Projects per year
Abstract
Global textile production is mainly based on polyester and cotton fibers. A majority of textiles at the end of their lifecycle are currently landfilled or incinerated, but will be increasingly recycled in the future. Here, we discuss how the polyester content in blended textiles can be estimated based on hyperspectral near infrared imaging with the aim of developing machine vision for textile characterization and recycling. Differences in the textile samples were first visualized based on a principal component model and the polyester contents of individual image pixels were then predicted using image regression. The results showed average prediction errors of 2.2-4.5% within a range of 0-100% polyester and enabled visualizing the spatial changes in the polyester contents of the textiles. We foresee that digitalized tools similar to what we report here will be increasingly important in the future as more emphasis is placed on coordinated collection, sorting and reuse of waste textiles.
Original language | English |
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Article number | 105007 |
Number of pages | 7 |
Journal | Resources, Conservation and Recycling |
Volume | 161 |
DOIs | |
Publication status | Published - Oct 2020 |
MoE publication type | A1 Journal article-refereed |
Keywords
- Cellulose
- Hyperspectral imaging
- Near infrared
- Polyester
- Regression
- Textiles
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Dive into the research topics of 'Machine vision estimates the polyester content in recyclable waste textiles'. Together they form a unique fingerprint.Projects
- 2 Finished
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-: Sustainable textile systems: Co-creating resource-wise business for Finland in global textile networks
Sixta, H. (Principal investigator), Schlapp-Hackl, I. (Project Member), Westerback, H. (Project Member), Mäkelä, M. (Project Member), Ujhelyi, K. (Project Member) & Fang, W. (Project Member)
01/06/2019 → 28/02/2023
Project: Academy of Finland: Strategic research funding
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-: Sustainable textile systems: Co-creating resource-wise business for Finland in global textile networks
Halme, M. (Principal investigator), Pyhälammi, A. (Project Member), Härri, A. (Project Member), Haukkala, T. (Project Member), Heikura, T. (Project Member), Lewe, E. (Project Member), Patala, S. (Project Member), Miller, E. (Project Member), Sahimaa, O. (Project Member), Turunen, L. L. M. (Project Member), Villo, S. (Project Member), Khan, I. (Project Member), Ovaska, J.-P. (Project Member), Dzhengiz, T. (Project Member), Dagnaud, K. (Project Member) & Rehula, E. (Project Member)
01/06/2019 → 10/03/2023
Project: Academy of Finland: Strategic research funding