Multi-material classification of dry recyclables from municipal solid waste based on thermal imaging

被引:32
作者
Gundupalli, Sathish Paulraj [1 ]
Hait, Subrata [2 ]
Thakur, Atul [1 ]
机构
[1] Indian Inst Technol Patna, Dept Mech Engn, Patna 801103, Bihar, India
[2] Indian Inst Technol Patna, Dept Civil & Environm Engn, Patna 801103, Bihar, India
关键词
Municipal solid waste; Dry recyclables; Multi-material classification; Thermal imaging; Automated sorting; Recycling; ELEMENTAL ANALYSIS; ORGANIC WASTE; SPECTROSCOPY; PRETREATMENT; QUALITY; SCRAP;
D O I
10.1016/j.wasman.2017.09.019
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
There has been a significant rise in municipal solid waste (MSW) generation in the last few decades due to rapid urbanization and industrialization. Due to the lack of source segregation practice, a need for automated segregation of recyclables from MSW exists in the developing countries. This paper reports a thermal imaging based system for classifying useful recyclables from simulated MSW sample. Experimental results have demonstrated the possibility to use thermal imaging technique for classification and a robotic system for sorting of recyclables in a single process step. The reported classification system yields an accuracy in the range of 85-96% and is comparable with the existing single-material recyclable classification techniques. We believe that the reported thermal imaging based system can emerge as a viable and inexpensive large-scale classification-cum-sorting technology in recycling plants for processing MSW in developing countries. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:13 / 21
页数:9
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  • [21] Rapid discrimination of plastic packaging materials using MIR spectroscopy coupled with independent components analysis (ICA)
    Kassouf, Amine
    Maalouly, Jacqueline
    Rutledge, Douglas N.
    Chebib, Hanna
    Ducruet, Violette
    [J]. WASTE MANAGEMENT, 2014, 34 (11) : 2131 - 2138
  • [22] Revisiting estimates of municipal solid waste generation per capita and their reliability
    Kawai, Kosuke
    Tasaki, Tomohiro
    [J]. JOURNAL OF MATERIAL CYCLES AND WASTE MANAGEMENT, 2016, 18 (01) : 1 - 13
  • [23] Ke Y., 2004, P 2004 IEEE COMP SOC, V2, pII
  • [24] Effects of thin metal outer case and top air gap on thermal IR images of buried antitank and antipersonnel land mines
    Khanafer, K
    Vafai, K
    Baertlein, BA
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2003, 41 (01): : 123 - 135
  • [25] Khatib I.A., 2011, Municipal solid waste management in developing countries: Future challenges and possible opportunities
  • [26] Incorporation of neural network analysis into a technique for automatically sorting lightweight metal scrap generated by ELV shredder facilities
    Koyanaka, Shigeki
    Kobayashi, Kenichiro
    [J]. RESOURCES CONSERVATION AND RECYCLING, 2011, 55 (05) : 515 - 523
  • [27] Automatic sorting of lightweight metal scrap by sensing apparent density and three-dimensional shape
    Koyanaka, Shigeki
    Kobayashi, Kenichiro
    [J]. RESOURCES CONSERVATION AND RECYCLING, 2010, 54 (09) : 571 - 578
  • [28] Kujala J. V., 2015, ARXIV151107608
  • [29] Kutila M., 2005, COMP INT MOD CONTR A, P725
  • [30] INFRARED IMAGING OF BURIED OBJECTS BY THERMAL STEP-FUNCTION EXCITATIONS
    LI, P
    MAAD, A
    MOSHARY, F
    AREND, MF
    AHMED, S
    [J]. APPLIED OPTICS, 1995, 34 (25): : 5809 - 5816