Bin level detection using gray level co-occurrence matrix in solid waste collection

Maher Arebey, M. A. Hannan, Hassan Basri, R. A. Begum

Research output: Contribution to conferencePaper

7 Citations (Scopus)

Abstract

© 2012 Newswood Limited. All rights reserved. This paper presents the image processing technique gray level co-occurance matrix (GLCM) in solid waste bin level detection and classification. Advanced communication technologies are integrated with GLCM to improve the waste collection operation. The GLCM parameters such as displacement (d) and quantization (G) are investigated to determine the best parameters values of the bin images. The optimum classification accuracy of the system is obtained by investigating the values of d and G. In this paper, the parameters values with selected texture features are used to form the GLCM database. The most appropriate features collected from the GLCM are then used as inputs to the multilayer perception (MLP) and K-nearest neighbor (KNN) for bin image classification and grading. The results demonstrated that the KNN classifier at KNN=3, d=1 and maximum G values performs better than that of using MLP with same database. Based on the results, this new method has the potential to be used in solid waste bin level classification and grading to provide a robust solution for solid waste bin level detection, collection, monitoring and management.
Original languageEnglish
Pages1019-1024
Number of pages916
Publication statusPublished - 01 Jan 2012
Externally publishedYes
EventLecture Notes in Engineering and Computer Science -
Duration: 01 Jan 2012 → …

Conference

ConferenceLecture Notes in Engineering and Computer Science
Period01/01/12 → …

All Science Journal Classification (ASJC) codes

  • Building and Construction
  • Energy(all)
  • Mechanical Engineering
  • Management, Monitoring, Policy and Law

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  • Cite this

    Arebey, M., Hannan, M. A., Basri, H., & Begum, R. A. (2012). Bin level detection using gray level co-occurrence matrix in solid waste collection. 1019-1024. Paper presented at Lecture Notes in Engineering and Computer Science, .