Table 3 Examples of variable rate spraying technology applications in different agricultural platforms.

From: A sustainable crop protection through integrated technologies: UAV-based detection, real-time pesticide mixing, and adaptive spraying

Platform type

Main sensing technology

Crop(Scenario)

Variable decision and Control method

Reference

Tracked Chassis

LiDAR LMS291-S05 and Azure Kinect Dk Stereo Vision Sensor

Orchard

Image analysis and canopy data extraction

18

Tracked Chassis

3D LiDAR sensor

Citrus orchard

PWM dosing model based on α-shape algorithm for canopy volume

63

UAV

Ultrasonic sensor

Rice paddy

Closed-loop PID + PWM control technology

62

Boom sprayer

R-Fans-16 3D LiDAR

Corn field

LiDAR-based method

120,121

Crop protection boom sprayer

SY002HD vision sensor and AD300 GNSS RTK positioning system

Wheat field

BeiDou positioning system + machine vision density

122

Small tracked chassis

R-Fans-32 LiDAR

Tomato

3D LiDAR point cloud

109

3WF-1000 type trailer - mounted sprayer

Speed, Pressure, and Flow sensors

Potato field

Neural network - tuned PID flow adaptive control

12

3WF-400Z type wind - assisted orchard sprayer

Stereo vision camera

Grape orchard

Stereo camera real - time detection of grape canopy depth combined with sprayer speed to calculate canopy volume

13,55

JMR-V1000 Hexacopter UAV

Flow sensor

Field

BP neural network PID + PWM control

116

DJI MG-1 plant protection UAV

Hyper-spectral camera

Rice paddy

ARM variable prescription map parsing + GNSS positioning

21

Tracked chassis - mounted wind - assisted sprayer

TUM-30LX 2D LiDAR

Orchard

LiDAR + PWM duty cycle control

123

Electromagnetic guide rail test platform

LMS111 2D laser radar

Indoor Test Bench

3D point cloud leaf area density control

40

Boom sprayer

R-Fans-16 laser radar

Sugarcane Field

Real - time detection of crop 3D information map + PWM control

124

JMR-V1000 Hexacopter UAV

Flow sensor

Field

BP neural network PID + PWM control

116

DJI MG-1 plant protection UAV

Hyper-spectral camera

Rice Paddy

ARM variable prescription map parsing + GNSS positioning

21

Tracked chassis - mounted wind - assisted sprayer

TUM-30LX 2D LiDAR

Orchard

LiDAR + PWM duty cycle control

123