• Title/Summary/Keyword: Random Analysis

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Discrimination of Phlomidis Radix and Dipsaci Radix using the Random Amplified Polymorphic DNA Analysis (Random Amplified Polymorphic DNA 분석을 이용한 한속단과 천속단의 감별)

  • Lee, Mi-Young;Ryuk, Jin-Ah;Kim, Hong-Jun;Kim, Young-Hwa;Chae, Byoung-Chan;Ko, Byoung-Seob
    • Korean Journal of Oriental Medicine
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    • v.13 no.1 s.19
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    • pp.147-152
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    • 2007
  • As a result to amplifying 12 samples of 'Sok-dan' through an random amplified polymorphic DNA (RAPD) method using eighteen DEC and URP primers, distinct band forms enabling discrimination of Phlomus umbrosa and Dipsacus asperoides were observable in the UBC 320 primer, UBC 367 primer, UBC 385 primer, UBC 414 primer, UBC 423 primer, URP 3 primer, URP 5 primer and URP 9 primer. The polymorph result amplified with a random primer was evaluated through Gelcompar II, showing a result dividable into two groups. The divided groups were the dried sample group of Dipsacus asperoides and the group of Phlomis umbrosa. In order to recognize the distinction between Dipsaci Radix types, the genetic variation of 'Sok-dan' produced domestically and imported was evaluated through RAPD, and the potential to distinguish these in forms of dried medicine was identified, presenting a method to authentification of Phlomis umbrosa and Dispacus asperoides.

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Simulation of Seismic Ground Accelerations and Seismic Analysis of Flexible Rotor-Bearing System Housed on the Rigid Base (지반가속도의 시뮬레이션과 강기반상(剛基盤上)에 설치된 회전측-베어링계의 지진해석)

  • Kim, Ki Bong
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.9 no.4
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    • pp.51-61
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    • 1989
  • The classical spectral analysis of random vibration is not applicable to the random vibration of nonlinear structures or the dynamic response of active mechanical systems whose governing equations contain random parametric and inhomogeneous excitations. If the random load is simulated, dynamic responses can be obtained with the application of numerical integration schemes to the governing equations of above problems. Thus, in this paper, efficient and practical methods of simulating nonstationary random seismic ground accelerations are presented by using the fast Fourier transform technique. Typical applications of the simulated ground accelerations are the simulations of the dynamic response of rotor-bearing systems under earthquake excitations. The study of accuracy is presented to determine the applicability and practicality of methods of simulation.

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Differentiation of Fusarium oxysporum f. sp. fragariae Isolates by Random amplified Polymorphic DNA (RAPD) Analysis. (Random Amplified Polymorphic DNA(RAPD)를 이용한 딸기 시들음병균(Fusarium oxysporum f. sp. fragariae)의 분류)

  • 현재욱;박원목
    • Korean Journal Plant Pathology
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    • v.12 no.1
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    • pp.41-46
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    • 1996
  • 본 실험은 이병 딸기의 조직에서 분리 동정된 시들음병균(Fusarium oxysporum f. sp. fragariae) 균주들의 유?거 변이를 random amplified polymorphic DNA(RAPD) marker들을 이용하여 조사하였다. 총 24개의 딸기 시들음병 균주들의 DNA를 주형으로 하여 16개의 random 10-mer primer들을 사용하여 증폭시킨 결과 총 231개의 marker들을 이용하여 유전적 변이를 조사해 본 결과 크게 RAPD I과 RAPD II의 2개 그룹으로 나눌 수 있었다. RAPD I그룹에 속하는 균주는 VCG A에 속하는 Y1, K1, K2, K3, K4, N2, N3, N4-1, N6-1, N6-2, N8, N9, N10, M1-2-1 균주, VCG B에 속하는 M4-1 균주 그리고 VCG C에 속하는 N1, Y2 균주들이었고, RAPD II그룹에는 VCG B에 속하는 M1-1, M2-2-1, M2-4-2, M3-2, M3-3-2 균주와 VCG D에 속하는 N1 1 균주가 속하였다. 이들 2그룹 간에는 31%의 유사성이 있었다.

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The Analysis of Random Propagating Worms using Network Bandwidth

  • Ko, Kwang-Sun;Jang, Hyun-Su;Park, Byuong-Woon;Eom, Young-Ik
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.4 no.2
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    • pp.191-204
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    • 2010
  • There is a well-defined propagation model, named the random constant spread (RCS) model, which explains worms that spread their clones with a random scanning strategy. This model uses the number of infected hosts in a domain as a factor in the worms' propagation. However, there are difficulties in explaining the characteristics of new Internet worms because they have several considerable new features: the denial of service by network saturation, the utilization of a faster scanning strategy, a smaller size in the worm's propagation packet, and to cause maximum damage before human-mediated responses are possible. Therefore, more effective factors are required instead of the number of infected hosts. In this paper, the network bandwidth usage rate is found to be an effective factor that explains the propagations of the new Internet worms with the random scanning strategy. The analysis and simulation results are presented using this factor. The simulation results show that the scan rate is more sensitive than the propagation packet for detecting worms' propagations.

Propagation of non-uniformly modulated evolutionary random waves in a stratified viscoelastic solid

  • Gao, Q.;Howson, W.P.;Watson, A.;Lin, J.H.
    • Structural Engineering and Mechanics
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    • v.24 no.2
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    • pp.213-225
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    • 2006
  • The propagation of non-uniformly modulated, evolutionary random waves in viscoelastic, transversely isotropic, stratified materials is investigated. The theory is developed in the context of a multi-layered soil medium overlying bedrock, where the material properties of the bedrock are considered to be much stiffer than those of the soil and the power spectral density of the random excitation is assumed to be known at the bedrock. The governing differential equations are first derived in the frequency/wave-number domain so that the displacement response of the ground may be computed. The eigen-solution expansion method is then used to solve for the responses of the layers. This utilizes the precise integration method, in combination with the extended Wittrick-Williams algorithm, to obtain all the eigen-solutions of the ordinary differential equation. The recently developed pseudo-excitation method for structural random vibration is then used to determine the solution of the layered soil responses.

Performance Comparison Analysis of Artificial Intelligence Models for Estimating Remaining Capacity of Lithium-Ion Batteries

  • Kyu-Ha Kim;Byeong-Soo Jung;Sang-Hyun Lee
    • International Journal of Advanced Culture Technology
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    • v.11 no.3
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    • pp.310-314
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    • 2023
  • The purpose of this study is to predict the remaining capacity of lithium-ion batteries and evaluate their performance using five artificial intelligence models, including linear regression analysis, decision tree, random forest, neural network, and ensemble model. We is in the study, measured Excel data from the CS2 lithium-ion battery was used, and the prediction accuracy of the model was measured using evaluation indicators such as mean square error, mean absolute error, coefficient of determination, and root mean square error. As a result of this study, the Root Mean Square Error(RMSE) of the linear regression model was 0.045, the decision tree model was 0.038, the random forest model was 0.034, the neural network model was 0.032, and the ensemble model was 0.030. The ensemble model had the best prediction performance, with the neural network model taking second place. The decision tree model and random forest model also performed quite well, and the linear regression model showed poor prediction performance compared to other models. Therefore, through this study, ensemble models and neural network models are most suitable for predicting the remaining capacity of lithium-ion batteries, and decision tree and random forest models also showed good performance. Linear regression models showed relatively poor predictive performance. Therefore, it was concluded that it is appropriate to prioritize ensemble models and neural network models in order to improve the efficiency of battery management and energy systems.

Dynamic Characteristics of the Noise and Vibration of High-speed Train's Wheelset using Time-varying Frequency Analysis (시간-주파수 분석을 이용한 고속철도차량 윤축에서 발생하는 소음과 진동의 동적 특성)

  • Lee, Jun-Seok;Choi, Sung-Hoon;Kim, Sang-Soo;Park, Choon-Soo
    • Journal of the Korean Society for Railway
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    • v.12 no.4
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    • pp.465-471
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    • 2009
  • In this paper, a relationship between the noise and vibration of a high-speed train's wheelset is examined by using time-varying frequency analysis with random data analysis which together contributes to a reduction in the number of experimental running. The noise and vibration of the wheelset is mainly caused by an interaction between the wheel and railway which shows in non-stationary characteristics. For the analysis, they are measured by some microphones and accelerometers, and those signals are post-processed by time-varying frequency analysis with random data analysis. From the analysis, their methods are useful for analyzing the noise and vibration of high-speed train's wheelset.

Differentiation of Lentinus edodes Isolates in Korea by Isozyme Polymorphisms and Random Amplified Polymorphic DNA (RAPD) Analysis (Isozyme Polymorphism 및 Random Amplified Polymorphic DNA(RAPD) Pattern에 의한 표고 버섯 품종간 비교)

  • Park, Won-Mok;Ko, Han-Gyu;Park, Ro-Jo;Hong, Ki-Sung;Kim, Gyu-Hyun
    • The Korean Journal of Mycology
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    • v.25 no.3 s.82
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    • pp.176-190
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    • 1997
  • Sixty-three isolates of Lentinus edodes obtained from Korea were used to assess the genetic similarity by isozyme polymorphisms and random amplified polymorphic DNA patterns. The activities of esterase, peroxidase and acid phosphatase displayed 10, 7 and 3 distinct isozyme patterns, respectively. By combining the isozyme patterns obtained with the 3 enzymes, every isolate showed its own distinct electrophoretic phenotypes. A distance matrix calculated between all pairs of 63 electrophoretic phenotypes based on the presence or abscence of isozyme bands were analyzed by the group-average method. Results of the cluster analysis assinged the 63 phenotypes into six major groups. In the analysis of random amplified polymorphic DNA patterns, all isolates of Lentinus edodes were devided into five RAPD groups.

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A case study on the random coefficient model for diet experimental data (변량계수모형의 식이요법 실험자료에 관한 사례연구)

  • Jo, Jin-Nam;Baik, Jai-Wook
    • Journal of the Korean Data and Information Science Society
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    • v.20 no.5
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    • pp.787-796
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    • 2009
  • A random coefficient model is applied when times of the repeated measurements are not fixed in experiments with respect to the subjects. The procedures of the inference of a random coefficient model are same as those of a mixed model. Diet experimental data was used for applying the random coefficient model. Various random coefficient models are investigated for the experimental data, and are compared each other. Finally, optimal random coefficient model would be selected. It resulted from the analysis that for the fixed effect factor, the baseline, treatment, height, and time effect were very significant. The treatment effect of the diet foods and exercises were more effective in losing weight than the effect of the diet foods only. The fixed cubic time effect was very significant. The variance components corresponding to the subject effect, linear time effect, quadratic time effect, and cubic time effect of the random coefficients are all positive. When quartic time effect was added as random coefficients the model did not converge. Thus random coefficients up to the cubic terms was considered as the optimal model.

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Classification of Capsicum annuum Germplasm Using Random Amplified Polymorphic DNA (RAPD를 이용한 고추(Capsicum annuum) 유전자원의 분류)

  • Nam, Seung-Hyun;Choi, Geun-Won;Yoo, Il-Woong
    • Horticultural Science & Technology
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    • v.16 no.4
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    • pp.503-507
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    • 1998
  • This study was initiated to evaluate genetic relationship among various domestic and exotic pepper accessions using random amplified polymorphic DNA(RAPD) markers. The results suggested that the optimum conditions for PCR with random primers in Capsicum spp. could be obtained with 3mM of $MgCl_2$, 1.5U of Taq. DNA polymerase, 10ng of template DNA, $200{\mu}M$ of dNTPs, 200nM of random primer, and $42^{\circ}C$ of annealing temperature. Sixteen random primers showing high band intensity and reproducibility were selected from 80 random primers. Primers having 70% GC content were more effective in DNA amplification than primers having 60% GC content. The total 93 DNA bands including 71 polymorphic bands and 22 monomorphic bands were obtained with selected 16 random primers for 31 pepper cultivars and lines. About 4.4 polymorphic bands per primer were produced. Similarity coefficients were calculated by using 71 polymorphic bands and dendrogram based on the similarity coefficient showed clear classification of 31 peppers into three Capsicum species of Capsicum annuum, Capsicum chinense and Capsicum chacoense.

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