New Models Used to Determine the Dioxins Total Amount and Toxicity (TEQ) in Atmospheric Emissions from Thermal Processes
In order to reduce the calculation effort during the simulation of the emission of polychlorinated dibenzo-p-dioxins and furans (PCDD/F) during municipal solid waste incineration, minimizing the number of simulated components is mandatory. For this purpose, two new multilinear regression models capa...
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2019-11-01
|
Series: | Energies |
Subjects: | |
Online Access: | https://www.mdpi.com/1996-1073/12/23/4434 |
_version_ | 1828109274959577088 |
---|---|
author | Damià Palmer Josep O. Pou L. Gonzalez-Sabaté Jordi Díaz-Ferrero Juan A. Conesa Nuria Ortuño |
author_facet | Damià Palmer Josep O. Pou L. Gonzalez-Sabaté Jordi Díaz-Ferrero Juan A. Conesa Nuria Ortuño |
author_sort | Damià Palmer |
collection | DOAJ |
description | In order to reduce the calculation effort during the simulation of the emission of polychlorinated dibenzo-p-dioxins and furans (PCDD/F) during municipal solid waste incineration, minimizing the number of simulated components is mandatory. For this purpose, two new multilinear regression models capable of determining the dioxins total amount and toxicity of an atmospheric emission have been adjusted based on previously published ones. The new source of data used (almost 200 PCDD/F analyses) provides a wider range of application to the models, increasing also the diversity of the emission sources, from industrial and laboratory scale thermal processes. Only three of the 17 toxic congeners (1,2,3,6,7,8-HxCDD, 2,3,7,8-TCDF and OCDF), whose formation was found to be linearly independent, were necessary as inputs for the models. All model parameters have been statistically validated and their confidence intervals have been calculated using the Bootstrap method. The resulting coefficients of determination (R<sup>2</sup>) for the models are 0.9711 ± 0.0056 and 0.9583 ± 0.0085; its root mean square errors (RMSE) are 0.2115 and 0.2424, and its mean absolute errors (MAE) are 0.1541 and 0.1733 respectively. |
first_indexed | 2024-04-11T10:59:54Z |
format | Article |
id | doaj.art-a947641e03734383bc55ece904c7fd4e |
institution | Directory Open Access Journal |
issn | 1996-1073 |
language | English |
last_indexed | 2024-04-11T10:59:54Z |
publishDate | 2019-11-01 |
publisher | MDPI AG |
record_format | Article |
series | Energies |
spelling | doaj.art-a947641e03734383bc55ece904c7fd4e2022-12-22T04:28:38ZengMDPI AGEnergies1996-10732019-11-011223443410.3390/en12234434en12234434New Models Used to Determine the Dioxins Total Amount and Toxicity (TEQ) in Atmospheric Emissions from Thermal ProcessesDamià Palmer0Josep O. Pou1L. Gonzalez-Sabaté2Jordi Díaz-Ferrero3Juan A. Conesa4Nuria Ortuño5Industrial Engineering Department, Institut Químic de Sarrià - Universitat Ramon Llull, Via Augusta 390, 08017 Barcelona, SpainChemical Engineering Department, Institut Químic de Sarrià - Universitat Ramon Llull, Via Augusta 390, 08017 Barcelona, SpainQuantitative Methods Department, Institut Químic de Sarrià - Universitat Ramon Llull, Via Augusta 390, 08017 Barcelona, SpainAnalytical and Applied Chemistry Department, Institut Químic de Sarrià - Universitat Ramon Llull, Via Augusta 390, 08017Barcelona, SpainDepartment of Chemical Engineering, University of Alicante, P.O. Box 99, E-03080 Alicante, SpainDepartment of Chemical Engineering, University of Alicante, P.O. Box 99, E-03080 Alicante, SpainIn order to reduce the calculation effort during the simulation of the emission of polychlorinated dibenzo-p-dioxins and furans (PCDD/F) during municipal solid waste incineration, minimizing the number of simulated components is mandatory. For this purpose, two new multilinear regression models capable of determining the dioxins total amount and toxicity of an atmospheric emission have been adjusted based on previously published ones. The new source of data used (almost 200 PCDD/F analyses) provides a wider range of application to the models, increasing also the diversity of the emission sources, from industrial and laboratory scale thermal processes. Only three of the 17 toxic congeners (1,2,3,6,7,8-HxCDD, 2,3,7,8-TCDF and OCDF), whose formation was found to be linearly independent, were necessary as inputs for the models. All model parameters have been statistically validated and their confidence intervals have been calculated using the Bootstrap method. The resulting coefficients of determination (R<sup>2</sup>) for the models are 0.9711 ± 0.0056 and 0.9583 ± 0.0085; its root mean square errors (RMSE) are 0.2115 and 0.2424, and its mean absolute errors (MAE) are 0.1541 and 0.1733 respectively.https://www.mdpi.com/1996-1073/12/23/4434pcdd/fdioxins formationmsw incinerationlinear regression modelestimation of toxicitycongener profile |
spellingShingle | Damià Palmer Josep O. Pou L. Gonzalez-Sabaté Jordi Díaz-Ferrero Juan A. Conesa Nuria Ortuño New Models Used to Determine the Dioxins Total Amount and Toxicity (TEQ) in Atmospheric Emissions from Thermal Processes Energies pcdd/f dioxins formation msw incineration linear regression model estimation of toxicity congener profile |
title | New Models Used to Determine the Dioxins Total Amount and Toxicity (TEQ) in Atmospheric Emissions from Thermal Processes |
title_full | New Models Used to Determine the Dioxins Total Amount and Toxicity (TEQ) in Atmospheric Emissions from Thermal Processes |
title_fullStr | New Models Used to Determine the Dioxins Total Amount and Toxicity (TEQ) in Atmospheric Emissions from Thermal Processes |
title_full_unstemmed | New Models Used to Determine the Dioxins Total Amount and Toxicity (TEQ) in Atmospheric Emissions from Thermal Processes |
title_short | New Models Used to Determine the Dioxins Total Amount and Toxicity (TEQ) in Atmospheric Emissions from Thermal Processes |
title_sort | new models used to determine the dioxins total amount and toxicity teq in atmospheric emissions from thermal processes |
topic | pcdd/f dioxins formation msw incineration linear regression model estimation of toxicity congener profile |
url | https://www.mdpi.com/1996-1073/12/23/4434 |
work_keys_str_mv | AT damiapalmer newmodelsusedtodeterminethedioxinstotalamountandtoxicityteqinatmosphericemissionsfromthermalprocesses AT josepopou newmodelsusedtodeterminethedioxinstotalamountandtoxicityteqinatmosphericemissionsfromthermalprocesses AT lgonzalezsabate newmodelsusedtodeterminethedioxinstotalamountandtoxicityteqinatmosphericemissionsfromthermalprocesses AT jordidiazferrero newmodelsusedtodeterminethedioxinstotalamountandtoxicityteqinatmosphericemissionsfromthermalprocesses AT juanaconesa newmodelsusedtodeterminethedioxinstotalamountandtoxicityteqinatmosphericemissionsfromthermalprocesses AT nuriaortuno newmodelsusedtodeterminethedioxinstotalamountandtoxicityteqinatmosphericemissionsfromthermalprocesses |