Literature DB >> 16808954

Ultrasonic concentration measurement of aqueous solutions using PLS regression.

Robert Schäfer1, Johan E Carlson, Peter Hauptmann.   

Abstract

This work demonstrates the use of a multivariate statistical technique called partial least squares (PLS) to extract material related data by analyzing spectra of ultrasonic pulses. We show how PLS can be used to estimate the concentration of sodium chloride in an aqueous solution. The paper describes the use of PLS and discusses pre-processing of ultrasonic data, the PLS algorithm as well as model validation. The measured concentrations are compared to reference values. The influence of disturbances and parameter changes is highlighted. The proposed method is easily adaptable to similar applications and permits a cost-saving implementation using existing and approved hardware.

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Year:  2006        PMID: 16808954     DOI: 10.1016/j.ultras.2006.05.204

Source DB:  PubMed          Journal:  Ultrasonics        ISSN: 0041-624X            Impact factor:   2.890


  1 in total

1.  Inline Measurement of Particle Concentrations in Multicomponent Suspensions using Ultrasonic Sensor and Least Squares Support Vector Machines.

Authors:  Xiaobin Zhan; Shulan Jiang; Yili Yang; Jian Liang; Tielin Shi; Xiwen Li
Journal:  Sensors (Basel)       Date:  2015-09-18       Impact factor: 3.576

  1 in total

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