Zangina, U. and Buyamin, S. and Aman, M. N. and Abidin, M. S. Z. and Mahmud, M. S. A. (2021) Autonomous mobility of a fleet of vehicles for precision pesticide application. Computers and Electronics in Agriculture, 186 . ISSN 0168-1699
Full text not available from this repository.
Official URL: http://dx.doi.org/10.1016/j.compag.2021.106217
Abstract
Sub-optimal pesticide application not only results in wastage and low yield but is also associated with harmful effects to the environment. To ensure optimal application of pesticide, a dynamic approach for pesticide management is required. Existing works do not consider the dynamic demand of pesticide and are based on static models. To solve these issues, this paper proposes a technique for the vehicle routing problem (VRP) in pesticide application. The proposed technique is based on dynamic predictive control, i.e., at each time step, the current demand is fed into a model predictive control algorithm which optimizes the vehicular assignment as well as routing to a specific area in an agricultural field. The proposed technique considers charging as well as capacity constraints for the autonomous vehicles. Simulations in MATLAB/Simulink show that the proposed technique not only resulted in at least 20% faster field coverage time but also consumed at least 22% less charge as compared to existing techniques for agricultural VRP.
Item Type: | Article |
---|---|
Uncontrolled Keywords: | autonomous mobility, pesticide, precision agriculture |
Subjects: | T Technology > TK Electrical engineering. Electronics Nuclear engineering |
Divisions: | Electrical Engineering |
ID Code: | 95424 |
Deposited By: | Narimah Nawil |
Deposited On: | 31 May 2022 12:38 |
Last Modified: | 31 May 2022 12:38 |
Repository Staff Only: item control page