• Title/Summary/Keyword: single-valued

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The Implementable Functions of the CoreNet of a Multi-Valued Single Neuron Network (단층 코어넷 다단입력 인공신경망회로의 함수에 관한 구현가능 연구)

  • Park, Jong Joon
    • Journal of IKEEE
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    • v.18 no.4
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    • pp.593-602
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    • 2014
  • One of the purposes of an artificial neural netowrk(ANNet) is to implement the largest number of functions as possible with the smallest number of nodes and layers. This paper presents a CoreNet which has a multi-leveled input value and a multi-leveled output value with a 2-layered ANNet, which is the basic structure of an ANNet. I have suggested an equation for calculating the capacity of the CoreNet, which has a p-leveled input and a q-leveled output, as $a_{p,q}={\frac{1}{2}}p(p-1)q^2-{\frac{1}{2}}(p-2)(3p-1)q+(p-1)(p-2)$. I've applied this CoreNet into the simulation model 1(5)-1(6), which has 5 levels of an input and 6 levels of an output with no hidden layers. The simulation result of this model gives, the maximum 219 convergences for the number of implementable functions using the cot(${\sqrt{x}}$) input leveling method. I have also shown that, the 27 functions are implementable by the calculation of weight values(w, ${\theta}$) with the multi-threshold lines in the weight space, which are diverged in the simulation results. Therefore the 246 functions are implementable in the 1(5)-1(6) model, and this coincides with the value from the above eqution $a_{5,6}(=246)$. I also show the implementable function numbering method in the weight space.

The Capacity of Multi-Valued Single Layer CoreNet(Neural Network) and Precalculation of its Weight Values (단층 코어넷 다단입력 인공신경망회로의 처리용량과 사전 무게값 계산에 관한 연구)

  • Park, Jong-Joon
    • Journal of IKEEE
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    • v.15 no.4
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    • pp.354-362
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    • 2011
  • One of the unsolved problems in Artificial Neural Networks is related to the capacity of a neural network. This paper presents a CoreNet which has a multi-leveled input and a multi-leveled output as a 2-layered artificial neural network. I have suggested an equation for calculating the capacity of the CoreNet, which has a p-leveled input and a q-leveled output, as $a_{p,q}=\frac{1}{2}p(p-1)q^2-\frac{1}{2}(p-2)(3p-1)q+(p-1)(p-2)$. With an odd value of p and an even value of q, (p-1)(p-2)(q-2)/2 needs to be subtracted further from the above equation. The simulation model 1(3)-1(6) has 3 levels of an input and 6 levels of an output with no hidden layer. The simulation result of this model gives, out of 216 possible functions, 80 convergences for the number of implementable function using the cot(x) input leveling method. I have also shown that, from the simulation result, the two diverged functions become implementable by precalculating the weight values. The simulation result and the precalculation of the weight values give the same result as the above equation in the total number of implementable functions.

A Study on Single Oral Dose Toxicity of Highly-Developed Anthocyanin-Pigmented Rice Varieties (생리활성이 우수한 고품질 유색미의 단회 경구투여 안전성 연구)

  • Han, Hye-Kyoung;Choi, Sung-Sook;Shin, Jin-Chul;Chung, Ha-Sook
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.36 no.5
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    • pp.527-533
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    • 2007
  • The present study was carried out to investigate the potential toxicity of highly-developed rice varieties, Oryza sativa cvs. Jukjinjubyeo, Heuginjubyeo and Heughyangbyeo by a single oral dose in ICR mice. The test article was orally administered once by gavage at dose levels of 0, 2.5, 5.0, and 10.0 g/kg body weight (n=10 for male and female mice for each dose). We examined the number of deaths, general clinical signs, body weights and biochemical analysis for sexes and doses of mice between control and experimental groups. As a result all of the groups were alive during experimental periods and none of the significant clinical symptom and body weight changes were shown in all of the groups. Plasma glucose levels were valued for both control and experimental groups and there were no significant differences between the groups. The activities of aminotransferase were not increased in all experimental groups compared to control groups. The results suggest that the toxicity of the aleurone layer of Oryza sativa cvs. Jukjinjubyeo, Heugjinjubyeo and Heughyangbyeo are low and its $LD_{50}$ is over 10.0 g/kg body weight in both male and female mice.

Development of Multi-sensor Image Fusion software(InFusion) for Value-added applications (고부가 활용을 위한 이종영상 융합 소프트웨어(InFusion) 개발)

  • Choi, Myung-jin;Chung, Inhyup;Ko, Hyeong Ghun;Jang, Sumin
    • Journal of Satellite, Information and Communications
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    • v.12 no.3
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    • pp.15-21
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    • 2017
  • Following the successful launch of KOMPSAT-3 in May 2012, KOMPSAT-5 in August 2013, and KOMPSAT-3A in March 2015 have succeeded in launching the integrated operation of optical, radar and thermal infrared sensors in Korea. We have established a foundation to utilize the characteristics of each sensors. In order to overcome limitations in the range of application and accuracy of the application of a single sensor, multi-sensor image fusion techniques have been developed which take advantage of multiple sensors and complement each other. In this paper, we introduce the development of software (InFusion) for multi-sensor image fusion and valued-added product generation using KOMPSAT series. First, we describe the characteristics of each sensor and the necessity of fusion software development, and describe the entire development process. It aims to increase the data utilization of KOMPSAT series and to inform the superiority of domestic software through creation of high value-added products.

Novel assessment method of heavy metal pollution in surface water: A case study of Yangping River in Lingbao City, China

  • Liu, Yingran;Yu, Hongming;Sun, Yu;Chen, Juan
    • Environmental Engineering Research
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    • v.22 no.1
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    • pp.31-39
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    • 2017
  • The primary purpose of this research is to understand those elements that define heavy metals contamination and to propose a novel assessment method based on principal component analysis (PCA) in the Yangping River region of Lingbao City, China. This paper makes detailed calculations regarding such factors the single-factor assessment ($P_i$) and Nemerow's multi-factor index ($P_N$) of heavy metals found in the surface water of the Yangping River. The maximum values of $P_i$ (Cd) and $P_i$ (Pb) were determined to be 892.000 and 113.800 respectively. The maximum value of $P_N$ was calculated to be 639.836. The results of Pearson's correlation analysis, hierarchical cluster analysis, and PCA indicated heavy metal groupings as follows: Cu, Pb, Zn and As, Hg, Cd. The PCA-based pollution index ($P_{an}$) of samplings was subsequently calculated. The relative coefficient square was valued at 0.996 between $P_{an}$ and $P_N$, which indicated that $P_{an}$ is able to serve as a new heavy metal pollution index; not only this index able to eliminate the influence of the maximum value of $P_i$, but further, this index contains the principal component elements needed to evaluate heavy metal pollution levels.

Home Screen Adaptive Next Generation Broadcasting Service using MSA-ABR (MSA-ABR을 이용한 홈 스크린 적응형 차세대 방송 서비스 연구)

  • Mariappan, Vinayagam;Lee, Minwoo;Lee, Seungyoun;Lee, Junghoon;Lee, Juyoung;Lim, Yunsik;Cha, Jaesang
    • Journal of Satellite, Information and Communications
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    • v.11 no.3
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    • pp.37-42
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    • 2016
  • In this paper, in today's highly complex video and broadcast operations, broadcasters are constantly challenged to reliably deliver low-latency, high-quality video to multiscreen audiences on-air and online. The Adaptive Bit Rate (ABR) protocols enable internet video to a wide range of multiscreen devices. However, video quality is often marginal and would prove unacceptable for valued linear broadcast content delivered to the Big Screen today. The Media information processing technology advances in ABR enables service providers to take control and offer quality managed linear video services to ALL screens in the home, including the Big Screen, with a single unified IP Video infrastructure. The New Multiscreen-Assisted ABR (MSA-ABR) delivery management system proposed using Cloud based multicast-assisted ABR for a broadcast facility that performs routing of contribution content and online publishing services within a virtual, centralized cloud infrastructure.

Prediction of Groundwater Levels in Hillside Slopes Using the Autoregressive Model (AR 모델을 이용한 산사면에서의 지하수위 예측)

  • Lee, In-Mo;Park, Gyeong-Ho;Im, Chung-Mo
    • Geotechnical Engineering
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    • v.9 no.3
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    • pp.67-76
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    • 1993
  • Korea being composed of a number of mountains has been damaged and destroyed in lives and properties by the occurrence of many landslides during the wet seasons. Therefore, it is necessary to study the forecast system and risk analysis for the occurrence of landslides : the rise of groundwater levels due to rainfall is the main cause of landslides. In this paper, the autoregressive models are used to predict the grondwater levls using cases of both time invariant and time -varing autoregressive coefficients. In the former case, AR(1), AR(2), and AR(3) models are selected and their single-valued parameters are estimated to fit them to the observed groundwater level series. In the latter case, modified AR(1) and typical AR(2) models are used as process model and a discrete Kalman Filtering technique is utilized to estimate the parameters which are themselves a function of time. The results show that the real time forecast system using the time-varying autoregressive coefficinets as well as time -invariant AR model is good to predict the groundwater level in hillside slopes and we might get better result if we use the time-hourly rainfall intensity as well as the observed groundwater level.

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Structural characteristics of non-nucleus Abalone half pearl cultured by a new technique (새로운 방법으로 성장된 무핵 전복반형진주의 구조적 특성)

  • Kim, Hea-Yeon;Lee, Dae-Il;Park, Jong-Wan;Shim, Kwang-Bo
    • Journal of the Korean Crystal Growth and Crystal Technology
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    • v.18 no.2
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    • pp.57-61
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    • 2008
  • Non-nucleus Abalone half pearls were cultured by a new technique and their structural characteristics were analyzed using an electron microscopy. This technique was found to grow the pearls depending on the shape of the internal organ of an abalone because this technique induces the pearl layers without adding any nucleus on the specified damage region of a shell. The obtained pearls exhibit natural shapes with a specific luster. The SEM analysis shows that the pearl layers are about $0.34{\mu}m$ with an uniform thickness and the surface of the shell is characterized by the pyramid-shaped bulge with a regular arrangement, which is a typical feature of single-shell. These characteristics of the pearls are thought to develop in the highly-valued Korean gems.

Comparison of Actual Status and Satisfaction of School Uniform between Middle and High School Students (중·고등학생의 교복 착용 실태와 만족도 비교)

  • Lee, Ji-Min;Lee, Jeong-Ran;Koo, Young-Seok
    • Fashion & Textile Research Journal
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    • v.11 no.5
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    • pp.753-763
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    • 2009
  • The purpose of this study was to investigate the wearing situation and satisfaction of school uniforms with the middle and high school boys and girls, who have been in uniforms for one or more years. The subjects for the survey were a total of 560 from the 2nd and the 3rd grade of the middle school, and the 1st and the 2nd grade of the high school. The survey was performed with the questionnaire of 60 questions; 36 questions related to the actual status, such as the purchase, size, repair, and design of a school uniform, and 24 questions related to satisfaction. The results were as follows; 1. Regarding the school uniform purchase, middle school students attached importance to famous brand, while high school students valued design above everything else. The students confused with the school uniform sizing systems were 82.1 % and 72.5 % in middle and high school students. 2. 43% of middle school students and 34% of high school students had experiences of repairing their school uniforms. Regarding the reason for repair, the size misfit was the highest. Boys preferred a single breasted boxy jacket with middle hip line length, and straight trousers, and girls preferred a fitted jacket of waist line length, and flare skirt of the knee line length. 3. School uniform satisfaction score showed that students were not satisfied with their school uniforms so much. Middle school students had significantly lower satisfaction about the design and psychological protection than high school students. Even though high school students showed lower satisfaction about the price and the care of school uniforms, there were no significant differences between them.

New Decoding Scheme for LDPC Codes Based on Simple Product Code Structure

  • Shin, Beomkyu;Hong, Seokbeom;Park, Hosung;No, Jong-Seon;Shin, Dong-Joon
    • Journal of Communications and Networks
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    • v.17 no.4
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    • pp.351-361
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    • 2015
  • In this paper, a new decoding scheme is proposed to improve the error correcting performance of low-density parity-check (LDPC) codes in high signal-to-noise ratio (SNR) region by using post-processing. It behaves as follows: First, a conventional LDPC decoding is applied to received LDPC codewords one by one. Then, we count the number of word errors in a predetermined number of decoded codewords. If there is no word error, nothing needs to be done and we can move to the next group of codewords with no delay. Otherwise, we perform a proper post-processing which produces a new soft-valued codeword (this will be fully explained in the main body of this paper) and then apply the conventional LDPC decoding to it again to recover the unsuccessfully decoded codewords. For the proposed decoding scheme, we adopt a simple product code structure which contains LDPC codes and simple algebraic codes as its horizontal and vertical codes, respectively. The decoding capability of the proposed decoding scheme is defined and analyzed using the parity-check matrices of vertical codes and, especially, the combined-decodability is derived for the case of single parity-check (SPC) codes and Hamming codes used as vertical codes. It is also shown that the proposed decoding scheme achieves much better error correcting capability in high SNR region with little additional decoding complexity, compared with the conventional LDPC decoding scheme.