Analysis of brominated flame retardants in plastics by infrared reflectance spectroscopy

dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.advisorSenna, Francisco
dc.contributor.authorChen, Lingyi
dc.contributor.schoolSähkötekniikan korkeakoulufi
dc.contributor.supervisorSun, Zhipei
dc.date.accessioned2021-01-31T18:17:19Z
dc.date.available2021-01-31T18:17:19Z
dc.date.issued2021-01-25
dc.description.abstractFlame retardants are added to plastics to make the use of plastic products safer. However, brominated flame retardants (BFR) are a source of pollution to the environment, and bioaccumulation of BFRs affects the health of the human beings. For this reason, in the recycling process, waste plastics containing brominated flame retardants (BFR) have to be recycled separately. This thesis focuses on extracting the relation between BFR concentration in plastics and the infrared spectral information. Distinction of waste plastics containing BFR with concentration higher than a specified threshold is also considered. To achieve its goal, this thesis made use of infrared reflectance spectroscopy (IRS). Samples consisting both of pure polymers doped with different type of BFRs and waste plastics were used in the thesis. Near-infrared (NIR) and mid-infrared (MIR) spectra are acquired from the samples. For the plastics made of pure polymers, partial least squares regression (PLS) and variable selection methods were applied to the spectra to build prediction models. The model with the minimum prediction error was obtained using the MIR range. Classification models using the k-nearest neighbors classifier (k-NN) was built using the MIR spectra of waste plastics to distinguish plastics containing higher BFR concentration than a specific threshold, reaching an accuracy of 81%. The results indicate that it is possible to quantify BFRs in pure polymers doped with one type of BFR using IR spectroscopy. The classification model shows that it can identify the plastics containing a high level of BFR concentration.en
dc.format.extent46+1
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/102541
dc.identifier.urnURN:NBN:fi:aalto-202101311844
dc.language.isoenen
dc.locationP1fi
dc.programmeMaster’s Programme in Electronics and Nanotechnology (TS2013)fi
dc.programme.majorLingyi Chenfi
dc.programme.mcodeELEC3052fi
dc.subject.keywordIR spectroscopyen
dc.subject.keywordbrominated flame retardantsen
dc.subject.keywordpartial least squaresen
dc.subject.keywordk-nearest neighborsen
dc.titleAnalysis of brominated flame retardants in plastics by infrared reflectance spectroscopyen
dc.typeG2 Pro gradu, diplomityöfi
dc.type.ontasotMaster's thesisen
dc.type.ontasotDiplomityöfi
local.aalto.electroniconlyyes
local.aalto.openaccessno

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