2009
DOI: 10.1016/j.jhazmat.2008.04.004
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On-line estimation of key process variables based on kernel partial least squares in an industrial cokes wastewater treatment plant

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Cited by 38 publications
(18 citation statements)
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“…For that purpose, part of the training dataset is kept out of the model, predicted and finally compared with the actual values (using CV). A more detailed explanation of the PLS algorithm could be found elsewhere [28][29][30][31]. However, it was found that the number of LVs depicted by this methodology did not allow an acceptable training model.…”
Section: Multivariate Statistical Analysismentioning
confidence: 99%
“…For that purpose, part of the training dataset is kept out of the model, predicted and finally compared with the actual values (using CV). A more detailed explanation of the PLS algorithm could be found elsewhere [28][29][30][31]. However, it was found that the number of LVs depicted by this methodology did not allow an acceptable training model.…”
Section: Multivariate Statistical Analysismentioning
confidence: 99%
“…Some others soft sensors applications for primary variables have been referred to using neural networks (Hamed et al 2004) multivariate statistical processes (Woo et al 2009) or both (Lee et al 2008) all of them based on expensive on-line information comprising, for instance, influent measurements of COD, TN and TSS.…”
Section: Introductionmentioning
confidence: 99%
“…Among them, coke wastewater is considered to be the most toxic one; therefore, it must be thoroughly treated, usually by a combination of physicochemical and biological treatments (Marañόn et al 2008), before being discharged into the environment (Zhang et al 1998;Kumar et al 2003;Kim et al 2007;Park et al 2007;Woo et al 2009). Coke wastewater, largely generated in the cooling step after coking coals at high temperature (900-1100°C) and in the liquid-stripping step of coke oven gas (Kim et al 2008), is generated in coal coking, coal gas purification, and by-product recovery processes of cokemaking factories in the iron-steel-producing industries (Zhang et al 1998).…”
Section: Introductionmentioning
confidence: 99%