Discrimination of Plastic Waste using Laser-induced Breakdown Spectroscopy- principal Component Analysis: Highlighting Molecular LIBS

被引:3
作者
Abdulmadjid, S. N. [1 ]
Hartadi, B. S. [1 ]
Mitaphonna, R. [2 ]
Iqhrammullah, M. [2 ]
机构
[1] Nat Sci Univ Syiah Kuala, Fac Math, Dept Phys, Banda Aceh, Indonesia
[2] Univ Syiah Kuala, Grad Sch Math & Appl Sci, Banda Aceh, Indonesia
来源
INTERNATIONAL JOURNAL OF ENGINEERING | 2023年 / 36卷 / 01期
关键词
Spectroscopy; Plastic Waste; Polyethylene Terephthalate; Polypropylene; Principal Component Analysis; Molecular Laser-induced Breakdown; QUANTITATIVE-ANALYSIS; IDENTIFICATION; CLASSIFICATION; ELEMENTS;
D O I
10.5829/IJE.2023.36.01a.12
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Growing plastic waste emission as a planetary threat urges the development of a rapid and efficient recycling process, especially during the classification process. Herein, we aimed to solve the problem by employing laser-induced breakdown spectroscopy (LIBS) in combination with principal component analysis (PCA) as means for automated plastic waste classification. Samples used in the study were plastic wastes derived from beverage, food, and stationery products of different brands. The Nd:YAG laser was shot to the sample surface without a pre-treatment and under an open-air system (laser energy= 54 mJ; time delay= 1-2 & mu;s). The spectral profile of each plastic waste revealed the presence of metal components such as those indicated by Ca II 396.85 nm, Al I 395.92 nm, Mg I 383.83 nm, and Fe I 404.85 emission lines. Peak intensities of organic material-related emission lines (C I 247.86 nm, O II 777.32 nm, O I 844.48 nm, H I 666.22 nm, N II 818.83 nm, and N II 821.62 nm) were revealed fluctuating, suggesting that a mere LIBS spectral analysis could not discriminate the plastic waste. PCA analysis revealed that C2 molecular band 490-520 nm had the most discriminative properties against polyethylene terephthalate (PET) and polypropylene (PP). The molecular band was generated differently between PET and PP because of their contrast thermal behavior. In conclusion, molecular LIBS-PCA could be used to distinguish PET and PP in a simple and rapid way.
引用
收藏
页码:98 / 107
页数:10
相关论文
共 40 条
[1]   Elemental Detection of Arabica and Robusta Green Bean Coffee Using Laser-Induced Plasma Spectroscopy [J].
Abdulmadjid, Syahrun Nur ;
Meilina, Hesti ;
Hedwig, Rinda ;
Kurniawan, Koo Hendrik .
6TH INTERNATIONAL CONFERENCE ON THEORETICAL AND APPLIED PHYSICS (ICTAP), 2017, 1801
[2]  
Al-Haydari IS, 2021, International Journal of Engineering, Transactions B: Applications, V34, P1865, DOI [10.5829/ije.2021.34.08b.07, DOI 10.5829/IJE.2021.34.08B.07]
[3]   Characterizing plastics from large household appliances: Brominated flame retardants, other additives and density profiles [J].
Bill, Andreas ;
Haarman, Arthur ;
Gasser, Michael ;
Boeni, Heinz ;
Roesslein, Matthias ;
Waeger, Patrick A. .
RESOURCES CONSERVATION AND RECYCLING, 2022, 177
[4]   Predicted growth in plastic waste exceeds efforts to mitigate plastic pollution [J].
Borrelle, Stephanie B. ;
Ringma, Jeremy ;
Law, Kara Lavender ;
Monnahan, Cole C. ;
Lebreton, Laurent ;
McGivern, Alexis ;
Murphy, Erin ;
Jambeck, Jenna ;
Leonard, George H. ;
Hilleary, Michelle A. ;
Eriksen, Marcus ;
Possingham, Hugh P. ;
De Frond, Hannah ;
Gerber, Leah R. ;
Polidoro, Beth ;
Tahir, Akbar ;
Bernard, Miranda ;
Mallos, Nicholas ;
Barnes, Megan ;
Rochman, Chelsea M. .
SCIENCE, 2020, 369 (6510) :1515-+
[5]   Identification and classification of polymer e-waste using laser-induced breakdown spectroscopy (LISS) and chemometric tools [J].
Costa, Vinicius Camara ;
Batista Aquino, Francisco Wendel ;
Paranhos, Caio Marcio ;
Pereira-Filho, Edenir Rodrigues .
POLYMER TESTING, 2017, 59 :390-395
[6]   Thermal degradation study of waste polyethylene terephthalate (PET) under inert and oxidative environments [J].
Das, Pallab ;
Tiwari, Pankaj .
THERMOCHIMICA ACTA, 2019, 679
[7]   Degradation Behavior of Polypropylene during Reprocessing and Its Biocomposites: Thermal and Oxidative Degradation Kinetics [J].
Esmizadeh, Elnaz ;
Tzoganakis, Costas ;
Mekonnen, Tizazu H. .
POLYMERS, 2020, 12 (08)
[8]   Plastic waste from recycling centres: Characterisation and evaluation of plastic recyclability [J].
Faraca, Giorgia ;
Astrup, Thomas .
WASTE MANAGEMENT, 2019, 95 :388-398
[9]   The structural and optical studies of titanium doped rare earth pigments and coloring applications [J].
George, Giable .
DYES AND PIGMENTS, 2015, 112 :81-85
[10]   Identification of different kinds of plastics using laser-induced breakdown spectroscopy for waste management [J].
Gondal, Mohammed A. ;
Siddiqu, Mohammad N. .
JOURNAL OF ENVIRONMENTAL SCIENCE AND HEALTH PART A-TOXIC/HAZARDOUS SUBSTANCES & ENVIRONMENTAL ENGINEERING, 2007, 42 (13) :1989-1997