• 제목/요약/키워드: Separation Kernel

검색결과 32건 처리시간 0.031초

Bhattacharyya 커널을 적용한 Centroid Neural Network (Centroid Neural Network with Bhattacharyya Kernel)

  • 이송재;박동철
    • 한국통신학회논문지
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    • 제32권9C호
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    • pp.861-866
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    • 2007
  • 본 논문은 가우시안 확률분포함수 (Gaussian Probability Distribution Function) 데이터 군집화를 위해 중심신경망 (Centroid Neural Network, CNN)에 Bhattacharyya 커널을 적용한 군집화 알고리즘 (Bhattacharyya Kernel based CNN, BK-CNN)을 제안한다. 제안된 BK-CNN은 무감독 알고리즘인 중심신경망을 기반으로 하고 있으며, 커널 방법을 이용하여 데이터를 특징공간에서 투영한다. 입력공간의 비선형 문제를 선형적으로 해결하기 위해 제안한 커널 방법인데, 확률분포 사이의 거리측정을 위해 Bhattacharyya 거리를 이용한 커널방법을 사용하였다. 제안된 BK-CNN을 영상데이터 분류의 문제에 적용했을 때, 제안된 BK-CNN 알고리즘이 Bhattacharyya 커널을 적용한 k-means, 자기조직지도(Self-Organizing Map)와 중심 신경망등의 기존 알고리즘보다 1.7% - 4.3%의 평균 분류정확도 향상을 가져옴을 확인할 수 있었다.

Study on the ensemble methods with kernel ridge regression

  • Kim, Sun-Hwa;Cho, Dae-Hyeon;Seok, Kyung-Ha
    • Journal of the Korean Data and Information Science Society
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    • 제23권2호
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    • pp.375-383
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    • 2012
  • The purpose of the ensemble methods is to increase the accuracy of prediction through combining many classifiers. According to recent studies, it is proved that random forests and forward stagewise regression have good accuracies in classification problems. However they have great prediction error in separation boundary points because they used decision tree as a base learner. In this study, we use the kernel ridge regression instead of the decision trees in random forests and boosting. The usefulness of our proposed ensemble methods was shown by the simulation results of the prostate cancer and the Boston housing data.

옥수수 종실 및 속대의 Phytosterol 동정과 함량 변이 (Identification and Quantification of Phytosterols in Maize Kernel and Cob)

  • 김선림;김미정;정건호;이유영;손범영;김정태;이진석;배환희;고영삼;김상곤;백성범
    • 한국작물학회지
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    • 제63권2호
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    • pp.131-139
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    • 2018
  • 옥수수 종실(kernel)과 속대(cob)의 불검화물(ZML) 중 phytosterol의 조성과 함량의 변이를 구명하여 고품질 옥수수 신품종 육성 및 생리활성물질의 유용 소재화를 위한 기초자료로 활용하고자 본 연구를 실시하여 얻어진결과를 요약하면 다음과 같다. 1. 옥수수 종실과 속대의 포화지방산은 phytosterol 함량과 부의 상관관계의 경향이었고, 불포화지방산 중 stearic 및 linoleic acid는 정상관 경향을 보였으나, linolenic acid는 종실에서 정상관($r=0.652^*$), 속대는 부상관($r=-0.505^*$) 관계를 보였다. 2. 옥수수 종실의 불검화물을 TLC로 분리한 결과 band I (campesterol, stigmasterol, ${\beta}$-sitosterol), band II (${\Delta}^5$-avenasterol), band III (${\Delta}^7$-stigmastenol), 및 band IV (${\Delta}^7$-avenasterol)로 뚜렷하게 분리되었고, 속대는 band I~IV 이외에도 3종 이상의 band가 추가적으로 분리되었다. 3. 옥수수 종실과 속대에 함유된 phytosterol의 GC 분리 패턴을 확인한 결과 campesterol, stigmasterol 및 ${\beta}$-sitosterol의 분리능이 좋았으나, ${\Delta}^7$-avenasterol (RT 22.846), ${\Delta}^7$-stigmastenol (RT 22.852) 및 ${\Delta}^5$-avenasterol (RT 22.862)은 혼합물질 상태로는 분리가 되질 않았다. 4. 옥수수 종실의 평균 phytosterol 함량은 635.9 mg/100g, 속대는 273.0 mg/100 g으로 종실이 속대에 비해 약 2.4배 정도 phytosterol 함량이 높았다. 옥수수 종실의 phytosterol 조성은 ${\beta}$-sitosterol 80.05% > campesterol 10.5% > stigmasterol 9.46% 순이었으나, 속대는 ${\beta}$-sitosterol 59.43% > stigmasterol 31.72% > campesterol 10.98%으로 종실과 속대의 phytosterol 조성비는 다소 상이하였다. 5. 본 연구 결과를 토대로 판단할 때 옥수수 종실에 함유된 ${\beta}$-sitosterol, campesterol 및 stigmasterol의 생합성 경로에서 전구물질이 되는 ${\Delta}^7$-avenasterol, ${\Delta}^7$-stigmastenol 및 ${\Delta}^5$-avenasterol이 옥수수 속대에서 검출되는 것으로 보아 옥수수 종실의 phytosterol은 속대에서 합성되어 종실로 전이되는 물질인 것으로 추정되었다.

보통형 콤바인 부착용 유채 예취장치 개발(II) - 유채 수확 적응성 평가 - (Development of a Rapeseed Reaping Equipment Attachable to a Conventional Combine (II) - Evaluation of Feasibility in Rapeseed Harvesting -)

  • 이충근;최용;장영석;정용수;이승규;이왕돈
    • Journal of Biosystems Engineering
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    • 제34권1호
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    • pp.21-29
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    • 2009
  • A rapeseed reaping equipment attachable to a conventional combine was developed in order to harvest rapeseed for bio-diesel materials. This study was carried out to measure the harvest feasibility of a prototype combine in rapeseed fields. Grain, stem and pod flow rate, grain qualities (whole kernel, damaged kernel, unhulled kernel, material-other-than-grain) and grain loss rates (header, threshing, separation) were investigated in each field test. As the result of the fold test, the average grain flow rates of SUNMANG and MS varieties showed 1,430 kg/h and 2,038 kg/h, respectively. The average stem and pod flow rates showed 3,443 kg/h and 6,596 kg/h, respectively. In each working speed, the average whole kernel rate and the material-other-than-grain showed 99.9% and below 0.08%, respectively. In the average grain loss, the rates showed 5.66% in case of SUNMANG and 5.94% in MS. Header loss was higher than other parts for SUNMANG. However, threshing loss was relatively higher than other parts for MS. Header loss rate due to side cutter knifes, however, was not so high when compared with a grain loss due to the cutter bar. Effective field capacity and field efficiency of the prototype combine showed 0.389 ha/h and 44%, respectively. Comparison of customary combine with the prototype combine through field test demonstrated that the header loss was reduced by 69.3% when the prototype combine was used.

콤바인 선별실(選別室)의 기류선별(氣流選別)에 관한 연구(硏究) (Pneumatic Separation on Separating Unit of a Combine Harvester)

  • 정창주;남상일;주봉철
    • Journal of Biosystems Engineering
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    • 제13권3호
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    • pp.32-43
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    • 1988
  • This study was attempted to investigate the pneumatic separation on separating unit of a combine harvester. The aerodynamic characteristics of threshed materials were analyzed by experiments. The air velocity distribution within the separation chamber was measured for various speeds of the winnower and suction fans to find out the operational and design conditions of the separating unit which would serve for reducing the grain loss from chaff outlet. The results of study arc summarized as follows: 1. Based on the separation curve of threshed materials analyzed, it was shown that three different kind. of materials-kernels, straw chaff, and leaf chaff were as a whole able to be separated pneumatically, regardless of varieties. However, a small amount of the separation grain loss may be expected to occur if the complete separation between kernels and straw chaff would be undertaken because some portion of their separation curve were overlapping. 2. The analysis of air velocity distribution showed that the separation chamber may be divided into two regions, the discharging and separating. The air velocity of the discharging region was 5-15 m/s and that of the separating region 2-5 m/s. 3. The air movement of the separation chamber may be a turbulence flow, being its speed became greater as it moves from the left to the right section of the separation chamber. The equi-speed line. of air flow had a steep gradient in between the discharging and the separation regions. The air velocity in the discharging region was much higher than the terminal velocity of kernels, because of which those kernels appearing in the region could be possibly exhausted as the grain loss from the chaff outlet. 4. The motion trajectory of threshed material in the separating region was dominantly affected by the winnower fan, on the other hand, its motion in the discharging region was affected by suction fan. 5. The grain loss from the chaff outlet was affected greatly by the winnower fan and the trace of kernel movement. It was observed that the optimum working speed to give minimum grain loss from chaff outlet for the combine tested should be maintained at 950~1,150 rpm for the winnower fan and 1,850 rpm for the suction fan. 6. It was shown that a large portion of grain loss from chaff outlet may occur when the kernels may bump against a portion of separation chamber wall and those kernels thus scattered into the discharging region were sucked by the suction fan. It was accordingly recommended that a new design of the wall of separation chamber so as to bump down kernels may be necessary to reduce grain loss from the chaff outlet.

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Analysis of Broken Rice Separation Efficiency of a Laboratory Indented Cylinder Separator

  • Kim, Myoung Ho;Park, Seung Je
    • Journal of Biosystems Engineering
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    • 제38권2호
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    • pp.95-102
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    • 2013
  • Purpose: Using a laboratory indented cylinder separator, broken rice separation experiments were conducted and the characteristics of the separation process were studied to provide information for developing a prototype indented cylinder broken rice separator. Methods: Rice (Ilmi variety) milled in a local RPC was used for the experiment. Rice kernels were classified into four groups according to their length l; whole kernels (I > 3.75 mm), semi-whole kernels (2.5 < I < 3.75 mm), broken kernels (1.75 < I < 2.5 mm), and foreign matters (I < 1.75 mm). A laboratory grain cleaner, Labofix '90 (Schmidt AG, Germany) was used for the experiments. Experiments were designed as a $4{\times}4$ factorial arrangement in randomized blocks with three replications. Cylinder rotational speeds (17, 34, 51, 68 rpm) and trough angles (15, 37.5, 60, $82.5^{\circ}$) were the two factors and feed rates (25, 50 kg/h), indent shapes (Us, $S_1$ type), and indent sizes (2.5, 3.75 mm) were treated as the blocks. Two 125 g samples and one 125 g sample were taken at the cylinder outlet and from the trough, respectively. The whole, semi-whole, and broken kernel weight ratio of the samples and feed was determined by a rice sizing device. From these weight ratios, purities, degrees of extraction and coefficient of separation efficiency were calculated. Results: Trough angle, cylinder speed, and their interaction on the coefficient of separation efficiency were statistically significant. Cylinder speed of 17, 34, and 51 rpm made the most effective separation when the trough angle was $15^{\circ}$ or $37.5^{\circ}$, $60^{\circ}$, and $82.5^{\circ}$, respectively. Maximum values of coefficient of separation efficiency were in the range of 60 to 70% except when the indent size was 2.5 mm and were recorded for the combinations of low cylinder speed (17 rpm) with medium trough angle ($37.5^{\circ}$ or $60^{\circ}$). Indent shape did not appear to make any noticeable difference in separation efficiency. Conclusions: Due to the interaction effect, the trough angle needs to be increased appropriately when an increase in cylinder speed is made if a rapid drop of effectiveness of separation should be avoided. In commercial applications, $S_1$ type indents are preferred because of their better manufacturability and easier maintenance. For successful separation of broken kernels, the indent size should be set slightly bigger than the actual sizes of broken kernels: an indent size of 3.0 mm for separating broken kernels shorter than 2.5 mm.

The Use of Lupins in Feeding Systems - Review -

  • Petterson, D.S.
    • Asian-Australasian Journal of Animal Sciences
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    • 제13권6호
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    • pp.861-882
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    • 2000
  • The seed, or grain, of modern cultivars of Lupinus angustifolius, commonly known as Australian sweet lupins (ASL), is an established feed resource for the intensive animal industries of Australia, Japan, Korea and several other countries in Asia and Europe. Since the introduction of ASL to the world marketplace about 25 years ago, researchers in many countries have found them to be a valuable component of the diet of beef and dairy cattle, sheep, pigs, poultry, finfish and crustaceans. The seed of ASL contains ~32% crude protein (CP) (~35% DM basis) and 5% oil. The main storage carbohydrates in the seed are the ${\beta}$-galactans that comprise most of the cell-wall material of the kernel and the cellulose and hemicellulose of the thick seed coats. ASL seeds contain about 40% non-starch polysaccharides (NSP) and a negligible amount of starch. This makes them an excellent ingredient for ruminant diets, as the risk of acidosis is very low. The seed of modern cultivars of domesticated Lupinus species contain negligible amounts of lectins and trypsin inhibitors so they do not require preheating before being used as an ingredient in feeds for monogastric species. They have a high digestibility coefficient for protein, >90% for most species, but a low energy digestibility, ~60%, which is mostly due to the high content of NSP. The low content of methionine (0.22%) and of lysine (1.46%) is typical of the legumes. The lysine availability for pigs is >70%. Lupin kernels contain ~39% CP (~42% DM basis), 6% oil and 30% NSP. They have a higher digestible energy for pigs and finfish and a higher metabolisable energy for poultry than whole seed. Commercial operations rarely achieve complete separation of kernel from hull and it is more likely that the kernel fraction, called splits or meats, will contain ~36% CP. The replacement of soybean meal or peas with ASL in cereal-based diets for most intensively reared animals, birds and fish is possible provided lysine, methionine and digestible energy levels are kept constant. This makes ASL economically competitive in many, but not all, circumstances.

안드로이드 IPC 가속화를 위한 커널 바인더 캐쉬의 설계 및 구현 (Design and Implementation of Kernel Binder Cache for Accelerating Android IPC)

  • 연제성;고건;이은지
    • 한국인터넷방송통신학회논문지
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    • 제16권5호
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    • pp.33-38
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    • 2016
  • 현재 안드로이드는 유저 레벨의 데몬들을 통하여 시스템에 필요한 기능을 서비스 함수로 지원하고 IPC를 사용해 호출되도록 한다. 그런데 서비스 함수를 관리하는 작업이 빈번하게 사용되는 Critical Path 임에도 불구하고, 유저 레벨 프로세스가 수행하도록 되어 있다. 이러한 분리된 구조는 모듈성과 유연성의 관점에서 효율적이지만 복잡한 소프트웨어 스택 및 컨텍스트 스위치 오버헤드 등으로 서비스 응답 시간이 상당히 저하된다. 본 논문에서는 안드로이드 IPC 매커니즘의 병목점이 되는 부분을 분석하고 개선함으로써 이러한 문제를 해결한다. 우리는 IPC 지연 시간 중 55%가 커널과 컨텍스트 매니저 사이의 커뮤니케이션 오버헤드인 것을 발견하고, 서비스 함수 중 자주 접근되는 것들에 대한 정보는 커널 내에 캐쉬 형태로 유지하는 기법을 제안한다. 제안된 IPC 캐쉬는 안드로이드 5.0에 구현되었으며, 다양한 모바일 벤치마크를 통해 성능평가를 수행한 결과 52.9%의 성능이 향상되었다.

일반화된 판별분석 기법을 이용한 능동소나 표적 식별 (Sonar Target Classification using Generalized Discriminant Analysis)

  • 김동욱;김태환;석종원;배건성
    • 한국정보통신학회논문지
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    • 제22권1호
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    • pp.125-130
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    • 2018
  • 선형판별분석(LDA) 기법은 특징벡터의 차원을 줄이거나 클래스 식별에 이용되는 통계적 분석 방법이다. 그러나 선형 분리가 불가능한 데이터 집합의 경우에는 비선형 함수를 이용하여 특징벡터를 고차원의 공간으로 사상(mapping) 시켜줌으로써 선형 분리가 가능하도록 만들 수 있는데, 이러한 기법을 일반화된 판별분석(GDA) 또는 커널판별분석(KDA) 기법이라고 한다. 본 연구에서는 인터넷에 공개되어 있는 능동소나 표적신호에 LDA 및 GDA 기법을 이용하여 표적식별 실험을 수행하고, 그 결과를 비교/분석하였다. 실험 결과 104개의 테스트 데이터에 대해 LDA 기법으로는 73.08% 인식률을 얻었으나 GDA 기법으로는 95.19%로 기존의 MLP 또는 커널 기반 SVM에 비해 나은 성능을 보였다.

A Method for Separating Volterra Kernels of Nonlinear Systems by Use of Different Amplitude M-sequences

  • Harada, Hiroshi;Nishiyama, Eiji;Kashiwagi, Hiroshi;Yamaguchi, Teruo
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1998년도 제13차 학술회의논문집
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    • pp.271-274
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    • 1998
  • This paper describes a new method for separation of the Volterra kernels which are identified by use of M-sequence. One of the authors has proposed a method for identification of Volterra kernels of nonlinear systems using M-sequence and correlation technique. When M-sequence are applied to a nonlinear systems, the cross-correlation function between the input and the output of the nonlinear systems includes cross-sections of high-order Volterra kernels. However, if various order Volterra kernels exixt on the obtained cross-correlation function, it is difficult to separate the Volterra kernels. In this paper, the authors show that the magnitude of Volterra kernels is maginified by the amplitude of M-sequence according to the order of Volterra kernels. By use of this property, each order Volterra kernels is obtained by solving linear equations. Simulations are carried out for some nonlinear systems. The results show that Volterra kernels can be separated in each order successfully by the proposed method.

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