Abstract
This paper describes a new approach to develop a real-world automated scheduler applicable for Australian sugarcane industry. In Australia, the transport sector plays a critical role in raw sugarcane harvest and accounts for over 35% of the total cost of raw sugar production. The generation of an optimised schedule can bring the following practical benefits: eliminate bin supply delays to harvesters, minimise the number of locomotives/bins, reduce the locomotive shifts, control the sugarcane age/quality, etc. To generate such a scheduler, a new optimisation approach is developed based on job shop scheduling techniques using constraint programming and mixed integer programming. The proposed approach can produce solutions for small-scale and large-scale cases in agriculture/crops transport systems in a reasonable time. Mixed integer programming focuses on objective function using linear relaxation to prune suboptimal solutions, while constraint programming focuses on the model using filtering algorithms to eliminate infeasible candidate solutions. The applicability of the developed scheduler has been validated by a real-world case study for Kalamia Mill in Queensland, Australia. Following from the validation and discussion, it is concluded that the automated scheduler would be a valuable optimisation tool for transport modellers in Australian sugarcane industry.
| Original language | English |
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| Title of host publication | 2020 IEEE 23rd International Conference on Intelligent Transportation Systems, ITSC 2020 |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| ISBN (Electronic) | 9781728141497 |
| DOIs | |
| State | Published - 20 Sep 2020 |
| Externally published | Yes |
| Event | 23rd IEEE International Conference on Intelligent Transportation Systems, ITSC 2020 - Rhodes, Greece Duration: 20 Sep 2020 → 23 Sep 2020 |
Publication series
| Name | 2020 IEEE 23rd International Conference on Intelligent Transportation Systems, ITSC 2020 |
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Conference
| Conference | 23rd IEEE International Conference on Intelligent Transportation Systems, ITSC 2020 |
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| Country/Territory | Greece |
| City | Rhodes |
| Period | 20/09/20 → 23/09/20 |
Bibliographical note
Publisher Copyright:© 2020 IEEE.
Keywords
- Sugarcane industry
- Sugarcane industry; rail scheduler; job shop scheduling; mixed integer programming
- constraint programming
- job shop scheduling
- mixed integer programming, constraint programming
- rail scheduler
ASJC Scopus subject areas
- Artificial Intelligence
- Decision Sciences (miscellaneous)
- Information Systems and Management
- Modeling and Simulation
- Education