Open Access

Journal of Cleaner Production, volume 418, pages 138042

Rapid and accurate quality assessment method of recycled food plastics VOCs by electronic nose based on Al-doped zinc oxide

Zaytsev Valeriy ¹

Fedorov Fedor S. ¹

Goikhman Boris ¹

Maslennikov Alexander ²

Mashukov Vasilii ³

Simonenko Tatiana L. ⁴

Gabdullina Dinara ³

Kovalenko Oleg ³

Simonenko Nikolay P. ⁴

Kvitko Polina ³

Penkova Olga ⁵

Satybaldina Dina ⁶

Seilov Shakhmaran ⁶

Dubinina Tatiana S. ¹

Gorin Dmitry A. ¹

Nasibulin Albert G. ¹

Hide authors affiliations Show authors affiliations: 6 affiliations

Skolkovo Institute of Science and Technology, 3 Nobel Str., 121205, Moscow, Russia |

SIBUR LLC, 16/1 Krzhizhanovskiy str., 117218, Moscow, Russia |

SIBUR PolyLab LLC, Skolkovo Innovation Center 2 Bolshoy Boulevard, 121205, Moscow, Russia |

⁴

Kurnakov Institute of General and Inorganic Chemistry of the Russian Academy of Sciences, 31 Leninsky pr., 119991, Moscow, Russia |

⁵

NIOST LLC, 2 bld. 270 Kuzovlevsky Tract, 634022, Tomsk, Russia |

⁶

L.N. Gumilyov Eurasian National University, 2 Satpayev Str., 010008, Astana, Kazakhstan |

Publication type: Journal Article

Publication date: 2023-09-01

Elsevier

Journal: Journal of Cleaner Production

Quartile SCImago

Quartile WOS

Impact factor: 11.1

ISSN: 09596526, 18791786

DOI: 10.1016/j.jclepro.2023.138042

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Industrial and Manufacturing Engineering

Renewable Energy, Sustainability and the Environment

General Environmental Science

Building and Construction

Strategy and Management

Abstract

Plastic recycling technologies are being actively developed and implemented to cope with increasing volume of plastic. Such technologies require new analytical tools able to control the quality of the recycled polymers to be further integrated in production processes. Here, we propose a rapid and selective quality assessment method for polymer materials made of high-density polyethylene using electronic nose with aluminum doped zinc oxide sensing material in combination with the RandomForestClassifier machine learning tool. We test total content of volatile organic compounds both odor-active responsible for the smell and odorless of primary and secondary plastics, and evaluate corresponding organic vapors emitted by the plastics by headspace gas chromatography and mass-spectrometry at optimized conditions like sample temperature, sensor signal recovery time. The electronic nose demonstrated the good correlation of vector signal with the emitted volatile compounds with an accuracy more than 98.5% when discriminating between primary and secondary plastics. Addition of zeolites to the recycled plastic is shown to decrease the appearance of off-odors.

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Citations by journals

	1
WSEAS Transactions on Environment and Development	WSEAS Transactions on Environment and Development, 1, 100% WSEAS Transactions on Environment and Development 1 publication, 100%
	1

Citations by publishers

	1
World Scientific and Engineering Academy and Society (WSEAS)	World Scientific and Engineering Academy and Society (WSEAS), 1, 100% World Scientific and Engineering Academy and Society (WSEAS) 1 publication, 100%
	1

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Zaytsev V. et al. Rapid and accurate quality assessment method of recycled food plastics VOCs by electronic nose based on Al-doped zinc oxide // Journal of Cleaner Production. 2023. Vol. 418. p. 138042.

GOST all authors (up to 50) Copy

Zaytsev V., Fedorov F. S., Goikhman B., Maslennikov A., Mashukov V., Simonenko T. L., Gabdullina D., Kovalenko O., Simonenko N. P., Kvitko P., Penkova O., Satybaldina D., Seilov S., Dubinina T. S., Gorin D. A., Nasibulin A. G. Rapid and accurate quality assessment method of recycled food plastics VOCs by electronic nose based on Al-doped zinc oxide // Journal of Cleaner Production. 2023. Vol. 418. p. 138042.

RIS |

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RIS Copy

TY - JOUR

DO - 10.1016/j.jclepro.2023.138042

UR - https://doi.org/10.1016%2Fj.jclepro.2023.138042

TI - Rapid and accurate quality assessment method of recycled food plastics VOCs by electronic nose based on Al-doped zinc oxide

T2 - Journal of Cleaner Production

AU - Zaytsev, Valeriy

AU - Fedorov, Fedor S.

AU - Goikhman, Boris

AU - Maslennikov, Alexander

AU - Mashukov, Vasilii

AU - Simonenko, Nikolay P.

AU - Simonenko, Tatiana L.

AU - Gabdullina, Dinara

AU - Kovalenko, Oleg

AU - Kvitko, Polina

AU - Penkova, Olga

AU - Satybaldina, Dina

AU - Seilov, Shakhmaran

AU - Dubinina, Tatiana S.

AU - Gorin, Dmitry A.

AU - Nasibulin, Albert G.

PY - 2023

DA - 2023/09/01 00:00:00

PB - Elsevier

SP - 138042

VL - 418

SN - 0959-6526

SN - 1879-1786

ER -

BibTex

Cite this

BibTex Copy

@article{2023_Zaytsev,

author = {Valeriy Zaytsev and Fedor S. Fedorov and Boris Goikhman and Alexander Maslennikov and Vasilii Mashukov and Nikolay P. Simonenko and Tatiana L. Simonenko and Dinara Gabdullina and Oleg Kovalenko and Polina Kvitko and Olga Penkova and Dina Satybaldina and Shakhmaran Seilov and Tatiana S. Dubinina and Dmitry A. Gorin and Albert G. Nasibulin},

title = {Rapid and accurate quality assessment method of recycled food plastics VOCs by electronic nose based on Al-doped zinc oxide},

journal = {Journal of Cleaner Production},

year = {2023},

volume = {418},

publisher = {Elsevier},

month = {sep},

url = {https://doi.org/10.1016%2Fj.jclepro.2023.138042},

pages = {138042},

doi = {10.1016/j.jclepro.2023.138042}

}

Found error?

Publisher

Elsevier

Journal

Journal of Cleaner Production

Quartile SCImago

Quartile WOS

Impact factor

11.1

ISSN

09596526 (Print)
18791786 (Electronic)

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