A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles

A Master of Science thesis in Electrical Engineering by Uzma Ahmed Din entitled, “A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles”, submitted in May 2020. Thesis advisors are Dr Shayok Mukhopadhyay and Dr. Usman Tariq. Soft copy is available (Thesis, Approv...

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Main Author: Din, Uzma Ahmed (author)
Format: doctoralThesis
Published: 2020
Subjects:
Online Access:http://hdl.handle.net/11073/16722
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author Din, Uzma Ahmed
author_facet Din, Uzma Ahmed
author_role author
dc.contributor.none.fl_str_mv Mukhopadhyay, Shayok
Tariq, Usman
dc.creator.none.fl_str_mv Din, Uzma Ahmed
dc.date.none.fl_str_mv 2020-06-21T09:00:54Z
2020-06-21T09:00:54Z
2020-05
dc.format.none.fl_str_mv application/pdf
application/pdf
dc.identifier.none.fl_str_mv 35.232-2020.14
http://hdl.handle.net/11073/16722
dc.language.none.fl_str_mv en_US
dc.subject.none.fl_str_mv Plastic bottle recycling
Autonomous robot
Neural networks
Computer vision
dc.title.none.fl_str_mv A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles
dc.type.none.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/doctoralThesis
description A Master of Science thesis in Electrical Engineering by Uzma Ahmed Din entitled, “A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles”, submitted in May 2020. Thesis advisors are Dr Shayok Mukhopadhyay and Dr. Usman Tariq. Soft copy is available (Thesis, Approval Signatures, Completion Certificate, and AUS Archives Consent Form).
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spelling A Robotic System for Automatic Identification and Collection of Recyclable Plastic BottlesDin, Uzma AhmedPlastic bottle recyclingAutonomous robotNeural networksComputer visionA Master of Science thesis in Electrical Engineering by Uzma Ahmed Din entitled, “A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles”, submitted in May 2020. Thesis advisors are Dr Shayok Mukhopadhyay and Dr. Usman Tariq. Soft copy is available (Thesis, Approval Signatures, Completion Certificate, and AUS Archives Consent Form).Plastics have become a cornerstone of modern life, but they are also hazardous for the environment. Manually collecting and sorting such recyclable plastic waste from a mix of other refuse is tedious work, and has accompanying health hazards. This project develops a prototype autonomous robot that can identify, and collect plastic bottles from other waste, and return to recycling stations. The focus of this prototype is on the recognition and separation of a particular type of plastic bottle commonly used for packaging drinking water. In this work, the robot navigates to a general location where such plastic waste is expected to be found via GPS based navigation. Then, the robot recognizes recyclable plastic bottles, and computes the coordinates of the plastic bottle with respect to the robot, using a stereo camera. Finally, using a robotic arm attached to it, the robot collects the plastic bottle. This thesis does not focus on developing an appropriate gripper to pick up a bottle as it is out of the scope of the current work. To aid the picking process, the end-effector and bottles are fitted with small magnetic attachments. Moreover, the robot developed is 80% and 67% successful, in indoor and outdoor testing respectively. The future versions of the proposed robot may be advanced to segregate the collected plastic bottle waste into appropriate bins located at a recycling station.College of EngineeringDepartment of Electrical EngineeringMaster of Science in Electrical Engineering (MSEE)Mukhopadhyay, ShayokTariq, Usman2020-06-21T09:00:54Z2020-06-21T09:00:54Z2020-05info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesisapplication/pdfapplication/pdf35.232-2020.14http://hdl.handle.net/11073/16722en_USoai:repository.aus.edu:11073/167222025-06-26T12:25:49Z
spellingShingle A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles
Din, Uzma Ahmed
Plastic bottle recycling
Autonomous robot
Neural networks
Computer vision
status_str publishedVersion
title A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles
title_full A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles
title_fullStr A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles
title_full_unstemmed A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles
title_short A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles
title_sort A Robotic System for Automatic Identification and Collection of Recyclable Plastic Bottles
topic Plastic bottle recycling
Autonomous robot
Neural networks
Computer vision
url http://hdl.handle.net/11073/16722