• 제목/요약/키워드: adaptive test

검색결과 765건 처리시간 0.027초

Thermal Imaging Fire Detection Algorithm with Minimal False Detection

  • Jeong, Soo-Young;Kim, Won-Ho
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제14권5호
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    • pp.2156-2170
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    • 2020
  • This paper presents a fire detection algorithm with a minimal false detection rate, intended for a thermal imaging surveillance environment, whose properties vary depending on temporal conditions of day or night and environmental changes. This algorithm was designed to minimize the false detection alarm rate while ensuring a high detection rate, as required in fire detection applications. It was necessary to reduce false fire detections due to non-flame elements occurring when existing fixed threshold-based fire detection methods were applied. To this end, adaptive flame thresholds that varied depending on the characteristics of input images, as well as the center of gravity of the heat-source and hot-source regions, were analyzed in an attempt to minimize such non-flame elements in the phase of selecting flame candidate blocks. Also, to remove any false detection elements caused by camera shaking, one of the most frequently raised issues at outdoor sites, preliminary decision thresholds were adaptively set to the motion pixel ratio of input images to maximize the accuracy of the preliminary decision. Finally, in addition to the preliminary decision results, the texture correlation and intensity of the flame candidate blocks were averaged for a specific period of time and tested for their conformity with the fire decision conditions before making the final decision. To verify the fire detection performance of the proposed algorithm, a total of ten test videos were subjected to computer simulation. As a result, the fire detection accuracy of the proposed algorithm was determined to be 94.24%, with minimum false detection, demonstrating its improved performance and practicality compared to previous fixed threshold-based algorithms.

A Fast TU Size Decision Method for HEVC RQT Coding

  • Wu, Jinfu;Guo, Baolong;Yan, Yunyi;Hou, Jie;Zhao, Dan
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제9권6호
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    • pp.2271-2288
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    • 2015
  • The emerging high efficiency video coding (HEVC) standard adopts the quadtree-structured transform unit (TU) in the residual quadtree (RQT) coding. Each TU allows to be split into four equal sub-TUs recursively. The RQT coding is performed for all the possible transform depth levels to achieve the highest coding efficiency, but it requires a very high computational complexity for HEVC encoders. In order to reduce the computational complexity requested by the RQT coding, in this paper, we propose a fast TU size decision method incorporating an adaptive maximum transform depth determination (AMTD) algorithm and a full check skipping - early termination (FCS-ET) algorithm. Because the optimal transform depth level is highly content-dependent, it is not necessary to perform the RQT coding at all transform depth levels. By the AMTD algorithm, the maximum transform depth level is determined for current treeblock to skip those transform depth levels rarely used by its spatially adjacent treeblocks. Additionally, the FCS-ET algorithm is introduced to exploit the correlations of transform depth level between four sub-CUs generated by one coding unit (CU) quadtree partitioning. Experimental results demonstrate that the proposed overall algorithm significantly reduces on average 21% computational complexity while maintaining almost the same rate distortion (RD) performance as the HEVC test model reference software, HM 13.0.

The use of data mining methods for dystocia detection in Polish Holstein-Friesian Black-and-White cattle

  • Zaborski, Daniel;Proskura, Witold S.;Grzesiak, Wilhelm
    • Asian-Australasian Journal of Animal Sciences
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    • 제31권11호
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    • pp.1700-1713
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    • 2018
  • Objective: The aim of this study was to verify the usefulness of artificial neural networks (ANN), multivariate adaptive regression splines (MARS), naïve Bayes classifier (NBC), general discriminant analysis (GDA), and logistic regression (LR) for dystocia detection in Polish Holstein-Friesian Black-and-White heifers and cows and to indicate the most influential predictors of calving difficulty. Methods: A total of 1,342 and 1,699 calving records including six categorical and four continuous predictors were used. Calving category (difficult vs easy or difficult, moderate and easy) was the dependent variable. Results: The maximum sensitivity, specificity and accuracy achieved for heifers on the independent test set were 0.855 (for ANN), 0.969 (for NBC), and 0.813 (for GDA), respectively, whereas the values for cows were 0.600 (for ANN), 1.000 and 0.965 (for NBC, GDA, and LR), respectively. With the three categories of calving difficulty, the maximum overall accuracy for heifers and cows was 0.589 (for MARS) and 0.649 (for ANN), respectively. The most influential predictors for heifers were an average calving difficulty score for the dam's sire, calving age and the mean yield of the farm, where the heifer was kept, whereas for cows, these additionally included: calf sex, the difficulty of the preceding calving, and the mean daily milk yield for the preceding lactation. Conclusion: The potential application of the investigated models in dairy cattle farming requires, however, their further improvement in order to reduce the rate of dystocia misdiagnosis and to increase detection reliability.

고용량 광 디스크의 고속 재생을 위한 병렬 데이터 추출구조 (Parallel Data Extraction Architecture for High-speed Playback of High-density Optical Disc)

  • 최광석
    • 한국멀티미디어학회논문지
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    • 제12권3호
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    • pp.329-334
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    • 2009
  • 광 디스크를 재생하려면 광 신호를 아날로그 전기신호로 변환하는 광 픽업을 거치고 난 뒤 신호 간 간섭을 없애기 위해 아날로그적으로 등화를 하고, 등화된 아날로그 신호를 AD 변환하여 디지털적으로 동기화된 데이터와 클록을 추출해야 한다. BD와 같은 고용량의 광 디스크를 저속으로 재생하여 동기화된 데이터와 클록을 추출하는데 었어서 추출 데이터 BER을 최소화하는 알고리즘은 다양하게 개발되어 적용되고 있다. 그러나 고용량의 광 디스크를 고속으로 재생 할 때 저속에서 적용된 알고리즘을 동일한 혼성 데이터 PLL과 PRML 하드웨어 구조에 적용하려면 800MHz 이상의 신호 처리가 이루어져야 한다. 일반적으로 사용되는 0.13-${\mu}m$ CMOS 공정에서 기존 방식의 구조를 가지고 800MHz의 이상의 신호처리를 위해서는 고속으로 동작해야하는 아날로그 코어 등이 필요하고 많은 시간과 노력의 레이아웃이 수반되어야 하는 등의 문제점이 제기된다. 본 논문에서는 고용량 광 디스크의 최고 배속인 BD 8x까지 동작 가능한 데이터 및 클록 추출 회로로서 병렬 데이터 PLL 및 PRML 구조를 제안하였다. 제안한 구조를 가지고 실험한 결과 BD 8x 에 해당하는 속도에서 오류 없이 동작함을 확인하였다.

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Performance Evaluations of Four MAF-Based PLL Algorithms for Grid-Synchronization of Three-Phase Grid-Connected PWM Inverters and DGs

  • Han, Yang;Luo, Mingyu;Chen, Changqing;Jiang, Aiting;Zhao, Xin;Guerrero, Josep M.
    • Journal of Power Electronics
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    • 제16권5호
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    • pp.1904-1917
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    • 2016
  • The moving average filter (MAF) is widely utilized to improve the disturbance rejection capability of phase-locked loops (PLLs). This is of vital significance for the grid-integration and stable operation of power electronic converters to electric power systems. However, the open-loop bandwidth is drastically reduced after incorporating a MAF into the PLL structure, which makes the dynamic response sluggish. To overcome this shortcoming, some new techniques have recently been proposed to improve the transient response of MAF-based PLLs. In this paper, a comprehensive performance comparison of advanced MAF-based PLL algorithms is presented. This comparison includes HPLL, MPLC-PLL, QT1-PLL, and DMAF-PLL. Various disturbances, such as grid voltage sag, voltage flicker, harmonics distortion, phase-angle and frequency jumps, DC offsets and noise, are considered to experimentally test the dynamic performances of these PLL algorithms. Finally, an improved positive sequence extraction method for a HPLL under the frequency jumps scenario is presented to compensate for the steady-state error caused by non-frequency adaptive DSC, and a satisfactory performance has been achieved.

바이트코드 분석을 이용한 자바 프로그램 표절검사기법 (A Plagiarism Detection Technique for Java Program Using Bytecode Analysis)

  • 지정훈;우균;조환규
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제35권7호
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    • pp.442-451
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    • 2008
  • 대부분의 표절검사 시스템들은 소스코드를 이용해 유사도를 계산하고 표절 프로그램을 찾아낸다. 소스코드를 이용하여 표절검사를 수행할 경우, 소스코드 보안문제가 발생할 수 있다. 목적 코드를 이용한 표절검사는 소스코드 보안문제에 대한 좋은 대안이 될 수 있다. 본 논문에서는 자바 프로그램의 표절검사에 대하여 소스코드 없이 바이트코드를 이용해 표절검사를 수행하는 방법을 제시한다. 바이트코드를 이용한 표절검사는 크게 두 단계로 진행된다 먼저, 자바 클래스 파일로부터 메소드의 코드영역을 분석해 토큰 시퀀스를 생성한 다음 적응적 지역정렬을 이용해 유사도를 계산한다. 실험 결과, 소스코드와 바이트코드의 유사도는 비슷한 분포를 보였다. 또한, 소스코드 쌍과 바이트코드 쌍의 유사도 상관관계가 충분히 높게 측정되었다. 본 논문에서 제안한 바이트코드 표절검사 시스템은 소스코드를 이용해 직접 표절을 검사하기 전 단계에서 1차적인 검증도구로 활용할 수 있다.

Carbon Monoxide Ameliorates 6-Hydroxydopamine-Induced Cell Death in C6 Glioma Cells

  • Moon, Hyewon;Jang, Jung-Hee;Jang, Tae Chang;Park, Gyu Hwan
    • Biomolecules & Therapeutics
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    • 제26권2호
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    • pp.175-181
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    • 2018
  • Carbon monoxide (CO) is well-known as toxic gas and intrinsic signaling molecule such as neurotransmitter and blood vessel relaxant. Recently, it has been reported that low concentration of CO exerts therapeutic actions under various pathological conditions including liver failure, heart failure, gastric cancer, and cardiac arrest. However, little has been known about the effect of CO in neurodegenerative diseases like Parkinson's disease (PD). To test whether CO could exert a beneficial action during oxidative cell death in PD, we examined the effects of CO on 6-hydroxydopamine (6-OHDA)-induced cell death in C6 glioma cells. Treatment of CO-releasing molecule-2 (CORM-2) significantly attenuated 6-OHDA-induced apoptotic cell death in a dose-dependent manner. CORM-2 treatment decreased Bax/Bcl2 ratio and caspase-3 activity, which had been increased by 6-OHDA. CORM-2 increased phosphorylation of NF-E2-related factor 2 (Nrf2) which is a transcription factor regulating antioxidant proteins. Subsequently, CORM-2 also increased the expression of heme oxygenase-1 and superoxide dismutases (CuZnSOD and MnSOD), which were antioxidant enzymes regulated by Nrf2. These results suggest that CO released by CORM-2 treatment may have protective effects against oxidative cell death in PD through the potentiation of cellular adaptive survival responses via activation of Nrf2 and upregulation of heme oxygenase-1, leading to increasing antioxidant defense capacity.

흡기계 능동소음제어를 위한 적응형 필터 알고리즘의 개발 (Design of a New VSS-Adaptive Filter for a Potential Application of Active Noise Control to Intake System)

  • 김의열;김병현;김호욱;이상권
    • 한국소음진동공학회논문집
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    • 제22권2호
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    • pp.146-155
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    • 2012
  • The filtered-x LMS(FX-LMS) algorithm has been applied to the active noise control(ANC) system in an acoustic duct. This algorithm is designed based on the FIR(finite impulse response) filter, but it has a slow convergence problem because of a large number of zero coefficients. In order to improve the convergence performance, the step size of the LMS algorithm was modified from fixed to variable. However, this algorithm is still not suitable for the ANC system of a short acoustic duct since the reference signal is affected by the backward acoustic wave propagated from a secondary source. Therefore, the recursive filtered-u LMS algorithm(FU-LMS) based on infinite impulse response(IIR) is developed by considering the backward acoustic propagation. This algorithm, unfortunately, generally has a stability problem. The stability problem was improved by using an error smoothing filter. In this paper, the recursive LMS algorithm with variable step size and smoothing error filter is designed. This recursive LMS algorithm, called FU-VSSLMS algorithm, uses an IIR filter. With fast convergence and good stability, this algorithm is suitable for the ANC system in a short acoustic duct such as the intake system of an automotive. This algorithm is applied to the ANC system of a short acoustic duct. The disturbance signals used as primary noise source are a sinusoidal signal embedded in white noise and the chirp signal of which the instantaneous frequency is variable. Test results demonstrate that the FU-VSSLMS algorithm has superior convergence performance to the FX-LMS algorithm and FX-LMS algorithm. It is successfully applied to the ANC system in a short duct.

A Dynamic Hand Gesture Recognition System Incorporating Orientation-based Linear Extrapolation Predictor and Velocity-assisted Longest Common Subsequence Algorithm

  • Yuan, Min;Yao, Heng;Qin, Chuan;Tian, Ying
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권9호
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    • pp.4491-4509
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    • 2017
  • The present paper proposes a novel dynamic system for hand gesture recognition. The approach involved is comprised of three main steps: detection, tracking and recognition. First, the gesture contour captured by a 2D-camera is detected by combining the three-frame difference method and skin-color elliptic boundary model. Then, the trajectory of the hand gesture is extracted via a gesture-tracking algorithm based on an occlusion-direction oriented linear extrapolation predictor, where the gesture coordinate in next frame is predicted by the judgment of current occlusion direction. Finally, to overcome the interference of insignificant trajectory segments, the longest common subsequence (LCS) is employed with the aid of velocity information. Besides, to tackle the subgesture problem, i.e., some gestures may also be a part of others, the most probable gesture category is identified through comparison of the relative LCS length of each gesture, i.e., the proportion between the LCS length and the total length of each template, rather than the length of LCS for each gesture. The gesture dataset for system performance test contains digits ranged from 0 to 9, and experimental results demonstrate the robustness and effectiveness of the proposed approach.

Application of zebrafish as a model for evaluation of vaccine efficacy against Philasterides dicentrarchi (Ciliphora: Scuticociliatia)

  • Lee, Eun-Hye;Kim, Ki-Hong
    • 한국어병학회지
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    • 제22권1호
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    • pp.45-52
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    • 2009
  • Zebrafish was firstly applied to an experimental model for scuticociliatosis caused by Philasterides dicentrarchi, a facultative parasitic ciliate in cultured marine fish. The susceptibility of zebrafish to infection of P. dicentrarchi was assessed by intraperitoneal injection of the ciliates, which produced typical symptoms of scuticociliatosis and significant mortality. The potential use of zebrafish as a model to evaluate the vaccine efficacy against scuticociliatosis was analyzed by immunization of zebrafish with the ciliates lysate. Furthermore, the effect of different adjuvants, such as Quillaja saponin (QS), Montanide, and Freund’s incomplete adjuvant (FIA) on the protective efficacy of the vaccine was investigated. Groups of zebrafish injected with QS or Montanide alone showed higher survival of fish against challenge test compared to control fish. The results suggest that adjuvant-mediated enhancement of innate immune responses play important roles in protection of fish against scuticociliatosis. The considerably high survival in the fish immunized with the antigen alone indicates that the ciliate lysate itself is highly immunogenic to zebrafish, which can elicit protective immune responses. The protective potential of the antigen, ciliate lysate, was enforced through combined administration with adjuvants including QS, Montinide and FIA. No or low mortalities in the groups of fish immunized with the antigen plus adjuvants suggests that the adaptive immune responses of zebrafish might be accelerated by the adjuvants or the protective potential of the antigen and adjuvants might synergistically interact. In spite of several shortcomings such as difficulties in sampling of serum and leucocytes enough to routine immunological analyses, zebrafsih might be the most convenient experimental animal for scuticociliatosis.