Best practices – Projects and Cameras

Educational and Community Engagement

Target Audience: The course is designed for "vocational students and interns, ANAU instructors, professionals, and technicians at UNDER SUN Company, along with stakeholders in the VETfarm Network."

Practical Training: A "key distinguishing characteristic of this course is its direct connection to the demonstration setup in Armenia. Participants will have the opportunity to manage a pistachio farm, thereby gaining practical and interactive training locally."

Skill Development: Emphasis is on "skills development, community engagement, and raising awareness and prepares individuals to tackle environmental and technological challenges in the region." Intended learning outcomes include understanding pistachio health issues and using remote sensing data for decision support.

Inclusive Innovation: The project promotes "Inclusive Innovation" by using "hardware and software for orchard digital solutions to drive innovation in agriculture." This includes developing and using "open-source digital farming tools, making technology more accessible to farmers."

Demonstration Farms: "Pistachio demonstration farms and Gardens" serve as "physical spaces where students can actively participate in growing food, learning about different crops, and understanding the agricultural cycle and challenges." They are crucial for "precision management demonstrations, raise awareness, and enable adaptation, testing, and application development."

Additionally, through this, students and professionals will be trained interactively to assess the impact of orchard management on pistachio health, leveraging technologies like AI, remote sensing, IoT, and geoinformation systems. This approach supports skills development, community engagement, and raising awareness and prepares individuals to tackle environmental and technological challenges in the region.

1. Enhancing Educational Institutions:

• Student and Professional Development:

Vocational agricultural projects offer students opportunities to learn about food production, sustainable farming practices, and the connection between agriculture and the environment.

• Company and Community Engagement:

These projects often involve partnerships with local communities and companies, providing access to fresh produce and educational programs, and creating increased employment opportunities.

• Pistachio demonstration farms and Gardens:

The primary purpose of these pilot setups is to facilitate precision management demonstrations, raise awareness, and enable adaptation, testing, and application development. These efforts will address potential risks at all levels, including village schools, vocational education and training, and universities.

These are physical spaces where students can actively participate in growing food, learning about different crops, and understanding the agricultural cycle and challenges.

• Community Partnerships:

Many projects collaborate with local communities, schools, and organisations to provide educational resources and access to fresh produce.

• Research and Innovation:

Vocational farms and gardens can also serve as research sites for exploring sustainable farming methods, crop varieties, and pest management strategies.

• Educational Programs:

Workshops, internships, farm tours, and other educational programs are often offered to students, faculty, and the wider community.

2. Precision Agriculture:

Some projects incorporate precision agriculture techniques, using data and technology to optimise farming practices and resource management.

• Solutions:

The project, for instance, emphasises the development and use of open-source digital farming tools, making technology more accessible to farmers.

• Digital Farming Tools:

These tools can help farmers with tasks such as monitoring crop health, optimising irrigation, and managing pests.

3. Benefits and Outcomes:

• Cost-Effectiveness: The use of Remote Sensing Image Analysis in a GIS environment for Precision Farming is highlighted as a "cost-effective basis." Also, the significant economic and environmental benefits of implementing Precision Farming Solutions (PFS) include reduced spray treatments and optimised input use.
• Improved Yield and Quality: The overall aim is to "improve crop yield and grade" by providing insights into how fruit trees respond to various stressors (pests, water deficit), enabling more informed decisions.
• Automated Data Collection: The PFP enables "automated data collection ('hands-off, labour-free') using the platform system in pest management that automatically captures images and data of the pest, eliminating the need for manual inspection." This saves time and allows for scaling scouting efforts.
• Proactive Interventions: Mobile Labs and IoT systems aim to "monitor early signs of disease outbreaks, facilitating proactive and targeted interventions."

4. Challenges and Future Directions:

• Data Acquisition Quality: Challenges remain in ensuring "quality data acquisition" due to factors like motion blur (keeping leaves still relative to the camera) and stray light.
• Sensor Configuration: Ongoing work includes configuring sensors like RGB cameras and endoscope cameras for optimal portable/field use.
• Cost-Benefit Analysis: Future research and training should "include a cost-benefit analysis to evaluate the economic impact of implementing services or solutions, particularly in precision agriculture."
• Uncertainty Analysis: Highlights the need for "uncertainty analysis: The process of identifying and quantifying the uncertainties associated with model inputs, parameters, and outputs is crucial for assessing the reliability of predictions."

In essence, the course represent a movement towards integrating agriculture into vocational institutions, creating opportunities for practical learning, community engagement, and the advancement of sustainable farming practices.

Orchard Sensors and Methods

Based on different users and requirements in the pistachio sector, event detection, such as pests, frostbite, drought, and water stress, is required.

Cameras that can be used on a movable platform for monitoring crop growth, monitoring and studying phenological changes and early detection of disease outbreaks. For example:

• Wildlife cameras
• Crop Management Solutions for Pistachios – Semios
• Webcams
• Depth cameras
• TinyML
• Webvision 360
• Infrared Radiometers: https://www.apogeeinstruments.com/infraredradiometer/
• Road traffic cameras for crop monitoring, such as Chinese Dahua network cameras (DH-IPC-HFW71242H-Z; Dahua Technology - dahuasecurity.com
• StarDot NetCam (https://phenocam.nau.edu/webcam/).
• Radiometers can be used to measure plant canopy temperature for estimating plant water status.