A novel hybrid intelligence approach for 2D packing through Internet crowdsourcing

Agarwal, Anupam and Yadav, Parmatma and Upadhyay, C. K. and Corney, Jonathan and Annamalai Vasantha, G. V. and Jagadeesan, A. P. and Lynn, A. (2015) A novel hybrid intelligence approach for 2D packing through Internet crowdsourcing. In: 2015 IEEE Conference on Technological Innovation in ICT for Agriculture and Rural Development, 2015-07-10 - 2015-07-12, India.

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Abstract

Packing problems on its current state are being utilized for wide area of industrial applications. The aim of present research is to create and implement an intelligent system that tackles the problem of 2D packing of objects inside a 2D container, such that objects do not overlap and the container area is to be maximized. The packing problem becomes easier, when regular/rectangular objects and container are used. In most of the practical situations, the usage of irregular objects comes to existence. To solve the packing problem of irregular objects inside a rectangular container, a hybrid intelligence approach is introduced in our proposed work. The combination of machine intelligence and human intelligence is referred as the hybrid intelligence or semi-automated approach in the proposed methodology. The incorporation of human intelligence in the outcome of machine intelligence is possible to obtain using the internet crowdsourcing as we wish to handle the packing problem through internet crowdsourcing involving rural people. The proposed methodology is tested on different standard data sets and it is observed that it has clear advantage over both manual as well as fully automated heuristic based methods in terms of time and space efficiency.

ORCID iDs

Agarwal, Anupam, Yadav, Parmatma, Upadhyay, C. K., Corney, Jonathan ORCID logoORCID: https://orcid.org/0000-0003-1210-3827, Annamalai Vasantha, G. V. ORCID logoORCID: https://orcid.org/0000-0002-5479-6134, Jagadeesan, A. P. ORCID logoORCID: https://orcid.org/0000-0001-7341-4093 and Lynn, A.;
  • Item type:Conference or Workshop Item(Paper)
    ID code:54467
    Dates:
    Date
    Event
    2015
    Published
    15 May 2015
    Accepted
    Notes:© 2015 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
    Subjects:Technology
    Department:Faculty of Engineering > Design, Manufacture and Engineering Management
    Depositing user: Pure Administrator
    Date deposited:05 Oct 2015 11:16
    Last modified:11 Nov 2024 16:45
    Related URLs:
    URI:https://strathprints.strath.ac.uk/id/eprint/54467
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