Smart collection/delivery routing problem
There has been an increase in online delivery with the improvement of technology that makes listing and buying of items online much easier. Subsequently, there are more small delivery companies that are trying to enter the market to compete against more well established firms. This project there...
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Nanyang Technological University
2023
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sg-ntu-dr.10356-1661302023-04-28T15:40:14Z Smart collection/delivery routing problem Ting, Matthew Nai Xiang Huang Shell Ying School of Computer Science and Engineering ASSYHUANG@ntu.edu.sg Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence There has been an increase in online delivery with the improvement of technology that makes listing and buying of items online much easier. Subsequently, there are more small delivery companies that are trying to enter the market to compete against more well established firms. This project therefore aims to provide an optimal solution for delivery companies that would be required to maximize their profits per delivery while taking into consideration several factors such as pick-up, time windows, priority orders and competition among their customers. The project implements these solutions on Jupyter Notebook and visualizes the routes taken on a map. The mathematical formulas to add each constraint is shown and explained how it has been derived. With these, the project has shown how the optimal route can be obtained and is viable for small datasets. Additional constraints can be added to the model to fulfill additional needs that the delivery company might encounter. Bachelor of Engineering Science (Computer Science) 2023-04-24T01:47:27Z 2023-04-24T01:47:27Z 2023 Final Year Project (FYP) Ting, M. N. X. (2023). Smart collection/delivery routing problem. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/166130 https://hdl.handle.net/10356/166130 en SCSE22-0611 application/pdf Nanyang Technological University |
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Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence Ting, Matthew Nai Xiang Smart collection/delivery routing problem |
description |
There has been an increase in online delivery with the improvement of technology
that makes listing and buying of items online much easier. Subsequently, there are
more small delivery companies that are trying to enter the market to compete against
more well established firms.
This project therefore aims to provide an optimal solution for delivery companies
that would be required to maximize their profits per delivery while taking into
consideration several factors such as pick-up, time windows, priority orders and
competition among their customers.
The project implements these solutions on Jupyter Notebook and visualizes the
routes taken on a map. The mathematical formulas to add each constraint is shown
and explained how it has been derived.
With these, the project has shown how the optimal route can be obtained and is
viable for small datasets. Additional constraints can be added to the model to fulfill
additional needs that the delivery company might encounter. |
author2 |
Huang Shell Ying |
author_facet |
Huang Shell Ying Ting, Matthew Nai Xiang |
format |
Final Year Project |
author |
Ting, Matthew Nai Xiang |
author_sort |
Ting, Matthew Nai Xiang |
title |
Smart collection/delivery routing problem |
title_short |
Smart collection/delivery routing problem |
title_full |
Smart collection/delivery routing problem |
title_fullStr |
Smart collection/delivery routing problem |
title_full_unstemmed |
Smart collection/delivery routing problem |
title_sort |
smart collection/delivery routing problem |
publisher |
Nanyang Technological University |
publishDate |
2023 |
url |
https://hdl.handle.net/10356/166130 |
_version_ |
1765213833131982848 |