表紙画像

Comparison of neural networks prediction and regression analysis (MLR and PCR) in modelling nonlinear system

Different methods for modelling nonlinear system are investigated in this paper. Neural network (NN) techniques, multiple linear regression (MLR) and principal component regression (PCR) are applied to two nonlinear systems which are sine function and distillation column. For the sake of studying th...

保存先:

書誌詳細
主要な著者:	Zainal Ahmad ,, Yong , Fei San
フォーマット:	論文
出版事項:	2007
オンライン･アクセス:	http://journalarticle.ukm.my/2585/ http://www.ukm.my/jkukm/index.php/jkukm
タグ:	タグ追加タグなし, このレコードへの初めてのタグを付けませんか!

類似資料

Multiple Linear Regression (MLR) and Principal Component Regression (PCR) for ozone (O3) concentrations prediction
著者:: Mohd Napi N.N.L., 等
出版事項: (2023)

Modeling of dengue outbreak prediction in Malaysia: a comparison of neural network and nonlinear regression model
著者:: Husin, Nor Azura, 等
出版事項: (2008)

Evaluation for long term PM10 concentration forecasting using multi linear regression (MLR) and principal component regression (PCR) models
著者:: Abdullah S., 等
出版事項: (2023)

Prediction of Pore Water-Pressure Using Multiple Linear Regression (MLR)
著者:: Abu Bakar, Fatin Amirah
出版事項: (2016)

Different Approaches of Multiple Linear Regression (MLR) Model in Predicting Ozone (O3) Concentration in Industrial Area
著者:: Napi N.N.L.M., 等
出版事項: (2024)

A comparative study for back propagation neural network and nonlinear regression models for predicting dengue outbreak
著者:: Husin, Nor Azura, 等
出版事項: (2008)

Three-hour-ahead of multiple linear regression (MLR) models for particulate matter (PM10) forecasting
著者:: Mansor A.A., 等
出版事項: (2023)

Strength prediction of rotary brace damper using MLR and MARS
著者:: Mansouri, I., 等
出版事項: (2016)

Strength prediction of rotary brace damper using MLR and MARS
著者:: Mansouri, I., 等
出版事項: (2016)

Removal of COD from landfill leachate by predication and evaluation of multiple linear regression (MLR) model and Fenton process
著者:: Roudi, Anita, 等
出版事項: (2019)

Utilising multiple linear regression (mlr) technique in multivariate statistical process monitoring (mspm) system
著者:: Mohd Farid, Mohd Na’aim
出版事項: (2014)

A Nonlinear Model Predictive Control Strategy Using Multiple Neural Network Models.
著者:: Ahmad, Zainal, 等
出版事項: (2006)

A comparison of principal component regression and artificial neural network in fruits quality prediction
著者:: Kim, Seng Chia, 等
出版事項: (2011)

A comparison of principal component regression and artificial neural network in fruits quality prediction
著者:: Kim, Seng Chia, 等
出版事項: (2011)

Utilizing mlr technique in mspm system
著者:: Wan Hairani, Wan Na’aman
出版事項: (2014)

Prediction of Lard in Palm Olein Oil Using Simple Linear Regression (SLR), Multiple Linear Regression (MLR), and Partial Least Squares Regression (PLSR) Based on Fourier-Transform Infrared (FTIR)
著者:: Sim, Siong Fong, 等
出版事項: (2018)

Trend and missing data prediction model of PM10 in central region using ANN and MLR
著者:: Nurul Latiffah, Abd Rani, 等
出版事項: (2018)

Predictive Analytics Of Cigs Solar Cell Using A Combinational Gra-Mlr-Ga Model
著者:: Salehuddin, Fauziyah, 等
出版事項: (2020)

The evaluation on artificial neural networks (ANN) and multiple linear regressions (MLR) models over particulate matter (PM10) variability during haze and non-haze episodes: A decade case study
著者:: Ku Yusof, Ku Mohd Kalkausar, 等
出版事項: (2019)

Multistep short-term wind speed prediction using nonlinear auto-regressive neural network with exogenous variable selection
著者:: Noman F., 等
出版事項: (2023)

Black box nonlinear model predictive control using recurrent neural network
著者:: Hasan, Muhammad, 等
出版事項: (2013)

Prediction of Bottom-Hole Flowing Pressure using general regression neural network
著者:: Memon, P.Q., 等
出版事項: (2014)

River water quality modeling using combined principle component analysis (PCA) and multiple linear regressions (MLR): a case study at Klang River, Malaysia
著者:: Mohd Nasir, Mohd Fahmi, 等
出版事項: (2011)

Comparison between Regression Models, Support Vector Machine (SVM), and Artificial Neural Network (ANN) in River Water Quality Prediction
著者:: Najwa Mohd Rizal N., 等
出版事項: (2023)

Prediction of Future Ozone Concentration for Next Three Days Using Linear Regression and Nonlinear Regression Models
著者:: Mubin Zahari, N., 等
出版事項: (2020)

Prediction of Future Ozone Concentration for Next Three Days Using Linear Regression and Nonlinear Regression Models
著者:: Mubin Zahari N., 等
出版事項: (2023)

Cu2+ removal from synthetic wastewater using amine-modified bentonites: Kinetics and thermodynamic study based on multilinear regression (MLR) modeling
著者:: Khandamov, Davron, 等
出版事項: (2024)

Neural network and regression models for matriculation college
著者:: Razali, Shahirawaty, 等
出版事項: (2006)

Back propagation neural network and non-linear regression models for dengue outbreak prediction
著者:: Husin, Nor Azura
出版事項: (2008)

Nonlinear control with linearized models and neural networks
著者:: Hussain, Mohd Azlan, 等
出版事項: (1995)

Neural networks based nonlinear time series regression for water level forecasting of Dungun River
著者:: Arbain, Siti Hajar, 等
出版事項: (2012)

Case study : Comparison between statics and dynamics neural network model of nonlinear system identification
著者:: Akmal Asyraf Bin Tik
出版事項: (2023)

Food intake calorie prediction using generalized regression neural network
著者:: Gunawan, Teddy Surya, 等
出版事項: (2019)

PREDICTION OF PORE WATER-PRESSURE USING GENERALIZED REGRESSION NEURAL NETWORK
著者:: MOHD SAAD, NOR HASWANI
出版事項: (2016)

Traffic flow prediction model based on neighbouring roads using neural network and multiple regression
著者:: Priambodo, Bagus, 等
出版事項: (2018)

Artificial Neural Network and Regression Models for Predicting Intrusion of Non-Reacting Gases into Production Pipelines
著者:: Chala, G.T., 等
出版事項: (2022)

The prediction of energy consumption using multivariate regression and artificial neural network models: Transport in the GCC
著者:: ALSidairi Z.H.
出版事項: (2023)

Comparison of artificial neural network and multiple regression for partial discharge sources recognition
著者:: Abubakar Masud A., 等
出版事項: (2023)

Nonlinear model-predictive control based on quasi-ARX radial-basis function-neural-network
著者:: Sutrisno, Imam, 等
出版事項: (2014)

Generalized regression neural network for prediction of peak outflow from dam breach
著者:: Sammen, Saad Shauket, 等
出版事項: (2017)