Results 21 to 30 of about 5,519 (170)

A Comparative Regression Analysis between Principal Component and Partial Least Squares Methods for Flight Load Calculation

open access: yesApplied Sciences, 2023
This study investigates and compares various multivariate regression methods, including principal component regression (PCR) and partial least squares regression (PLSR), for flight load analysis and demonstrates their high learning efficiency and strong ...
Qi Yan, Chao Yang, Zhiqiang Wan
doaj   +1 more source

Peroxidase Activity in Tomato Leaf Cells under Salt Stress Based on Micro-Hyperspectral Imaging Technique

open access: yesHorticulturae, 2022
Salt stress has become a major problem in the tomato planting process, of which peroxidase (POD) activity is an important parameter reflecting the antioxidant capacity of plants.
Longguo Wu   +5 more
doaj   +1 more source

Comparison of Some Robust Methods to Estimate Parameters of Partial Least Squares Regression (PLSR)

open access: yesJournal of Economics and Administrative Sciences, 2014
The technology of reducing dimensions and choosing variables are very important topics in statistical analysis to multivariate. When two or more of the predictor variables are linked in the complete or incomplete regression relationships, a problem of multicollinearity are occurred which consist of the breach of one basic assumptions of the ordinary ...
Saja Mohammad Hussein   +1 more
openaire   +2 more sources

Performance of Classification Models of Toxins Based on Raman Spectroscopy Using Machine Learning Algorithms

open access: yesMolecules, 2023
Rapid and accurate detection of protein toxins is crucial for public health. The Raman spectra of several protein toxins, such as abrin, ricin, staphylococcal enterotoxin B (SEB), and bungarotoxin (BGT), have been studied.
Pengjie Zhang   +7 more
doaj   +1 more source

Online NIR Analysis and Prediction Model for Synthesis Process of Ethyl 2-Chloropropionate

open access: yesInternational Journal of Analytical Chemistry, 2015
Online near-infrared spectroscopy was used as a process analysis technique in the synthesis of 2-chloropropionate for the first time. Then, the partial least squares regression (PLSR) quantitative model of the product solution concentration was ...
Wei Zhang   +5 more
doaj   +1 more source

Modeling and Comparison for Auto-association using Support Vector Regression (SVR) and Partial Least Square Regression (PLSR) in Online Monitoring Techniques [PDF]

open access: yesJournal of Korean Institute of Intelligent Systems, 2010
An online monitoring based upon sensor system is essential to assure both efficient operation and safety in the power plant. Of great importance is modeling for auto-association (AA) in online monitoring technique. The objective of auto-associative models lies in predicting true values of plant operation parameters from sensor signals transmitted. This
Seong-Jun Kim, In-Yong Seo
openaire   +1 more source

Estimation of soil organic carbon content by Vis-NIR spectroscopy combining feature selection algorithm and local regression method [PDF]

open access: yesRevista Brasileira de Ciência do Solo, 2023
Soil organic carbon (SOC) content is a critical parameter for evaluating soil health. However, high redundancy and invalid information in soil hyperspectral data can reduce the accuracy and stability of SOC prediction models.
Baoyang Liu   +3 more
doaj   +1 more source

MULTICOMPONENT SPECTROPHOTOMETRIC METHOD FOR SIMULTANEOUS ANALYSIS OF DELAPRIL AND INDAPAMIDE IN TABLETS

open access: yesDrug Analytical Research, 2017
A multicomponent ultraviolet (UV) spectrophotometric method was developed and validated for simultaneous determination of delapril (DEL) and indapamide (IND) in tablets employing the partial least squares regression (PLSR) approach.
Vitor Todeschini   +4 more
doaj   +9 more sources

Characteristic Analysis and Prediction of Rainfall and Runoff in Ankang Section of Hanjiang River Basin

open access: yesRenmin Zhujiang, 2021
Accurate runoff simulation plays a very important role in the planning and management of water resources.However,traditional methods have some limitations in the simulation of runoff near peaks and abrupt points.This paper identifies the abrupt change ...
LIU Yiwen   +3 more
doaj  

Feature Selection Using iPLS Combined with iNSGA-III for Near-Infrared Spectroscopic Determination of the Acidity of Huangshui, a By-product of Chinese Baijiu Production [PDF]

open access: yesShipin Kexue
To address the inefficiency and complexity of traditional chemical methods for measuring the acidity of Huangshui (HS), this study proposed a rapid and non-destructive detection approach using near-infrared (NIR) spectroscopy combined with partial least ...
ZHANG Guiyu, XIANG Xingrui, ZHANG Lei, WANG Yibo, YAN Jun, ZHANG Yunlong
doaj   +1 more source

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