• Title/Summary/Keyword: SNR control

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Improved Algorithm for Fully-automated Neural Spike Sorting based on Projection Pursuit and Gaussian Mixture Model

  • Kim, Kyung-Hwan
    • International Journal of Control, Automation, and Systems
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    • v.4 no.6
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    • pp.705-713
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    • 2006
  • For the analysis of multiunit extracellular neural signals as multiple spike trains, neural spike sorting is essential. Existing algorithms for the spike sorting have been unsatisfactory when the signal-to-noise ratio(SNR) is low, especially for implementation of fully-automated systems. We present a novel method that shows satisfactory performance even under low SNR, and compare its performance with a recent method based on principal component analysis(PCA) and fuzzy c-means(FCM) clustering algorithm. Our system consists of a spike detector that shows high performance under low SNR, a feature extractor that utilizes projection pursuit based on negentropy maximization, and an unsupervised classifier based on Gaussian mixture model. It is shown that the proposed feature extractor gives better performance compared to the PCA, and the proposed combination of spike detector, feature extraction, and unsupervised classification yields much better performance than the PCA-FCM, in that the realization of fully-automated unsupervised spike sorting becomes more feasible.

Effects of Field Configuration Shielding Area and Changing of Density and Sensitivity on Tube Current and Image Quality in Automatic Exposure Control System (자동노출제어장치의 채광창 차폐정도와 농도, 감도의 변화가 관전류량과 영상품질에 미치는 영향)

  • Jeong, Min-Gyu;Seoung, Youl-Hun
    • Journal of the Korean Society of Radiology
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    • v.14 no.5
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    • pp.635-642
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    • 2020
  • The purpose of this study was to analysis the effects of shielding area of field configuration with changing of sensitivity and density on tube current (milliampere-seconds, mAs) and image quality in automatic exposure control (AEC) system. The equipment used a digital radiography device (Digital Diagnost, Philips, Netherlands), which has a integral type with an X-ray tube and an indirect digital detector. The AEC system conditions were consisted of 9 setting environments, that mode changing of the sensitivity (S200, S400, S800) and the density (+2.5, 0, -2.5). The tube current evaluated automatically exposed mAs under 81 combination conditions crossed by AEC conditions in fixed at 40 kVp. The image quality evaluated the radiographic images that selected valid images by visual assessment the radiographic images of the self-produced conical pyramid phantom and then measured their signal to noise ratio (SNR). As a result, the maximum tube current was 60.0 mAs that automatically exposed conditions were the 100% of shielding area and the sensitivity of S200 and the density of +2.5. The minimum tube current was 0.9 mAs with non-shielding area and the sensitivity of S800 and the density of -2.5. When the shielded area 0% with the sensitivity of S200 and the density of +2.5, the maximum SNR was the highest as 25.2. But when the shielded area 25% with the sensitivity of S800 and the density of -2.5, the minimum SNR was the lowest as 4.7.

Quantitative Evaluation of Image Quality using Automatic Exposure Control (AEC 사용 유무에 따른 영상의 화질평가)

  • Kim, Gwang-ho;Yoo, Gwan-ju;Kang, Ji-won;Ko, Bong-joo;Kim, Kyoun-lan;Kim, Min-hee;Yoon, Young-woo;Ye, Soo-young;Choi, Seok-yoon
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2015.10a
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    • pp.86-89
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    • 2015
  • Quantitative Evaluation of Image Quality using Automatic Exposure Control This it leads, the relationship of control and image between of photographing condition, DR proper use method proposing. Chest phantom acquires Chest PA images which it follows in conditional change, Image evaluation factor (SNR (Signal to Noise Ratio), CNR (Contrast to Noise Ratio), PSNR (Peak Signal to Ratio), RMS (Root Mean Square)). It excepted RMS price, SNR, CNR, PSNR the case which uses AEC it came out being high The fact that the quality of image is better there was a case which does not use AEC. but Price it was slight. Image qualitative it was deficient in AEC use presence. Through this, the overall situation and most efficient use of radiation workers is better suited. But Passive AEC use would be appropriate for use rather than proactive AEC.

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Adaptive Cooperative Spectrum Sensing Based on SNR Estimation in Cognitive Radio Networks

  • Ni, Shuiping;Chang, Huigang;Xu, Yuping
    • Journal of Information Processing Systems
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    • v.15 no.3
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    • pp.604-615
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    • 2019
  • Single-user spectrum sensing is susceptible to multipath effects, shadow effects, hidden terminals and other unfavorable factors, leading to misjudgment of perceived results. In order to increase the detection accuracy and reduce spectrum sensing cost, we propose an adaptive cooperative sensing strategy based on an estimated signal-to-noise ratio (SNR). Which can adaptive select different sensing strategy during the local sensing phase. When the estimated SNR is higher than the selection threshold, adaptive double threshold energy detector (ED) is implemented, otherwise cyclostationary feature detector is performed. Due to the fact that only a better sensing strategy is implemented in a period, the detection accuracy is improved under the condition of low SNR with low complexity. The local sensing node transmits the perceived results through the control channel to the fusion center (FC), and uses voting rule to make the hard decision. Thus the transmission bandwidth is effectively saved. Simulation results show that the proposed scheme can effectively improve the system detection probability, shorten the average sensing time, and has better robustness without largely increasing the costs of sensing system.

The accuracy decision for longitude and latitude of GPS receiver using fuzzy algorithm

  • Yi, Kyung-Woong;Choi, Han-Soo
    • 제어로봇시스템학회:학술대회논문집
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    • 2003.10a
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    • pp.2382-2386
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    • 2003
  • The Global Positioning System(GPS) is a satellite based precise positioning system avaliable worldwide. The GPS have many error sources. The earth's ionosphere and atmosphere cause delays in the GPS signal that translate into position errors. Some errors can be factored out using mathematics and modeling. The configuration of the satellites in the sky can magnify other errors. The problem of accuracy on GPS measurement data can be meaningful. In this study, we propose the method for GPS positioning accuracy improvement. The FUZZY set theory on PDOP(Position Dilution of Precision) and SNR(Signal to Noise Ratio) provide improved for measured positioning data. The accuracy of positioning has been improved by selecting data from original using the FUZZY set theory on PDOP and SNR.

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Effetive delay reduced control method of iterative decoding for Turbo TCM (터보 TCM을 위한 지연 감소된 효율적인 반복 복호 제어 기법)

  • 김남경;김정수;김순영;이문호
    • Proceedings of the IEEK Conference
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    • 2001.09a
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    • pp.765-768
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    • 2001
  • 본 논문에서는 터보 TCM(Turbo Trellis Coded Modulation)에서 복호기 입력 전에 수신데이터를 이용하여 SNR을 추정하고, SNR에 따라 요구하는 성능을 만족하는 반복 복호수를 적응적으로 복호기 앞단에서 미리 설정하는 반복복호 제어기법을 제안한다. 성능분석결과 최대 반복 복호를 수행했을 때와 비교하여 성능 감소 없이 평균 반복 복호수를 줄일 수 있었다. 따라서 제안구조는 터보 TCM의 복호화 과정에서 문제점 중 하나인 복호 계산량과 지연을 성능 저하 없이 효율적으로 감소시킬 수 있다.

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Evaluation of TlBr semiconductor detector in gamma camera imaging: Monte Carlo simulation study

  • Youngjin Lee;Chanrok Park
    • Nuclear Engineering and Technology
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    • v.54 no.12
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    • pp.4652-4659
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    • 2022
  • Among the detector materials available at room temperature, thallium bromide (TlBr), which has a relatively high atomic number and density, is widely used for gamma camera imaging. This study aimed to verify the usefulness of TlBr through quantitative evaluation by modeling detectors of various compound types using Monte Carlo simulations. The Geant4 application for tomographic emission was used for simulation, and detectors based on cadmium zinc telluride and cadmium telluride materials were selected as a comparison group. A pixel-matched parallel-hole collimator with proven excellent performance was modeled, and phantoms used for quality control in nuclear medicine were used. The signal-to-noise ratio (SNR), contrast to noise ratio (CNR), sensitivity, and full width at half maximum (FWHM) were used for quantitative analysis to evaluate the image quality. The SNR, CNR, sensitivity, and FWHM for the TlBr detector material were approximately 1.05, 1.04, 1.41, and 1.02 times, respectively, higher than those of the other detector materials. The SNR, CNR and sensitivity increased with increasing detector thickness, but the spatial resolution in terms of FWHM decreased. Thus, we demonstrated the feasibility and possibility of using the TlBr detector material in comparison with commercial detector materials.

SNR Improvement of AE Signal for Detection of Gas Leak from Tubes under Vibratory Environment

  • Lee, Tae-Hun;Jhang, Kyung-Young;Kim, Jung-Kyu
    • Journal of the Korean Society for Nondestructive Testing
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    • v.27 no.3
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    • pp.262-267
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    • 2007
  • Detection of gas leak from a tube is a very important issue in the quality control of machines such as the heat exchanger of an air-conditioner, because leakage of operating gas directly reduces the performance of machines. The acoustic emission (AE) method is a common way to detect leak of gas, however its application under the environment of mechanical vibration is restricted since most AE detectors are very sensitive to external vibration noise. In order to overcome this problem, we propose a method based on the mode analysis of the Lamb wave. In this method, the dominant Lamb mode and its frequency are found first, and then a proper band-pass filter is used to retain only this frequency component. In this way, we could improve the SNR (signal-to-noise ratio) of AE signal generated by gas leak from the tube even under vibratory environment.

A Composition of Video Proxy for Adaptive Streaming using SNR-based Rate Control and Scalable Video (SNR을 이용한 대역폭 조절과 계층화 비디오 전송을 통한 효율적인 비디오 스트리밍 프록시의 설계)

  • Park Kyung-Mo;Lee Hyung-Su
    • 한국정보통신설비학회:학술대회논문집
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    • 2004.08a
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    • pp.353-357
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    • 2004
  • 무선 인터넷을 통한 멀티미디어 서비스의 급격한 증가와 이를 바탕으로 한 복합적인 멀티미디어 서비스가 기본적인 스트리밍 기숙을 넘어서 다양한 네트워크 환경에 적응적인 서비스가 가능한 지능적인 단말기 등으로 변화하고 있고 이러한 서비스를 위한 시스템의 구성 및 효율적인 모델, 그리고 차세대 복합적인 네트워크 망과의 연동을 위한 다양한 장비와 기술들이 연구되고 발전하고 있다. 본 연구에서는 무선 환경에서의 멀티미디어 스트리밍 시스템의 QoS (Quality of Service)를 보장하기 위해 단말에 대한 신호 대 잡음비 (Signal to Noise Ratio SNR) 기반의 패킷 스케줄링과 이에 따른 계층화 비디오 기법을 적용하여 시스템을 구성하였다. 이를 위해 프록시가 네트워크 및 단말의 환경에 적응적인 멀티미디어 스트리밍 서비스를 제공할 수 있는 프레임워크 모델을 제시하고, 빈번한 손실과 지연이 발생하는 무선 환경에 보다 적응적으로 극복할 수 있는 스트리밍 기법을 제안하여 적용함으로써 기존의 시스템에 비해 효율적인 멀티미디어 스트리밍이 가능하도록 설계하고 실험하였다.

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Image Quality Analysis According to the of a Linear Transducer (선형 탐촉자에서 관심 시각 영역 변화에 따른 화질 분석)

  • Ji-Na, Park;Jae-Bok, Han;Jong-Gil, Kwak;Jong-Nam, Song
    • Journal of the Korean Society of Radiology
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    • v.16 no.7
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    • pp.975-984
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    • 2022
  • Since a linear transducer has an area of interest equal to the length of the transducer, the area of interest can be expanded using the virtual convex function installed in the device.However, it was thought that the change in the direction of the ultrasonic sound velocity according to the change in the visual area of interest would affect the image quality, so this was objectively confirmed. For this study, image evaluation and SNR·CNR of the phantom for ultrasound quality control were measured. As a result, in the phantom image evaluation, both images were able to identify structures in functional resolution, grayscale, and dynamic range. However, it was confirmed that the standard image was excellent in the reproducibility of the size and shape of the structure. As a result of SNR·CNR evaluation, SNR·CNR of most trapezoidal images was low, except for structures at specific locations. In addition, through the statistical analysis graph, it was further confirmed that the SNR and CNR for each depth decreased as the size of the cystic structure decreased. Through this study, it was confirmed that the use of the function has the advantage of providing a wide visual area of interest, but it has an effect on the image quality. Therefore, when using the virtual convex function, it is judged that the examiner should use it in an appropriate situation and conduct various studies to acquire high-quality images and to improve the understanding and proficiency of the equipment.