Comparative Analysis of Flow Control Algorithms for a Low-Cost Variable-Rate Sprayer Prototype

The optimization of agrochemical spraying can be approached by increasing the efficiency of product distribution, which improves application quality and the biological effectiveness of the treatment. This study presents the development and evaluation of four distinct control strategies to adjust the hydraulic system of a new small, low-cost, electric, vertical variable-rate sprayer based on variations in travel speed, aiming to maintain a constant spray volume during operation and, thereby, increase distribution efficiency. The evaluated algorithms were developed from a mathematical model of the prototype’s hydraulic system obtained from experimental data and using the system identification tool in MATLAB software version 2021. Two open-loop algorithms (linear regression and Fuzzy) and two closed-loop algorithms (Integral and Fuzzy-PD with output integration) were developed. The evaluation was conducted through simulations, using a normalized speed data series provided by the United States Environmental Protection Agency. Performance evaluation results determined that the Fuzzy-PD algorithm with output integration showed the best performance (ISE = 0.21 × 10−5), followed by the linear regression algorithm (ISE = 3.38 × 10−5). The results demonstrated that, compared to applications based on fixed rates defined by nominal parameters, the developed sprayer showed potential to improve the uniformity of spray distribution in the field.

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Publication Details

Journal
AgriEngineering
Published
2026-03-02
DOI
https://doi.org/10.3390/agriengineering8030091
Primary Topic
Plant Surface Properties and Treatments
Type
article
Field-Weighted Citation Impact
0.00

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article

Comparative Analysis of Flow Control Algorithms for a Low-Cost Variable-Rate Sprayer Prototype

Daniel Albiero, Angel Pontin García, M. S. Ribeiro, Araujo, Wesllen Lins de, 1997- et al.
AgriEngineering
Plant Surface Properties and Treatments
article

Comparative Analysis of Flow Control Algorithms for a Low-Cost Variable-Rate Sprayer Prototype

Daniel Albiero, Angel Pontin García, M. S. Ribeiro, Araujo, Wesllen Lins de, 1997-, Miguel A. S. Herrera, Thieres G. Freire da Silva, Hugo R. Fernandes, Alexsandro O. da Silva, Ivan C. A. Ruiz, Ênio F. F. e Silva
article en

Abstract

The optimization of agrochemical spraying can be approached by increasing the efficiency of product distribution, which improves application quality and the biological effectiveness of the treatment. This study presents the development and evaluation of four distinct control strategies to adjust the hydraulic system of a new small, low-cost, electric, vertical variable-rate sprayer based on variations in travel speed, aiming to maintain a constant spray volume during operation and, thereby, increase distribution efficiency. The evaluated algorithms were developed from a mathematical model of the prototype’s hydraulic system obtained from experimental data and using the system identification tool in MATLAB software version 2021. Two open-loop algorithms (linear regression and Fuzzy) and two closed-loop algorithms (Integral and Fuzzy-PD with output integration) were developed. The evaluation was conducted through simulations, using a normalized speed data series provided by the United States Environmental Protection Agency. Performance evaluation results determined that the Fuzzy-PD algorithm with output integration showed the best performance (ISE = 0.21 × 10−5), followed by the linear regression algorithm (ISE = 3.38 × 10−5). The results demonstrated that, compared to applications based on fixed rates defined by nominal parameters, the developed sprayer showed potential to improve the uniformity of spray distribution in the field.

AgriEngineeringVol. 8(3)
Universidade Estadual de Campinas (UNICAMP) (BR), Centro Universitário da Cidade (BR), Universidade Federal Rural de Pernambuco (BR)
Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
Openalex Percentile: Top 38%
Plant Surface Properties and Treatments
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