Source: AGRICULTURAL RESEARCH SERVICE submitted to
INTELLIGENT SPRAY SYSTEMS FOR FLORAL AND ORNAMENTAL NURSERY CROPS
Sponsoring Institution
Agricultural Research Service/USDA
Project Status
NEW
Funding Source
Reporting Frequency
Annual
Accession No.
0418595
Grant No.
(N/A)
Project No.
3607-21620-009-05R
Proposal No.
(N/A)
Multistate No.
(N/A)
Program Code
(N/A)
Project Start Date
Sep 1, 2009
Project End Date
Aug 31, 2014
Grant Year
(N/A)
Project Director
ZHU H
Recipient Organization
AGRICULTURAL RESEARCH SERVICE
(N/A)
WOOSTER,OH 44691
Performing Department
(N/A)
Non Technical Summary
(N/A)
Animal Health Component
(N/A)
Research Effort Categories
Basic
80%
Applied
10%
Developmental
10%
Classification

Knowledge Area (KA)Subject of Investigation (SOI)Field of Science (FOS)Percent
1251110201010%
4021820208010%
1252110113040%
1322129201010%
1321440202010%
2161549207010%
2160699113010%
Goals / Objectives
To develop two advanced and affordable spray systems that employ intelligent technologies to continuously match system operating parameters to crop characteristics, insect/disease pressures and microclimatic conditions during pesticide applications.
Project Methods
Will develop two intelligent expert precision spraying systems implementing five main components to apply the amount of pesticides as needed. The first system will be an air-assisted variable-rate sprayer to be used for shade, flowering and ornamental trees in nurseries. The second system will be a hydraulic boom variable-rate sprayer to be used for flowering container plants in greenhouses and woody ornamentals in nurseries. Due to the similarity of crop structures, the use of the first system can be expanded to other specialty crops such as fruit trees and vineyards, and the second system can be expanded to berries and vegetables. The five components will be: a sensor-controlled unit to control spray outputs that match structures of specific floral and nursery crops, an expert subsystem to assist choosing proper chemicals and application schedules, a direct in-line injection unit to inject concentrated chemicals to individual nozzles to eliminate leftover disposals, a off-target recovery unit to prevent spray off-target losses including drift beyond target areas, and a fluid delivery subsystem to discharge spray outputs with variable rates. All the operations will occur as the sprayer moves past the canopy, providing uniform spray coverage of the canopy with minimum pesticide use and off-target loss beyond the target area. Speciality Crops Research Initiative.

Progress 10/01/12 to 09/30/13

Outputs
Progress Report Objectives (from AD-416): To develop two advanced and affordable spray systems that employ intelligent technologies to continuously match system operating parameters to crop characteristics, insect/disease pressures and microclimatic conditions during pesticide applications. Approach (from AD-416): Will develop two intelligent expert precision spraying systems implementing five main components to apply the amount of pesticides as needed. The first system will be an air-assisted variable-rate sprayer to be used for shade, flowering and ornamental trees in nurseries. The second system will be a hydraulic boom variable-rate sprayer to be used for flowering container plants in greenhouses and woody ornamentals in nurseries. Due to the similarity of crop structures, the use of the first system can be expanded to other specialty crops such as fruit trees and vineyards, and the second system can be expanded to berries and vegetables. The five components will be: a sensor-controlled unit to control spray outputs that match structures of specific floral and nursery crops, an expert subsystem to assist choosing proper chemicals and application schedules, a direct in-line injection unit to inject concentrated chemicals to individual nozzles to eliminate leftover disposals, a off-target recovery unit to prevent spray off-target losses including drift beyond target areas, and a fluid delivery subsystem to discharge spray outputs with variable rates. All the operations will occur as the sprayer moves past the canopy, providing uniform spray coverage of the canopy with minimum pesticide use and off-target loss beyond the target area. Speciality Crops Research Initiative. The spray performance of newly developed laser-sensor guided precision sprayer was tested in a laboratory plot, three commercial nursery fields and a vineyard, and was compared with the conventional spray applications. Spray deposition and coverage inside canopies were measured with nylon screens and water sensitive papers to determine the spray quality on target trees. In the laboratory plot, tests were conducted with three travel speeds, two size nozzles and six different tree species of different sizes on the same row. In the first commercial nursery field, tests were conducted with six different sizes of five tree species in two rows and three travel speeds. In the second nursery field, tests were conducted with four similar size trees of the same variety in two rows and three travel speeds to compare spray quality with a constant-rate application. In the third nursery field, tests were conducted in two plots with different widths of multi rows. One plot had four rows of sterling silver linden trees and the other plot had six rows of red oaks. In the vineyard, tests were conducted for the 10 year old red wine grape plants. Spray deposition samples were collected on the trunk, in the front, the middle and in back of three plant canopies and gaps between two plants. Field efficacy tests were conducted to evaluate the control of aphids and powdery mildew with our newly developed air-assisted precision sprayer in four commercial nurseries in Ohio, Oregon and Tennessee. The control efficiency was also compared between the new sprayer and conventional constant-rate sprayers. These tests will be continued for the next three years. System delay times due to the laser-sensor data buffer, software operation, and hydraulic-mechanical component response were determined for a control system used for a LiDAR-guided air-assisted variable-rate sprayer. The delay times were used to determine how far the laser sensor should be mounted ahead of spray nozzles to ensure sufficient time for the sprayer to discharge desired amounts of sprays to the target in real time. A photoelectric detection unit was designed to measure the lag times between when the target was detected by the laser sensor and when the liquid was discharged from the nozzle at various sprayer travel speeds. An algorithm was also developed to compensate the system delay times for the spray outputs to match the detected targets at different travel speeds in real time. A 270� radial range laser scanning sensor was tested for its scanning accuracy to detect tree canopy profiles. Signals from the laser sensor and a ground speed sensor were processed with an embedded computer along with a touch screen mounted on a tractor. An algorithm for data acquisition and 3-Dimensional (3-D) canopy image reconstruction were designed with C++ language and other software. The system accuracy was tested under indoor laboratory conditions with four regular-shape objects and two artificial trees and outdoor conditions with three field trees. Statistical analyses demonstrated the sensor measurements of the objects were not significantly different from those of the actual measurements. The mean RMS errors were not significant for scanning distance of 2 to 5 m and sensor travel speeds of 3.2 to 8.0 km h-1. Both indoor and outdoor tests verified that the wide-range laser sensor had the capability to accurately measure different sizes and shapes of objects. This confirmation offers the potential for the sensor to be integrated into spraying systems and provide variable-rate functions for tree crop applications. This project addresses critical elements for the development of precision sprayer technology envisioned in ARS parent project Objective 1 �Develop precision sprayers that can continuously match canopy characteristics to deliver agrichemicals and bio-products accurately to nursery and fruit crops.

Impacts
(N/A)

Publications


    Progress 10/01/11 to 09/30/12

    Outputs
    Progress Report Objectives (from AD-416): To develop two advanced and affordable spray systems that employ intelligent technologies to continuously match system operating parameters to crop characteristics, insect/disease pressures and microclimatic conditions during pesticide applications. Approach (from AD-416): Will develop two intelligent expert precision spraying systems implementing five main components to apply the amount of pesticides as needed. The first system will be an air-assisted variable-rate sprayer to be used for shade, flowering and ornamental trees in nurseries. The second system will be a hydraulic boom variable-rate sprayer to be used for flowering container plants in greenhouses and woody ornamentals in nurseries. Due to the similarity of crop structures, the use of the first system can be expanded to other specialty crops such as fruit trees and vineyards, and the second system can be expanded to berries and vegetables. The five components will be: a sensor-controlled unit to control spray outputs that match structures of specific floral and nursery crops, an expert subsystem to assist choosing proper chemicals and application schedules, a direct in-line injection unit to inject concentrated chemicals to individual nozzles to eliminate leftover disposals, a off-target recovery unit to prevent spray off-target losses including drift beyond target areas, and a fluid delivery subsystem to discharge spray outputs with variable rates. All the operations will occur as the sprayer moves past the canopy, providing uniform spray coverage of the canopy with minimum pesticide use and off-target loss beyond the target area. Speciality Crops Research Initiative. Air jet velocity distributions from an air assisted, five-port sprayer, which was in the development process to achieve variable rates of both liquid and air, were measured at various locations in an open terrain and inside tree canopies. The air jet velocity was controlled by changing the sprayer fan inlet diameter and was measured with a constant temperature anemometer system coupled with hot-film sensors. Sprayer travel speed ranged from 0 to 8.0 km/h. When the sprayer was stationary, the axial air velocity increased as the fan inlet diameter increased while it decreased in the hyperbola function with the increase of distance from the nozzle outlets. When the sprayer was on the move, due to the air entrainment and air jet diversity, the peak air velocity decreased with the increase of distance from nozzle outlets. The peak air velocity also increased as the fan inlet diameter increased but the increase scale was not as great as the increase scale of the fan inlet diameter. Variations in the peak air velocities with the tree volume and foliage density were significant. There were little variations in the peak air velocity with the travel speed and measurement height, confirming the sprayer was able to achieve variable air flow rates for different canopy sizes and foliage densities by controlling the fan inlet diameter. An electronic flow rate control system with microprocessors and pulse width modulation (PWM) controlled solenoid valves was designed to manipulate the output of spray nozzles independently to match tree structures which would be detected with a wide-range laser scanning sensor. The PWM signals to control nozzle flow rates were generated by the microprocessors based on laser sensor detections. Multi-channel driver and protection circuits for activating solenoid valves were developed to modulate variable-rate outputs in real time. An embedded computer (PC/104) along with a touch screen was used to process control algorithms and to fulfill communications between the operator and the control system. Laboratory tests demonstrated that the flow rate control system was able to achieve linear nozzle outputs with the duty cycle of PWM-controlled solenoid valves. A variable-rate air-assisted sprayer implementing laser scanning technology was evaluated in an apple orchard by quantifying spray deposition at three different growing stages (April, May and June) with three sprayer treatments: the new variable-rate sprayer (S1), the same sprayer without the variable-rate function (S2) and a conventional air blast sprayer (S3). Their spray coverage and deposits inside canopies were measured and compared with water sensitive papers and nylon screens. The three sprayer treatments provided fairly consistent spray coverage and deposit in spray direction (or canopy depth direction) in April test when tree foliages were in the early growth stage. The variations in spray coverage and deposit in spray direction increased considerably for S2 and S3 in May and June tests. S1 produced better uniformity in spray deposit and coverage across tree height direction than S2 and S3 at all growth stages. Compared to conventional constant-rate sprayers, the new variable-rate sprayer only consumed 27% to 53% of the spray mixture while it still achieved adequate spray coverage inside canopies. Also, the spray deposition from the new sprayer was very consistent regardless of the canopy growth stages. The new sprayer was able to apply appropriate amount of pesticides based on tree canopy characteristics such as tree height, width, volume, foliage density and occurrence of trees, and thus increased spray efficiency and improved spray accuracy, resulting in reduced spray costs and potential environmental pollutions. Field efficacy tests were conducted to evaluate the control of aphids and powdery mildew by use of newly developed ultrasonic sensor controlled variable-rate sprayer in a commercial nursery in Oregon. The control efficiency was also compared between the new variable-rate sprayer and a conventional constant-rate sprayer. During the growing season, application rate of the conventional sprayer was 75 to 100 gallon per acre while the variable-rate sprayer used less than 35 gallon per acre. For aphid evaluation, leaves were randomly selected from the top, middle, and bottom of the red oak tree canopy for a total of five leaves each from 10 different trees in each row, and the total number of aphids from both the top and bottom of the leaves were counted. For assessment of powdery mildew, Norway maples were selected and sampled weekly throughout the growing season. The rating system used a visual assessment of percent coverage of powdery mildew mycelia on both sides of the leaves. These field tests were a paired comparison experiment with the randomized block design. Ratings of powdery mildew fungal sporulations on five leaves of each tree were averaged to represent an observation for statistical analysis. Observations of 20 trees in two rows for each rating day were grouped to calculate the mean rating for either a smart or conventional spray treatment. The mean ratings for powdery mildew between the two treatments for each rating day was then analyzed with Fisher�s least significant difference (LSD) multiple comparison test and tested at the 0. 05 percent level of significance. The difference between the averaged rating means of the two treatments from the first rating to the last rating during the growing season was also analyzed with the Fisher�s LSD multiple comparison test and was verified with the t-distribution of differences between rating means of two treatments on the same day. Aphid numbers on five leaves of an oak tree on each rating day and during the growing season were similarly analyzed and significant differences between the smart and conventional spray treatments before and after insecticides treatments were determined. Test results demonstrated that there was no significant difference to control aphids or powdery mildew between the conventional and new variable-rate sprayers while the new sprayer used two to three times less chemicals than the conventional sprayer. This project addresses critical elements for the development of precision sprayer technology envisioned in ARS parent project Objective 1 �Develop precision sprayers that can continuously match canopy characteristics to deliver agrichemicals and bio-products accurately to nursery and fruit crops.

    Impacts
    (N/A)

    Publications


      Progress 10/01/10 to 09/30/11

      Outputs
      Progress Report Objectives (from AD-416) To develop two advanced and affordable spray systems that employ intelligent technologies to continuously match system operating parameters to crop characteristics, insect/disease pressures and microclimatic conditions during pesticide applications. Approach (from AD-416) Will develop two intelligent expert precision spraying systems implementing five main components to apply the amount of pesticides as needed. The first system will be an air-assisted variable-rate sprayer to be used for shade, flowering and ornamental trees in nurseries. The second system will be a hydraulic boom variable-rate sprayer to be used for flowering container plants in greenhouses and woody ornamentals in nurseries. Due to the similarity of crop structures, the use of the first system can be expanded to other specialty crops such as fruit trees and vineyards, and the second system can be expanded to berries and vegetables. The five components will be: a sensor-controlled unit to control spray outputs that match structures of specific floral and nursery crops, an expert subsystem to assist choosing proper chemicals and application schedules, a direct in-line injection unit to inject concentrated chemicals to individual nozzles to eliminate leftover disposals, a off-target recovery unit to prevent spray off-target losses including drift beyond target areas, and a fluid delivery subsystem to discharge spray outputs with variable rates. All the operations will occur as the sprayer moves past the canopy, providing uniform spray coverage of the canopy with minimum pesticide use and off-target loss beyond the target area. Speciality Crops Research Initiative. An experimental real-time variable-rate sprayer that implemented high frequency ultrasonic sensors and pulse width modulation solenoid valve- controlled spray nozzles was developed to adjust spray outputs automatically based on the liner canopy size. The accuracy of the sprayer in triggering spray against detected targets was evaluated by use of a high-speed camera. A laboratory field consisting of six different sized tree species was used to test the sprayer performance consistency. Influences of liner canopy size and sprayer travel speed on uniformity of spray deposition and coverage inside nursery liner canopies were analyzed. An intelligent air-assisted sprayer implementing a high speed laser scanning sensor was developed to vary spray output of each individual nozzle to match target tree needs in real time. Each nozzle was coupled with a pulse width modulation solenoid valve to achieve variable rates based on the occurrence and canopy characteristics of the target, such as height, width and foliage density. A unique density algorithm was developed to calculate foliage density by mapping the surface roughness of the canopy during the spray application. A back pressure control unit was integrated into the system to minimize the pressure fluctuation due to frequent changes in nozzle flow rates. Delay time between the sensor detection of the canopy and the nozzle activation was determined with a high-speed video camera. The intelligent air-assisted sprayer with variable flow rate of individual nozzles was tested for ornamental nurseries and fruit trees. The accuracy of the sprayer to maintain constant droplet size distributions and constant operating pressure was evaluated under both laboratory and field conditions. Spray performances were compared for the new sprayer with the same sprayer without the intelligent control and a conventional air blast sprayer in an orchard at three different growing stages. Measurements were made for spray deposition and coverage inside canopies, losses on the ground and beyond target trees, and airborne drift downwind from the target trees. This research addressed critical elements for the development of precision sprayer technology envisioned in ARS parent project Objective 1 �Develop precision sprayers that can continuously match canopy characteristics to deliver agrichemicals and bio-products accurately to nursery and fruit crops�.

      Impacts
      (N/A)

      Publications


        Progress 10/01/09 to 09/30/10

        Outputs
        Progress Report Objectives (from AD-416) To develop two advanced and affordable spray systems that employ intelligent technologies to continuously match system operating parameters to crop characteristics, insect/disease pressures and microclimatic conditions during pesticide applications. Approach (from AD-416) Will develop two intelligent expert precision spraying systems implementing five main components to apply the amount of pesticides as needed. The first system will be an air-assisted variable-rate sprayer to be used for shade, flowering and ornamental trees in nurseries. The second system will be a hydraulic boom variable-rate sprayer to be used for flowering container plants in greenhouses and woody ornamentals in nurseries. Due to the similarity of crop structures, the use of the first system can be expanded to other specialty crops such as fruit trees and vineyards, and the second system can be expanded to berries and vegetables. The five components will be: a sensor-controlled unit to control spray outputs that match structures of specific floral and nursery crops, an expert subsystem to assist choosing proper chemicals and application schedules, a direct in-line injection unit to inject concentrated chemicals to individual nozzles to eliminate leftover disposals, a off-target recovery unit to prevent spray off-target losses including drift beyond target areas, and a fluid delivery subsystem to discharge spray outputs with variable rates. All the operations will occur as the sprayer moves past the canopy, providing uniform spray coverage of the canopy with minimum pesticide use and off-target loss beyond the target area. Speciality Crops Research Initiative. A series of tests to evaluate durability and detection stability of an ultrasonic sensor was carried out under cold weather exposure, wind, dust, travel speed, air temperature and spray cloud conditions. To reduce root mean square errors, a strategy to configure the sensor with spray nozzles was developed. In addition, multiple-synchronized sensors were tested for their measurement stability and accuracy as a sensing unit while detecting targets. A real-time variable-rate experimental sprayer was developed to reduce pesticide usage by coinciding spray outputs with canopy sizes. The sprayer consisted of two parallel vertical booms, an ultrasonic sensing system, a solenoid-activated spray output modulation system, a microprocessor-based controller and a spray delivery system. The total amount of sprays delivered from all active nozzles was based on the tree size, and a particular pair of nozzles was triggered by the exposed canopy surface. The sprayer performances including accuracy of spray timing and spray modulation as well as percent spray coverage inside tree canopies were evaluated under both laboratory and field conditions. A precision air-assisted sprayer implementing an automatic variable rate control system is in the process of development for ornamental nurseries and fruit trees. A high speed laser scanner was investigated to detect gaps between trees, and measure tree characteristics. Interfaced program between laser and computer was developed to determine the tree size and shape. Droplet size distributions from spray nozzles were measured. Laboratory and field tests were conducted to verify the accuracy of spray controller timing and modulation.

        Impacts
        (N/A)

        Publications