• 제목/요약/키워드: adaptive method

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SVM 워크로드 분류기를 통한 자동화된 데이터베이스 워크로드 식별 (Automatic Identification of Database Workloads by using SVM Workload Classifier)

  • 김소연;노홍찬;박상현
    • 한국콘텐츠학회논문지
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    • 제10권4호
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    • pp.84-90
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    • 2010
  • 데이터베이스 시스템의 응용분야가 데이터웨어하우징에서 전자상거래에 이르기까지 광범위해지면서 데이터베이스 시스템이 대형화되었다. 이로 인해 데이터베이스 시스템의 성능 향상을 위한 튜닝이 중요한 논점이 되었다. 데이터베이스 시스템의 튜닝은 워크로드 특성을 고려하여 수행할 필요가 있다. 그러나 복합적인 데이터베이스 환경에서 워크로드를 식별하기는 어려우므로 자동적인 식별 방법이 요구된다. 본 논문에서는 데이터베이스 워크로드를 자동적으로 식별하는 SVM 워크로드 분류기를 제안한다. TPC-C와 TPC-W 성능 평가에서 자원할당 파라미터 변경에 따른 워크로드 데이터를 수집하여 SVM을 통해 분류 한다. SVM의 커널별 커널 파라미터와 오류 허용 임계치 값인 C의 조정을 통하여 최적의 SVM 워크로드 분류기를 선택한다. 제안한 SVM 워크로드 분류기와 Decision Tree, Naive Bayes, Multilayer Perceptron, K-NN 분류기의 분류 성능을 비교한 결과, SVM 워크로드 분류기가 다른 기계 학습 분류기보다 9% 이상 향상된 분류 성능을 보였다.

A Study on Design and Implementation of Speech Recognition System Using ART2 Algorithm

  • Kim, Joeng Hoon;Kim, Dong Han;Jang, Won Il;Lee, Sang Bae
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제4권2호
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    • pp.149-154
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    • 2004
  • In this research, we selected the speech recognition to implement the electric wheelchair system as a method to control it by only using the speech and used DTW (Dynamic Time Warping), which is speaker-dependent and has a relatively high recognition rate among the speech recognitions. However, it has to have small memory and fast process speed performance under consideration of real-time. Thus, we introduced VQ (Vector Quantization) which is widely used as a compression algorithm of speaker-independent recognition, to secure fast recognition and small memory. However, we found that the recognition rate decreased after using VQ. To improve the recognition rate, we applied ART2 (Adaptive Reason Theory 2) algorithm as a post-process algorithm to obtain about 5% recognition rate improvement. To utilize ART2, we have to apply an error range. In case that the subtraction of the first distance from the second distance for each distance obtained to apply DTW is 20 or more, the error range is applied. Likewise, ART2 was applied and we could obtain fast process and high recognition rate. Moreover, since this system is a moving object, the system should be implemented as an embedded one. Thus, we selected TMS320C32 chip, which can process significantly many calculations relatively fast, to implement the embedded system. Considering that the memory is speech, we used 128kbyte-RAM and 64kbyte ROM to save large amount of data. In case of speech input, we used 16-bit stereo audio codec, securing relatively accurate data through high resolution capacity.

Hepatic and Renal cysteine Sulfinic Acid Decarboxylase Activities in Cats Fed Different Levels of Dietary Protein and Taurine

  • Park, Taesun;Quinton R. Rogers
    • Preventive Nutrition and Food Science
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    • 제4권1호
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    • pp.47-51
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    • 1999
  • In order to evaluate the dietary regulation of cysteine sulfinic acid decarboxylase (EC 4.1.1.29) in cats, acitivity and protein content of CSAD were assessed in the liver and kidney of cats fed different levels of dietary protein, with and without taurine. Four groups of cats were fed one of the follow diets for 5 weeks ; 20% protein and taurine- free diet(LP0T) ; 20% protein and 0.15% taurine diet(LPNT) ; 60% protein and taurine-free diet(HP0T); and 60% protein and 0.15% taurine diet (HPNT). CSAD activity was determined in the liver and kidney of cats by measuring 14C2 released form [1-14C]-L cysteine sulfinic acid. CSAD protein was quantified using an immunochemical method. CSAD activity was extremely low in cat tissues, among which kidney showed the highest activity which was 0.118$\pm$0.050, and 0.377$\pm$0.056 nmol.min-1.mg soluble portein-1 iin animals fed LP0T and HP0T, respectively. Even though renal CSAD protein content was 18~55% of the hepatic CSAD protein content, renal CSAD acitivity was 1.3~6.5 times of the hepatic CSAD activity . Renal CSAD acitivities of cats fed 60% protein were about 1.6~3.2 times those of animals fed 2.% protein , and hepatic CSAD activity was not significantly affected by the dietary level of protein. Taurine depletion significantly elevated both hepatic and renal CSAD activities above the values for cats having normal taurine status most probably as an adaptive response.

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Changes in Cell Membrane Fatty Acid Composition of Streptococcus thermophilus in Response to Gradually Increasing Heat Temperature

  • Min, Bonggyu;Kim, Kkotnim;Li, Vladimir;Cho, Seoae;Kim, Heebal
    • Journal of Microbiology and Biotechnology
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    • 제30권5호
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    • pp.739-748
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    • 2020
  • In this study, a method of heat adaptation was implemented in an attempt to increase the upper thermal threshold of two Streptococcus thermophilus found in South Korea and identified the alterations in membrane fatty acid composition to adaptive response to heat. In order to develop heat tolerant lactic acid bacteria, heat treatment was continuously applied to bacteria by increasing temperature from 60℃ until the point that no surviving cell was detected. Our results indicated significant increase in heat tolerance of heat-adapted strains compared to the wild type (WT) strains. In particular, the survival ratio of basically low heat-tolerant strain increased even more. In addition, the strains with improved heat tolerance acquired cross protection, which improved their survival ratio in acid, bile salts and osmotic conditions. A relation between heat tolerance and membrane fatty acid composition was identified. As a result of heat adaptation, the ratio of unsaturated to saturated fatty acids (UFA/SFA) and C18:1 relative concentration were decreased. C6:0 in only heat-adapted strains and C22:0 in only the naturally high heat tolerant strain were detected. These results support the hypothesis, that the consequent increase of SFA ratio is a cellular response to environmental stresses such as high temperatures, and it is able to protect the cells from acid, bile salts and osmotic conditions via cross protection. This study demonstrated that the increase in heat tolerance can be utilized as a mean to improve bacterial tolerance against various environmental stresses.

흰쥐의 위(胃) 배출능(排出能)에 대한 반하사심탕(半夏瀉心湯)의 효능(效能) (Effect of Banhasasimtang Granule on Gastric Emptying in Rats)

  • 이준석;김진성;류봉하;윤상협
    • 대한한방내과학회지
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    • 제27권2호
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    • pp.471-479
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    • 2006
  • Backgrounds & Objectives: Banhasasimtang granule(BHSST) has been used for the treatment of functional dyspepsia regarded as one of the gastric dysmotility disease. but its mechanisms of action are not well known yet: So we investigated the effects of BHSST on gastric emptying and its mechanisms of action in rats. Methods: Gastric emptying was measured by glass beads(1mm in diameter) expelled from the stomach for 60 min after administration of normal saline(NS) or BHSST 31mg/kg or 93mg/kg in rats. And by the same method gastric emptying was measured after administration of NS or BHSST 93mg/kg in rats treated with atropine sulfate(1mg/kg, s.c.), quinpirol HCI(0.3mg/kg, i.p.), NAME(NG-nitro-L-arginine methyl ester, 75mg/kg, s.c.) or cisplatin(10mg/kg, i.p.) to make delayed gastric emptying. Results: BHSST 93mg/kg improved gastric emptying more than NS or BHSST 31mg/kg(p=0.016). Under the delayed gastric emptying, BHSST 93mg/kg improved gastric emptying in the group treated with NAME$(5.00{\pm}3.101\;vs\;9.00{\pm}3.51,\;p\;=0.046)$, but aggravated it With atropine sulfate$(5.71{\pm}3.45\;vs\;2.57{\pm}1.62,\;p\;=0.050)$ and cisplatin$(12.7{\pm}2.29\;vs\;8.57{\pm}5.06,\;p\;=0.072)$. Conclusions: BHSST improves the gastric emptying through cholinergic and 5-hydroxytryptamine 3 receptors. Especially it is effective to improve gastric emptying delayed by NAME. So we expect that it would be effective in functional dyspepsia with impaired reservoir functions such as gastric adaptive relaxation.

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한국과 미국의 수학 교과서와 수업에 나타난 교수학적 변환에 대한 연구 (A study on didactic transposition of mathematics textbooks and lessons in Korea and the U.S.)

  • 박경미
    • 한국학교수학회논문집
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    • 제16권2호
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    • pp.459-478
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    • 2013
  • 교수학적 변환은 '학문 수학'을 '학교 수학'으로 변화시키는 다차원적인 변용의 과정을 다룬다. 본 연구는 학문 수학에서 출발하여 수학 교육과정, 수학 교과서, 수학 수업으로 이어지는 일련의 과정에서 나타날 수 있는 교수학적 변환의 예로 FOIL 방법, 삼각함수의 정의(한국 교과서), 연산의 순서, 원의 넓이와 원주, 미터법의 단위, 삼각함수의 정의(미국 수업), 정수의 연산, 정다면체에 대한 설명을 제시하고, 그 특징 및 변환의 의도에 따라 기억법, 직관화/구체화의 두 가지 유형으로 분류하였다. 또한 교수학적 변환에 대한 한국과 미국 수학 교사의 인식을 알아보기 위해 설문조사를 실시하고, 변환의 적절성과 필요성을 조사하였다. 마지막으로는 교수학적 변환과 관련하여 발생할 수 있는 극단적인 교수학적 현상인 '메타-인지 이동'을 설문조사 결과를 중심으로 논의하였다.

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전산화단층촬영 칼라영상의 YIQ모델을 가변블록 이용한 프랙탈 영상 부호화 (The YIQ Model of Computed Tomography Color Image Variable Block with Fractal Image Coding)

  • 박재홍;박철우
    • 한국방사선학회논문지
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    • 제10권4호
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    • pp.263-270
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    • 2016
  • 본 논문에서는 프랙탈 부호화시 변환식의 계수를 찾는 과정에서 블럭의 탐색 영역을 줄이기 위해 탐색 영역인 도메인블록의 특성을 화소의 밝기의 평균에 의한 클래스와 분산에 의한 클래스로 분류하여 리스트를 구성한 후 레인지블록과 같은 클래스를 가지는 도메인블록만 검색하도록 하면서 도메인블럭 탐색시 1 차 허용 오차 한계값을 제어하여 부호화 시간을 향상시켰다. 또한 쿼드트리분할법으로 레인지블록의 크기를 가변시켜 변환( w i )의 수를 줄임으로서 압축효율을 높이고 레인지블록의 크기에 따라 탐색 영역의 탐색 밀도를 변화시켜 화질 개선을 시도하였으며 이러한 영상 기법을 24-bpp 컬러 영상 압축에 적용하였다. 먼저 RGB표색계를 휘도신호와 채도신호를 가지는 YIQ표색계로 변환한 후 영상 정보의 일부분만 차지하고 있는 색의 정보를 나타내는 I,Q신호는 공간평균을 취하여 1/4로 축소하여 부호화하고 복원시에 선형 보간법을 이용하여 다시 원 영상으로 확대하였다. 그 결과 영상의 화질에는 거의 손실이 생기지 않았고 서로 독립성이 강한 RGB영상에 같은 부호화 방법을 사용하였을 때 보다 압축률이나 화질면 에서 우수한 성능을 나타내었다.

TP 계수를 이용한 적응적 실시간 트래픽 할당 스케듈러의 성능 향상에 관한 연구 (A study on the performance improvement of an adaptive, real-time traffic assignment scheduler using the TP coefficient)

  • 박노경;진현준;윤의중
    • 인터넷정보학회논문지
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    • 제11권4호
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    • pp.1-10
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    • 2010
  • 현재 융합 산업과 유비쿼터스 기술이 고도화되면서 U-City, 스마트폰과 같은 다양한 인프라 및 장치에서 고부하를 요구하는 네트워크 컨텐츠를 지원하고 있다. 이에 따라 멀티미디어 데이터와 같은 전통적인 고부하 컨텐츠의 실시간 참조가 급증하여 네트워크 부하에 따른 멀티미디어 재생 품질이 급격히 하락할 것으로 예상된다. 본 논문에서는 서로 다른 재생 성능을 가지는 다양한 클라이언트 매체가 요청하는 스트림 전송량을 시간 중심의 컨텐츠 선호도와 매체 선호도를 통합한 TP(Top Performance) 계수에 따라 MMS(Multimedia Streaming Server)의 가용 트래픽을 차등 할당하여 멀티미디어 재생 품질을 향상시키는 MPP(Media Preference for Presentation) 기반의 트래픽 할당 기법을 개선하였다. 통합된 TP 계수를 실시간 트래픽 할당스케듈러에 적용하고, 시뮬레이션 실험을 통해 멀티미디어 재생 스트림이 서버의 가용 트래픽 이내에서 할당되고 있음을 확인하였다. 그리고 MPP 기반의 실시간 스케듈링 알고리즘을 시간 중심형 영상 컨텐츠와 매체 선호도의 가중치를 이용하여 통합한 TP 계수를 이용하여 개선하였고, 실험을 통해 트래픽을 요청하는 3개의 클라이언트에 대해 3.91%, 4개의 클라이언트에 대해 3.88%의 가용 트래픽 손실률을 줄였다.

User Bandwidth Demand Centric Soft-Association Control in Wi-Fi Networks

  • Sun, Guolin;Adolphe, Sebakara Samuel Rene;Zhang, Hangming;Liu, Guisong;Jiang, Wei
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제11권2호
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    • pp.709-730
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    • 2017
  • To address the challenge of unprecedented growth in mobile data traffic, ultra-dense network deployment is a cost efficient solution to offload the traffic over some small cells. The overlapped coverage areas of small cells create more than one candidate access points for one mobile user. Signal strength based user association in IEEE 802.11 results in a significantly unbalanced load distribution among access points. However, the effective bandwidth demand of each user actually differs vastly due to their different preferences for mobile applications. In this paper, we formulate a set of non-linear integer programming models for joint user association control and user demand guarantee problem. In this model, we are trying to maximize the system capacity and guarantee the effective bandwidth demand for each user by soft-association control with a software defined network controller. With the fact of NP-hard complexity of non-linear integer programming solver, we propose a Kernighan Lin Algorithm based graph-partitioning method for a large-scale network. Finally, we evaluated the performance of the proposed algorithm for the edge users with heterogeneous bandwidth demands and mobility scenarios. Simulation results show that the proposed adaptive soft-association control can achieve a better performance than the other two and improves the individual quality of user experience with a little price on system throughput.

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.