Comparison of Trajectory and Population-Based Algorithms for Optimizing Constrained Open-Pit Mining Problem

被引:0
作者
Rahimi, Iman [1 ]
Picard, Theodore [1 ]
Morabito, Andrew [1 ]
Pampalis, Kiriakos [1 ]
Abignano, Aiden [1 ]
Gandomi, Amir H. [1 ]
机构
[1] Univ Technol Sydney, Fac Engn & IT, Sydney, NSW, Australia
来源
2022 9TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING & MACHINE INTELLIGENCE, ISCMI | 2022年
关键词
metaheuristics; open-pit mining; genetic algorithm; simulated annealing;
D O I
10.1109/ISCMI56532.2022.10068481
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The problem of open-pit mining optimization is a complex task, often containing many variables. In this paper, we apply a trajectory-based algorithm known as simulated annealing together with a well-known population-based algorithm, genetic algorithm, used to generate solutions for a formulation of the constrained pit problem (CPIT). Three datasets were used to test this simulation, Newman1, zuck_small, and KD. The results show that simulated annealing as a trajectory algorithm possesses a slightly better performance in comparison with the genetic algorithm in terms of profit value.
引用
收藏
页码:109 / 112
页数:4
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