithm that allows a prompt response to real-time queries by constructing a reduced state space and by precomputing all possible paths in an offline preprocessing stage. In the preprocessing stage, we vertically decompose free space on the grid map, construct a connectivity graph where nodes are the decomposed regions, and store paths between all pairs of nodes in matrix form. In the real-time query stage, we first find the nodes containing the query points and then retrieve the corresponding stored path. The proposed method is simulated for a set of maps that has been used as a benchmark for grid-based path finding. The simulation results show that the state space and the search time decrease significantly.