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

被引:34
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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[1]   Classification of polymers by determining of C1:C2:CN:H:N:O ratios by laser-induced plasma spectroscopy (LIPS) [J].
Anzano, Jesus ;
Lasheras, Roberto-Jesus ;
Bonilla, Beatriz ;
Casas, Justiniano .
POLYMER TESTING, 2008, 27 (06) :705-710
[2]   Rapid characterization of plastics using laser-induced plasma spectroscopy (LIPS) [J].
Anzano, Jesus ;
Casanova, Maria-Esther ;
Bermudez, Maria-Soledad ;
Lasheras, Roberto-Jesus .
POLYMER TESTING, 2006, 25 (05) :623-627
[3]   SURF: Speeded up robust features [J].
Bay, Herbert ;
Tuytelaars, Tinne ;
Van Gool, Luc .
COMPUTER VISION - ECCV 2006 , PT 1, PROCEEDINGS, 2006, 3951 :404-417
[4]   Need for improvements in physical pretreatment of source-separated household food waste [J].
Bernstad, A. ;
Malmquist, L. ;
Truedsson, C. ;
Jansen, J. la Cour .
WASTE MANAGEMENT, 2013, 33 (03) :746-754
[5]   The role of various binding materials for trace elemental analysis of powder samples using laser-induced breakdown spectroscopy [J].
Gondal, M. A. ;
Hussain, T. ;
Yarnani, Z. H. ;
Baig, M. A. .
TALANTA, 2007, 72 (02) :642-649
[6]   Identification of particulate materials by correlation analysis using a microscopic laser induced breakdown spectrometer [J].
Gornushkin, IB ;
Ruíz-Medina, A ;
Anzano, JM ;
Smith, BW ;
Winefordner, JD .
JOURNAL OF ANALYTICAL ATOMIC SPECTROMETRY, 2000, 15 (06) :581-586
[7]  
Grzegorzek M., 2011, O AGM AAPR WORKSH
[8]   A review on automated sorting of source-separated municipal solid waste for recycling [J].
Gundupalli, Sathish Paulraj ;
Hait, Subrata ;
Thakur, Atul .
WASTE MANAGEMENT, 2017, 60 :56-74
[9]   Laser induced breakdown spectroscopy for fast elemental analysis and sorting of metallic scrap pieces using certified reference materials [J].
Gurell, J. ;
Bengtson, A. ;
Falkenstrom, M. ;
Hansson, B. A. M. .
SPECTROCHIMICA ACTA PART B-ATOMIC SPECTROSCOPY, 2012, 74-75 :46-50
[10]   Effects of pre-treatment technologies on quantity and quality of source-sorted municipal organic waste for biogas recovery [J].
Hansen, Trine Lund ;
Jansen, Jes la Cour ;
Davidsson, Asa ;
Christensen, Thomas Hojlund .
WASTE MANAGEMENT, 2007, 27 (03) :398-405