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Autonomous mobility of a fleet of vehicles for precision pesticide application

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

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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

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