• 제목/요약/키워드: Linear predictive model

검색결과 288건 처리시간 0.023초

Development Of A Windows-Based Predictive Model For Estimating Sediment Resuspension And Contaminant Release From Dredging Operations

  • Je, Chung-Hwan;Kim, Kyung-Sub
    • Water Engineering Research
    • /
    • 제1권2호
    • /
    • pp.137-146
    • /
    • 2000
  • A windows-based software package, named DREDGE, is developed for estimating sediment resuspension and contaminant release during dredging operations. DREDGE allows user to enter the necessary dredge information, site characteristics, operational data, and contaminant characteristics, then calculates an array of concentration using the given values. The program mainly consists of the near-field models, which are obtained empirically, for estimating sediment resuspension and the far-field models, which are obtained analytically, for suspended sediment transport. A linear equilibrium partitioning approach is applied to estimate particulate and dissolved contaminant concentrations. This software package which requires only a minimal amount of data consists of three components; user input, tabular output, and graphical output. Combining the near-field and far-field models into a user-friendly windows-based computer program can greatly save dredge operator's, planners', and regulators' efforts for estimating sediment transports and contaminant distribution.

  • PDF

Quantitative Structure-Activity Relationships for Radical Scavenging Activities of Flavonoid Compounds by GA-MLR Technique

  • Om, Ae-Son;Ryu, Jae-Chun;Kim, Jae-Hyoun
    • Molecular & Cellular Toxicology
    • /
    • 제4권2호
    • /
    • pp.170-176
    • /
    • 2008
  • The quantitative structure-activity relationship (QSAR) of a set of 35 flavonoid compounds presenting antioxidant activity was established by means of Genetic Algorithm-Multiple Linear Regression (GA-MLR) technique. Four-parametric models for two sets of data, the 1,1-diphenyl-2-picryl hydrazyl (DPPH) radical scavenging activity $(R^2=0.788,\;Q^2_{cv}=0.699\;and\;Q^2_{ext}=0.577)$ and scavenging activity of reactive oxgen species (ROS) induced by $H_2O_2 (R^=0.829,\;Q^2_{cv}=0.754\;and\;Q^2_{ext}=0.573)$ were obtained with low external predictive ability on a mass basis, respectively. Each model gave some different mechanistic aspects of the flavonoid compounds tested in terms of the radical scavenging activity. Topological charge, H-bonding complex and deprotonation processes were likely to be involved in the radical scavenging activity.

마할라노비스-다구치 시스템과 로지스틱 회귀의 성능비교 : 사례연구 (Performance Comparison of Mahalanobis-Taguchi System and Logistic Regression : A Case Study)

  • 이승훈;임근
    • 대한산업공학회지
    • /
    • 제39권5호
    • /
    • pp.393-402
    • /
    • 2013
  • The Mahalanobis-Taguchi System (MTS) is a diagnostic and predictive method for multivariate data. In the MTS, the Mahalanobis space (MS) of reference group is obtained using the standardized variables of normal data. The Mahalanobis space can be used for multi-class classification. Once this MS is established, the useful set of variables is identified to assist in the model analysis or diagnosis using orthogonal arrays and signal-to-noise ratios. And other several techniques have already been used for classification, such as linear discriminant analysis and logistic regression, decision trees, neural networks, etc. The goal of this case study is to compare the ability of the Mahalanobis-Taguchi System and logistic regression using a data set.

Crown Ratio Models for Tectona grandis (Linn. f) Stands in Osho Forest Reserve, Oyo State, Nigeria

  • Popoola, F.S.;Adesoye, P.O.
    • Journal of Forest and Environmental Science
    • /
    • 제28권2호
    • /
    • pp.63-67
    • /
    • 2012
  • Crown ratio is the ratio of live crown length to tree height. It is often used as an important predictor variable for tree growth equation. It indicates tree vigor and is a useful parameter in forest health assessment. The objective of the study was to develop crown ratio prediction models for Tectona grandis. Based on the data set from the temporary sample plots, several non linear equations including logistics, Chapman Richard and exponential functions were tested. These functions were evaluated in terms of coefficient of determination ($R^2$) and standard error of the estimate (SEE). The significance of the estimated parameters was also verified. Plot of residuals against estimated crown ratios were observed. Although the logistic model had the highest $R^2$ and the least SEE, Chapman-Richard and Exponential functions were observed to be more consistent in their predictive ability; and were therefore recommended for predicting crown ratio in the stand.

자동차 소음 환경에서 음성 인식 (Speech Recognition in the Car Noise Environment)

  • 김완구;차일환;윤대희
    • 전자공학회논문지B
    • /
    • 제30B권2호
    • /
    • pp.51-58
    • /
    • 1993
  • This paper describes the development of a speaker-dependent isolated word recognizer as applied to voice dialing in a car noise environment. for this purpose, several methods to improve performance under such condition are evaluated using database collected in a small car moving at 100km/h The main features of the recognizer are as follow: The endpoint detection error can be reduced by using the magnitude of the signal which is inverse filtered by the AR model of the background noise, and it can be compensated by using variants of the DTW algorithm. To remove the noise, an autocorrelation subtraction method is used with the constraint that residual energy obtainable by linear predictive analysis should be positive. By using the noise rubust distance measure, distortion of the feature vector is minimized. The speech recognizer is implemented using the Motorola DSP56001(24-bit general purpose digital signal processor). The recognition database is composed of 50 Korean names spoken by 3 male speakers. The recognition error rate of the system is reduced to 4.3% using a single reference pattern for each word and 1.5% using 2 reference patterns for each word.

  • PDF

NEURAL NETWORK DYNAMIC IDENTIFICATION OF A FERMENTATION PROCESS

  • Syu, Mei-J.;Tsao, G.T.
    • 한국지능시스템학회:학술대회논문집
    • /
    • 한국퍼지및지능시스템학회 1993년도 Fifth International Fuzzy Systems Association World Congress 93
    • /
    • pp.1021-1024
    • /
    • 1993
  • System identification is a major component for a control system. In biosystems, which is nonlinear and dynamic, precise identification would be very helpful for implementing a control system. It is difficult to precisely identify such non-linear systems. The measurable data on products from 2,3-butanediol fermentation could not be included in a process model based on kinetic approach. Meanwhile, a predictive capability is required in developing a control system. A neural network (NN) dynamic identifier with a by/(1+ t ) transfer function was therefore designed being able to predict this fermentation. This modified inverse NN identifier differs from traditional models in which it is not only able to see but also able to predict the system. A moving window, with a dimension of 11 and a fixed data size of seven, was properly designed. One-step ahead identification/prediction by an 11-3-1 BPNN is demonstrated. Even under process fault, this neural network is still able to perform several-step ahead prediction.

  • PDF

다중펄스 방법을 이용한 디컨벌루션 (The Seismic Multipulse Deconvolution)

  • 손호웅
    • 자원환경지질
    • /
    • 제28권5호
    • /
    • pp.487-491
    • /
    • 1995
  • 음성신호를 임펄스 반응으로 압축시키는데 사용되는 선형예측코드의 다중펄스 방법을 다중반사파를 제거시킬수 있도록 개선시켰다. 다중반사파는 층사이에서 연속 반사에 의해 발생하는 것으로서 탄성파 해석을 어렵게 한다. 본 논문에서는 개선된 다중펄스방법을 이용하여 음원 파형요소를 스파이크로 압축시키고 다중반사파를 제거하도록 하였으며, 지하 정보를 갖고 있는 반사계수 함수의 크기와 위치를 연속 계산방식에 의해 이끌어 냈었다. 개선된 다중펄스 방법의 탄성파 자료에의 적용은 좋은 결과를 보여주고 있다.

  • PDF

우도에 기반한 임의효과에 대한 추론과 로지스틱 회귀모형에서의 응용 (Likelihood-Based Inference of Random Effects and Application in Logistic Regression)

  • 김광수
    • 응용통계연구
    • /
    • 제28권2호
    • /
    • pp.269-279
    • /
    • 2015
  • 본 논문에서는 임의효과에 대한 추론 문제가 다루어졌으며 이 추론에서 신뢰분포를 사용하는 것이 제안되었다. 신뢰분포를 이용한 방법은 표본의 크기가 작아도 임의절편들이 있는 로지스틱 회귀분석에서 좋은 결과를 보여주었으며, 자료분석을 통해서도 각 개체가 가지는 임의효과들에 대한 세밀한 분석이 가능함을 확인하였다.

청각장애아 및 건청아 음성으로부터 성도 면적 추정 (Vocal Tract Area Estimation from Deaf and Normal Children's Speech)

  • 김세환;권오욱
    • 대한음성학회:학술대회논문집
    • /
    • 대한음성학회 2005년도 추계 학술대회 발표논문집
    • /
    • pp.51-54
    • /
    • 2005
  • This paper analyzes the vocal tract area estimation algorithm used as a part of a speech analysis program to help deaf children correct their pronunciations by comparing their vocal tract shape with normal children's. Assuming that a vocal tract is a concatenation of cylinder tubes with a different cross section, we compute the relative vocal tract area of each tube using the reflection coefficients obtained from linear predictive coding. Then, obtain the absolute vocal tract area by computing the height of lip opening with a formula modified for children's speech. Using the speech data for five Korean vowels (/a/, /e/, /i/, /o/, and /u/), we investigate the effects of the sampling frequency, frame size, and model order. We compare vocal tract shapes obtained from deaf and normal children's speech.

  • PDF

Predictive Control Algorithms for Adaptive Optical Wavefront Correction in Free-space Optical Communication

  • Ke, Xizheng;Yang, Shangjun;Wu, Yifan
    • Current Optics and Photonics
    • /
    • 제5권6호
    • /
    • pp.641-651
    • /
    • 2021
  • To handle the servo delay in a real-time adaptive optics system, a linear subspace system identification algorithm was employed to model the system, and the accuracy of the system identification was verified by numerical calculation. Experimental verification was conducted in a real test bed system. Through analysis and comparison of the experimental results, the convergence can be achieved only 200 times with prediction and 300 times without prediction. After the wavefront peak-to-valley value converges, its mean values are 0.27, 4.27, and 10.14 ㎛ when the communication distances are 1.2, 4.5, and 10.2 km, respectively. The prediction algorithm can effectively improve the convergence speed of the peak-to-valley value and improve the free-space optical communication performance.