This document discusses the use of agricultural drones in India. It begins with an overview of the importance of agriculture to the Indian economy and population. It then discusses how precision agriculture and drone technology can help enhance productivity and efficiency by providing accurate field data. The document outlines the various sensor technologies used on agri-drones and their applications, which include soil and crop monitoring, precision spraying, irrigation management, and mapping. The benefits of agri-drones are higher yields, reduced costs and pesticide use, and improved decision making. Challenges to adoption include system and technology issues.
Drones-as-a-Service for agricultural applications (by Philipp Trénel)TUS Expo
At TUS Nordics 2017, Philipp Trénel gave the presentation ‘Drones-as-a-Service for agricultural applications’ in our Arctic track, on Thursday 12 October 2017.
How are drones used for farming? The use of drones in agriculture is the future. Heavy lift drones capable of crop dusting and drones equipped with multispectral sensors will change the way in which farming is done.
Initially drones were designed only for military purpose. Since last decade drones are making a marvelous change in agricultural sector. Due to the increasing demand for agricultural labors, need for the increase in food production and food security, drones can be employed to bring the next revolution in agriculture. Hence, drones can be used by the Research Institutions, Agricultural Universities and State Agricultural Department to bring the future changes.
Drones-as-a-Service for agricultural applications (by Philipp Trénel)TUS Expo
At TUS Nordics 2017, Philipp Trénel gave the presentation ‘Drones-as-a-Service for agricultural applications’ in our Arctic track, on Thursday 12 October 2017.
How are drones used for farming? The use of drones in agriculture is the future. Heavy lift drones capable of crop dusting and drones equipped with multispectral sensors will change the way in which farming is done.
Initially drones were designed only for military purpose. Since last decade drones are making a marvelous change in agricultural sector. Due to the increasing demand for agricultural labors, need for the increase in food production and food security, drones can be employed to bring the next revolution in agriculture. Hence, drones can be used by the Research Institutions, Agricultural Universities and State Agricultural Department to bring the future changes.
This is based on a research study on the application of drone technology in India and showcase the benefits of its applicability to the agricultural sector in rendering services which in the past tends to be very tedious in executing.
Agriculture in India constitutes more than 60% of the occupation. It serves to be the backbone of Indian economy. It is very important to improve the efficiency and productivity of agriculture by simultaneously providing safe cultivation of the farmers. Operations like spraying of pesticides, sprinkling fertilizers are very tedious. Use of drones for spraying of pesticides and sprinkling fertilizers can avoid health risks of farmer. Drones are the best option for capturing high resolution images. For remote sensing, aerial images are a very precise and convenient source of data for agricultural management. Mostly, satellite images have been used as the primary source of information for analyzing crop status in precision agriculture.Drones can used for chemical spraying. UAV estimation of crop nutrient status can directly benefit the application rate recommendations by producer or agronomist consultant by including the entirety of the field.An analysis can be performed with UAVs that has no equivalent in satellite sensors: a three-dimensional representation of surface conditions, also known as digital elevation models (DEMs).. Drones are a solid option for monitoring herds from overhead, tracking the quantity and activity level of animals on one’s field.
Use of Drone for Efficient Water Management – A Case Study of Crop Assessmentpravinkolhe
Drone in water management, Unmanned Aerial Vehicles, Information& Communication Technology, Crop Area Measurement, image processing, orthomossaic image
Choosing the Best UAV Drones for Precision Agriculture and Smart Farming: Agr...Redmond R. Shamshiri
Best Drones For Agriculture, Exploring agricultural drones, Agricultural Drone Technology, Agricultural Drones for Sale, Choosing the Best UAV Drones for Precision Agriculture and Smart Farming: Agricultural drone buyer’s guide for farmers and agriculture service professionals
The adoption of modern technologies in agriculture, such as the use of drones have great potential to revolutionize the Indian agriculture and ensure country's food security.
The farmers face many problems like unavailability or high cost of labours , health problems by coming in contact with chemicals (fertilizers, pesticides, etc.) while applying them in the field, bite by insects or animals, etc. In this context, drones can help farmers in avoiding these troubles in conjunction with the benefits of being a green technology.
Introducing SkyClaim by Skymatics
Provides an overview of the background and motivation for the SkyClaim web application which utilizes aerial imagery information from consumer drones for crop insurance claims.
http://skymatics.com/skyclaim/
A presentation by Dr. Cassidy Rankine at the 2016 Farm Forum Event (Trimble and Agri-Trend) in Calgary Alberta, Dec 6-8 2016.
Precision agriculture is an art and science of utilizing innovative, site-specific techniques for management of spatial and temporal variability using affordable technologies… for enhancing output, efficiency, and profitability of agricultural production in an environmentally responsible manner
Agriculture machinery plays a significant role to enhance the productivity.
Geo-informatics is the science that gather data regarding field conditions (Accurately). These are computational model cum strong algorithm based machinery or equipment to obtain real time data with precise application
This is based on a research study on the application of drone technology in India and showcase the benefits of its applicability to the agricultural sector in rendering services which in the past tends to be very tedious in executing.
Agriculture in India constitutes more than 60% of the occupation. It serves to be the backbone of Indian economy. It is very important to improve the efficiency and productivity of agriculture by simultaneously providing safe cultivation of the farmers. Operations like spraying of pesticides, sprinkling fertilizers are very tedious. Use of drones for spraying of pesticides and sprinkling fertilizers can avoid health risks of farmer. Drones are the best option for capturing high resolution images. For remote sensing, aerial images are a very precise and convenient source of data for agricultural management. Mostly, satellite images have been used as the primary source of information for analyzing crop status in precision agriculture.Drones can used for chemical spraying. UAV estimation of crop nutrient status can directly benefit the application rate recommendations by producer or agronomist consultant by including the entirety of the field.An analysis can be performed with UAVs that has no equivalent in satellite sensors: a three-dimensional representation of surface conditions, also known as digital elevation models (DEMs).. Drones are a solid option for monitoring herds from overhead, tracking the quantity and activity level of animals on one’s field.
Use of Drone for Efficient Water Management – A Case Study of Crop Assessmentpravinkolhe
Drone in water management, Unmanned Aerial Vehicles, Information& Communication Technology, Crop Area Measurement, image processing, orthomossaic image
Choosing the Best UAV Drones for Precision Agriculture and Smart Farming: Agr...Redmond R. Shamshiri
Best Drones For Agriculture, Exploring agricultural drones, Agricultural Drone Technology, Agricultural Drones for Sale, Choosing the Best UAV Drones for Precision Agriculture and Smart Farming: Agricultural drone buyer’s guide for farmers and agriculture service professionals
The adoption of modern technologies in agriculture, such as the use of drones have great potential to revolutionize the Indian agriculture and ensure country's food security.
The farmers face many problems like unavailability or high cost of labours , health problems by coming in contact with chemicals (fertilizers, pesticides, etc.) while applying them in the field, bite by insects or animals, etc. In this context, drones can help farmers in avoiding these troubles in conjunction with the benefits of being a green technology.
Introducing SkyClaim by Skymatics
Provides an overview of the background and motivation for the SkyClaim web application which utilizes aerial imagery information from consumer drones for crop insurance claims.
http://skymatics.com/skyclaim/
A presentation by Dr. Cassidy Rankine at the 2016 Farm Forum Event (Trimble and Agri-Trend) in Calgary Alberta, Dec 6-8 2016.
Precision agriculture is an art and science of utilizing innovative, site-specific techniques for management of spatial and temporal variability using affordable technologies… for enhancing output, efficiency, and profitability of agricultural production in an environmentally responsible manner
Agriculture machinery plays a significant role to enhance the productivity.
Geo-informatics is the science that gather data regarding field conditions (Accurately). These are computational model cum strong algorithm based machinery or equipment to obtain real time data with precise application
These are the notes for Precision Farming useful in the course of Bsc(agriculture & food business) from Amity university or what so ever you are in.. All the best for your degree.!
When we think of agriculture we think of cultivation,
plant life, soil fertility, types of crops, terrestrial environment,
etc. But in today’s world we associate with agriculture terms
like climate change, irrigation facilities, technological
advancements, synthetic seeds, advanced machinery etc. In
short we are interested in how science of today can help us in
the field of agriculture. And so comes into the picture
Precision Agriculture (PA).
The general definition is information and technology
based farm management system to identify, analyze and
manage spatial and temporal variability within fields for
optimum productivity and profitability, sustainability and
protection of the land resource by minimizing the production
costs. Simply put, precision farming is an approach where
inputs are utilized in precise amounts to get increased average
yields compared to traditional cultivation techniques. Hence it
is a comprehensive system designed to optimize production
with minimal adverse impact on our terrestrial system. [1]
The three major components of precision agriculture
are information, technology and management. Precision
farming is information-intense. Precision Agriculture is a
management strategy that uses information technologies to
collect valuable data from multiple sources. This type of analyzing data gives idea what to do in upcoming years to tackle the situations.
Drone technology has left a long-lasting impact on the Agriculture industry of India and its efficiency. We present drone-powered solutions to farmers to increase productivity in crop monitoring to planting, Livestock Management, Pesticide Spraying, Crop Stress identification, Treatment Planning, Plant Growth Monitoring, Precision Farming, Scouting and much more.
We use high-tech Aerial Surveying drones equipped with advanced sensors, such as RGB and Multispectral Sensors , to procure precise data. Drones such as DJI Inspire 2 accumulate high-resolution crop data to identify any issues with the crops and notify them for immediate action before damage occurs. Geo-tagging Aerial Images provide valuable information that reduces cost and boosts yield by a significant percentage.
High Throughput Plant Phenotyping in Crop ImprovementKhushbu
Plant phenomics is a high-throughput path-breaking area that meets all the requirements for the collection of accurate, rapid and multi-faceted phenotypic data. Traditional phenotyping tools are generally low-throughput, labor-intensive, which limits high efficiency and are prone to human error (Atefi et al. 2021). High throughput phenomics (HTP) technologies are essential to avoid human error and to reduce time consumption while phenotyping large germplasm populations (Pasala and Pandey, 2020). HTP is an emerging area with numerous applications that combines plant biology, sensing technology and robotics aiding crop improvement programs. Plant phenomics is the study of plant growth, performance and composition. (Atefi et al. 2021)
Forward phenomics uses phenotyping tools to discriminate the useful germplasm having desirable traits among a collection of germplasm. This leads to identification of the ‘best of the best’ germplasm. Thus in reverse phenomics, we discover mechanisms which make ‘best’ varieties the best (Jitender et al. 2015).
High Throughput Plant Phenotyping under three scenarios: greenhouses and growth chambers under strictly controlled conditions; ground-based proximal phenotyping in the field and aerial based platforms (Araus et al 2018). Root system architecture (RSA) phenotyping in situ is challenging, RADIX (a rhizoslide platform used to screen the shoots and roots).
Application of plant phenotyping methods as a part of breeding programs has developed into an important research tool that facilitates breeders to develop cultivars with higher adaptability under different environmental conditions. Remote sensing with Unmanned Aerial Vehicles (UAVs ) has emerged as highly efficient and accurate used to determine crop performance and biomass estimation. Current advanced techniques include thermal, near-infrared sensing, fluorescence imaging, 3D scanning, RGB imaging, multispectral and hyperspectral sensing are lucratively used for plant growth and development identifcation, quantification and monitoring; disease monitoring and abiotic stress tolerance. The integration of crop functional structure with remote sensing, geography information systems, GPS technologies, cloud computing, decision support systems will promote the development of digital agriculture and provide technical support for modern agriculture (Song et al. 2021). The robust and user-friendly post-processing and analysis tools for processing and interpreting raw data are urgently needed and should be improved (Yang et al. 2020).
Biological screening of herbal drugs: Introduction and Need for
Phyto-Pharmacological Screening, New Strategies for evaluating
Natural Products, In vitro evaluation techniques for Antioxidants, Antimicrobial and Anticancer drugs. In vivo evaluation techniques
for Anti-inflammatory, Antiulcer, Anticancer, Wound healing, Antidiabetic, Hepatoprotective, Cardio protective, Diuretics and
Antifertility, Toxicity studies as per OECD guidelines
The French Revolution, which began in 1789, was a period of radical social and political upheaval in France. It marked the decline of absolute monarchies, the rise of secular and democratic republics, and the eventual rise of Napoleon Bonaparte. This revolutionary period is crucial in understanding the transition from feudalism to modernity in Europe.
For more information, visit-www.vavaclasses.com
The Roman Empire A Historical Colossus.pdfkaushalkr1407
The Roman Empire, a vast and enduring power, stands as one of history's most remarkable civilizations, leaving an indelible imprint on the world. It emerged from the Roman Republic, transitioning into an imperial powerhouse under the leadership of Augustus Caesar in 27 BCE. This transformation marked the beginning of an era defined by unprecedented territorial expansion, architectural marvels, and profound cultural influence.
The empire's roots lie in the city of Rome, founded, according to legend, by Romulus in 753 BCE. Over centuries, Rome evolved from a small settlement to a formidable republic, characterized by a complex political system with elected officials and checks on power. However, internal strife, class conflicts, and military ambitions paved the way for the end of the Republic. Julius Caesar’s dictatorship and subsequent assassination in 44 BCE created a power vacuum, leading to a civil war. Octavian, later Augustus, emerged victorious, heralding the Roman Empire’s birth.
Under Augustus, the empire experienced the Pax Romana, a 200-year period of relative peace and stability. Augustus reformed the military, established efficient administrative systems, and initiated grand construction projects. The empire's borders expanded, encompassing territories from Britain to Egypt and from Spain to the Euphrates. Roman legions, renowned for their discipline and engineering prowess, secured and maintained these vast territories, building roads, fortifications, and cities that facilitated control and integration.
The Roman Empire’s society was hierarchical, with a rigid class system. At the top were the patricians, wealthy elites who held significant political power. Below them were the plebeians, free citizens with limited political influence, and the vast numbers of slaves who formed the backbone of the economy. The family unit was central, governed by the paterfamilias, the male head who held absolute authority.
Culturally, the Romans were eclectic, absorbing and adapting elements from the civilizations they encountered, particularly the Greeks. Roman art, literature, and philosophy reflected this synthesis, creating a rich cultural tapestry. Latin, the Roman language, became the lingua franca of the Western world, influencing numerous modern languages.
Roman architecture and engineering achievements were monumental. They perfected the arch, vault, and dome, constructing enduring structures like the Colosseum, Pantheon, and aqueducts. These engineering marvels not only showcased Roman ingenuity but also served practical purposes, from public entertainment to water supply.
Embracing GenAI - A Strategic ImperativePeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
A Strategic Approach: GenAI in EducationPeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
Instructions for Submissions thorugh G- Classroom.pptxJheel Barad
This presentation provides a briefing on how to upload submissions and documents in Google Classroom. It was prepared as part of an orientation for new Sainik School in-service teacher trainees. As a training officer, my goal is to ensure that you are comfortable and proficient with this essential tool for managing assignments and fostering student engagement.
2024.06.01 Introducing a competency framework for languag learning materials ...Sandy Millin
http://sandymillin.wordpress.com/iateflwebinar2024
Published classroom materials form the basis of syllabuses, drive teacher professional development, and have a potentially huge influence on learners, teachers and education systems. All teachers also create their own materials, whether a few sentences on a blackboard, a highly-structured fully-realised online course, or anything in between. Despite this, the knowledge and skills needed to create effective language learning materials are rarely part of teacher training, and are mostly learnt by trial and error.
Knowledge and skills frameworks, generally called competency frameworks, for ELT teachers, trainers and managers have existed for a few years now. However, until I created one for my MA dissertation, there wasn’t one drawing together what we need to know and do to be able to effectively produce language learning materials.
This webinar will introduce you to my framework, highlighting the key competencies I identified from my research. It will also show how anybody involved in language teaching (any language, not just English!), teacher training, managing schools or developing language learning materials can benefit from using the framework.
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...Levi Shapiro
Letter from the Congress of the United States regarding Anti-Semitism sent June 3rd to MIT President Sally Kornbluth, MIT Corp Chair, Mark Gorenberg
Dear Dr. Kornbluth and Mr. Gorenberg,
The US House of Representatives is deeply concerned by ongoing and pervasive acts of antisemitic
harassment and intimidation at the Massachusetts Institute of Technology (MIT). Failing to act decisively to ensure a safe learning environment for all students would be a grave dereliction of your responsibilities as President of MIT and Chair of the MIT Corporation.
This Congress will not stand idly by and allow an environment hostile to Jewish students to persist. The House believes that your institution is in violation of Title VI of the Civil Rights Act, and the inability or
unwillingness to rectify this violation through action requires accountability.
Postsecondary education is a unique opportunity for students to learn and have their ideas and beliefs challenged. However, universities receiving hundreds of millions of federal funds annually have denied
students that opportunity and have been hijacked to become venues for the promotion of terrorism, antisemitic harassment and intimidation, unlawful encampments, and in some cases, assaults and riots.
The House of Representatives will not countenance the use of federal funds to indoctrinate students into hateful, antisemitic, anti-American supporters of terrorism. Investigations into campus antisemitism by the Committee on Education and the Workforce and the Committee on Ways and Means have been expanded into a Congress-wide probe across all relevant jurisdictions to address this national crisis. The undersigned Committees will conduct oversight into the use of federal funds at MIT and its learning environment under authorities granted to each Committee.
• The Committee on Education and the Workforce has been investigating your institution since December 7, 2023. The Committee has broad jurisdiction over postsecondary education, including its compliance with Title VI of the Civil Rights Act, campus safety concerns over disruptions to the learning environment, and the awarding of federal student aid under the Higher Education Act.
• The Committee on Oversight and Accountability is investigating the sources of funding and other support flowing to groups espousing pro-Hamas propaganda and engaged in antisemitic harassment and intimidation of students. The Committee on Oversight and Accountability is the principal oversight committee of the US House of Representatives and has broad authority to investigate “any matter” at “any time” under House Rule X.
• The Committee on Ways and Means has been investigating several universities since November 15, 2023, when the Committee held a hearing entitled From Ivory Towers to Dark Corners: Investigating the Nexus Between Antisemitism, Tax-Exempt Universities, and Terror Financing. The Committee followed the hearing with letters to those institutions on January 10, 202
Palestine last event orientationfvgnh .pptxRaedMohamed3
An EFL lesson about the current events in Palestine. It is intended to be for intermediate students who wish to increase their listening skills through a short lesson in power point.
2. 2
National Drone Academy Proprietary and Confidential
Contents
• Overview of agricultural industry in India
• Agricultural drones
• Precision agriculture
• Agri-drone technology
• Working of agri-drones
• Agri-drone – sensors
• Agri-drone’s applications
• Advantages of agri - drone
• Dis-advantages of agri – drone
• Challenges- system issues
• Conclusion
3. 3
• As of 2021, India is the second-largest food producer in the world and a global leader
in the agriculture sector
• Indian agricultural sector contributes 20% to Gross Domestic Product (GDP)
• Agriculture is the prime source of livelihood for approx. 58% of the country's
population, mainly for rural areas
• Agricultural sector is expanding with parallel industries at a rate of 2.1% (2019-20)
• Irrespective of Indian agriculture's contribution to the GDP, India is yet to enhance
productivity in agriculture sector
• To enhance productivity and efficiency in agriculture sector many dimensions and
concerns need to be identified, supported, and equipped with resolutions.
4. 4
• Resources are inadequate, not allotted according to weather conditions, or have not
been exploited to their maximum
• These hindrances have granted multiple opportunities for growth and development in
the world of technology
• Presently, unsuitable methods are adopted for monitoring crops, water irrigation,
using pesticides and other farming activities
• Governments has recognized the importance of food security and the values of
environmental degradation, pollution, and water scarcity, the urgency to overcome
certain obstacles arose.
5. 5
• The predicted world population will be 9 billion by 2050
• Agricultural consumption will increase by approx. 70%
• To cope up with current population growth there is need to squeeze more out of
every acre of land, every drop of water, each and every available resource responsibly
• Drones and Precision Agriculture (PA) provide data that helps farmers to take
inventory of their crops and estimate crop yields faster
• Drone applications in agriculture range from mapping, field management and
surveying to cropdusting and spraying
6. 6
• Precision Agriculture (PA) is a farming management concept based on observing,
measuring and responding to inter and intra-field variability in crops
• PA ensures efficiency of inputs like water and fertilizer to maximize productivity,
quality, and yield also includes minimizing pests, unwanted flooding, and disease
• PA defines a Decision Support System (DSS) for farm management with the goal of
enhancing returns on inputs while preserving the resources provides information to:
Build up a record of farm
Improve decision-making
Raise greater traceability
Enhance marketing of farm products
Improve lease arrangements and relationship with landlords
Enhance the inherent quality of farm products
7. 7
• The drones used for agriculture purpose are called agricultural drone
• Agricultural drones are same as other types of drones categories as:
Multi- rotor drones
Fixed-wing : have long-range flight capacity, when a large area is to be covered
• Drones are essential for smart farming help farmers to optimize :
To improve the use of inputs (seed, fertilizers, water, pesticides)
To react quickly to threats (weeds, pests, fungi)
To save time crop scouting (validate treatment/actions taken)
To improve variable-rate prescriptions in real time and estimate yield from a field.
8. 8
How can drones support Indian agriculture?
• The adaptation of drone technology eliminate any guesswork or ambiguity and focus
on accurate and reliable information
• Drones technology enhance farming activities to solve issues related to farming by
filling the gap of human error and inefficiency through traditional farming methods
• Agri-drone empowers the farmer to familiarize with specific environments and make
choices accordingly
• The received data supports to regulate crop health, crop treatment, crop scouting,
irrigation, and carry out field soil analysis and crop damage assessments
• The drone survey helps boost crop yields and minimize time and expenses.
9. 9
Who invented the agricultural drone?
• The first drone in the agricultural sector were developed in the 1980s for crop dusting
purposes
• Swedish University of Agricultural Sciences developed a camera drone in 1991 for
taking observations on crop trials
• Another development came from a Hungarian engineer Laslo Kiss, introduced a
methanol-driven drone weighed 17 kg
10. 10
• Drones include a navigation system, GPS, multiple sensors, high-quality cameras,
programmable controllers, and tools
• Farmers currently use satellite images as an introductory guide for farm management
• Drone provides more precise data than satellites for precision agriculture, then
process the data captured into agri-tech software
11. 11
• Data capturing from agri-drone takes place in the following stages:
• Analyzing the area
Identifies the territory being tested
First step includes establishing a boundary, analyses of the area, and then
uploading the GPS information into the drone's navigation system
• Uploading the data
After capturing the required data through sensors, it is processed for
interpretation
• Output
After collecting the data, formatted to understand correctly for precision farming.
12. 12
• Typically, drone comprises a Global Positioning System (GPS), navigation system,
sensors and cameras, programmable controllers and tools for automated flights
• Use of GPS technology coupled with Geographic Information System (GIS) facilitates
monitoring and mapping of crops
• Data acquisition process in agri-drones follows the following steps:
Indicating flight parameters
Autonomous flights
Data upload
Data delivery
• Process for smart farming solutions in India:
Fly
Analyze
Act
13. 13
• Indicating flight parameters
Involves outlining and evaluating of area to monitor and uploading GPS data into
the drone navigation system
• Autonomous flights
Flight planning software marks automated flight path around the surveillance area
as per pre-established factors and drone flies through that path to collect the
required data
• Data upload
Drone submits the captured data from the field for further processing and analysis
• Data delivery
Uploaded data are processed and made available in a readable format to access
Database provides information that helps for improved farm management and
decision making
14. 14
• Agri-drones uses following sensors for data collections:
Visual sensor
Multispectral sensor
Thermal sensor
LiDAR sensor
Hyper spectral sensor
Biological sensors
15. 15
Visual sensor
• called an RGB sensors collects red, green and blue wavelengths of light. These
wavelengths are visible to the human eye and used for:
Aerial mapping and imaging
Photogrammetry and 3D reconstruction
Plant counting
Surveillance
Emergency response
Surveying and land use application.
16. 16
• Multispectral sensor: collect visible and nonvisible wavelengths, like infrared and
ultraviolet and used for:
Plant health measurement
Water quality assessment
Vegetation index
Plant counting
17. 17
Thermal sensor
• Capture differences in radiant energy to show the relative temperature of objects (in
comparison to one another)
• Capture the energy of wavelengths within the long wave infrared area of the spectrum,
beyond visual wavelengths and used for:
Heat signature detection
Livestock detection
Surveillance and security
Water temperature detection and water source detection
Emergency response
18. 18
Light Detection and Ranging (LIDAR)
• Remote sensing technology that illuminates the crop with a laser and calculates
distance by measuring what is reflected back
• Help farmers to improve agricultural production and promote sustainable farming
practices. LiDAR is used for
3D digital surface modeling stockpile calculation
Surface variation detection and flood mapping
Penetrates through vegetation
It can perform plant height measurement by collecting range information from the
plant canopy and the ground below (as opposed to the passive optical imagers that
provide height data from the canopy)
19. 19
Hyper spectral sensor
• Collect data as a series of narrow and contiguous wavelength bands provides high level
of performance in spectral and radiometric accuracy
• These sensors are heavier than visual and multispectral sensors, requires a drone with
greater payload capacity with large battery capacity to keep drone aloft for longer
• Collected data used to protect against yield loss by early detection and identification of
diseases. These sensors are used for:
Plant health measurement
Water quality assessment
Vegetation index calculation
Full spectral sensing
Spectral research and development
Mineral and surface composition surveys
20. 20
• Biological sensors
Used to check the presence of specific micro-organisms and atmospheric elements
Drone flies to unsafe areas to take air or water quality readings
21. 21
Agri-drone’s applications
• Farmers need exact and up to date information on the health crops and the
environmental condition of the land
• Extreme weather changes create additional obstacles to productivity
• Use of agri-drone increase productivity, reestablishes traditional agricultural practices
and achieves them as follows:
Soil and field analysis
Planting
Crop spraying
Crop monitoring
Irrigation management
Crop damage assessment
Livestock tracking
Mapping/Surveying
Cropdusting/Spraying
Planning future crops
Scaring birds
22. 22
Agri-drone’s applications(contd..)
Soil and field analysis
• Agricultural drones survey collect field level data about land's soil conditions
• Drone gathers data over a field, camera takes many still images then produce precise
maps for soil analysis,
• Received data are useful in planning seed planting patterns, irrigation, and nitrogen-
level management
• Precise 3D mapping permits to analyze their soil conditions thoroughly.
23. 23
Agri-drone’s applications(contd..)
Planting
• Drone-planting systems allow drones to shoot pods, their seeds, and crucial nutrients
into the soil
• This technology reduces costs of planting and increases consistency and efficiency
• This system invented but hardly used
24. 24
Agri-drone’s applications(contd..)
Planting
• Drone-planting systems works in two steps:
First step: mapping drones fly more than 300 feet above the land, collect detailed
and specific data about the soil quality to select the locations for planting the trees
and species
Second step : A drone flies over the ground, automatically follows the map to plant
seeds in already prepared soil, drones flame the pods rapidly to pierce the soil.
25. 25
Agri-drone’s applications(contd..)
Crop spraying
• Drones equipped with automatic sensors and cameras can detect infected areas and
spray on them without touching healthy crops
• Advanced drone technology allows to spray crops with precision and speed than a
traditional method
• Spraying pesticides on crops with the drones limit human exposure to pesticides,
fertilizers and other harmful chemicals
• Pesticides with harmful chemicals considered hazardous to humans
• It reduces 30% wastage of pesticide in manual spraying
• Reduce manual labour .
26. 26
Agri-drone’s applications(contd..)
Crop spraying- how it works?
• Drones with RGB sensors and multispectral sensors identify and treat problematic areas
• Drone gathers information and sends the data on a real-time basis
• On the basis of real time data drones sprays exact amount of liquid using scanning and
calculating the distance from the ground and covers all the ground by spraying in real-
time
• This increases efficiency with a reduction in the number of chemicals penetrating into
groundwater
27. 27
Agri-drone’s applications(contd..)
Advantages of crop spraying
• High field capacity and efficiency:
Drones have less turnaround time can spray 50-100 acres per day depending upon
the capacity of drone which is 30 times more than the traditional sprayer
• Wastage reduction:
Due to a high degree of atomization in spraying, 30% of pesticide is saved
Pesticides in the form of fog can be sprayed at all levels of the crop
• Water saving:
Drone utilizes ultra-low volume spraying technology, thus saves 90% of water
compared to traditional methods
• Lower cost:
Compared to traditional methods, the cost of drone spaying is reduced by 97%.
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Agri-drone’s applications(contd..)
Crop monitoring
• With large fields, it is nearly impossible to inspect all the crops and determine their
overall health
• Drones collect aerial images of crops to monitor their health and yield
• Allow farmers to inspect each and every area across the field effectively, stay updated
with the health of crops, and identify areas that need immediate attention on time
• Drones equipped with near infrared camera sensors collect Normalized Difference
Vegetation Index (NDVI) and infrared (IR) images
• Infrared cameras determine light absorption rates and evaluate the overall state of
crops
• This allows to view the changes in the crop which are invisible to the human eye
• From this information, using the NDVI health of the crops can be determined.
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Agri-drone’s applications(contd..)
Crop monitoring
• The real-time, accurate information help farmers take important measures to improve
crop production and productivity
• Incase of crop failure, farmer can document the damages for insurance claims.
• In addition to crop health, drones can create detailed GPS maps of the crop field area
• This allows farmers to better plan where crops are being planted to maximize land,
water, and fertilizer usage
30. 30
Agri-drone’s applications(contd..)
Crop monitoring- how it works
• By scanning a crop using visible and near-infrared light, drone carried devices can find
which plants are reflecting the different amounts of NIR light and green light
• This information produces multispectral images which follow changes in plants and
show their health
• A speedy response can save an entire firm
• These possibilities increase a plant’s ability to overcome disease and in the case of crop
failure
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Agri-drone’s applications(contd..)
Irrigation management
• Drones equipped with thermal cameras identify which parts of a field are dry or need
improvements
• These issues can severely affect crop yields and quality
• Thermal drones give better way to understand fields through more frequent inspections
and survey
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Agri-drone’s applications(contd..)
• Crop damage assessment
Plants reflect visible and near-infrared light and its intensity varies with health
status and stress levels experienced by plants
Agricultural drones with multispectral sensors and RGB sensors detect field
areas caused by weeds, infections, and pests
Drones with sensors scans crops to track crop health over a time and monitor
response to remedied measures
33. 33
Agri-drone’s applications(contd..)
Livestock tracking
Drone survey allows the farmers not to keep track of their crops only but also
monitor the movements of their cattle
Drones with thermal imaging cameras allow to monitor livestock
The operator can check in on the heard to see if there are any injured, missing, or
birthing animals
Drones give livestock farmers a new way to keep an eye on their livestock at all
times, resulting greater profits
34. 34
Mapping/Surveying
• Drones based agriculture mapping help farmers remain area-wise updated on the
plants status and point out which field areas require attention
• Agricultural drone models are equipped with flight planning software that allows the
user to draw around the area needs to be covered
• Drones inspect the field with infrared cameras and determine the state of crops
• Then, the software makes an automated flight path and, in some cases, even prepares
the camera for shots
35. 35
Mapping/Surveying
• As the drone flies, it automatically takes pictures using onboard sensors and the built-
in camera, and uses GPS to determine when to take each shot
• Based on real-time and accurate information, farmers can take measures to improve
the state of plants in any spot of the field
• Surveillance and crop health assessment forms the basis of the use of drones for
enhancing agricultural insurance tools for cross verifying farmers’ insurance claims.
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Cropdusting/Spraying
• To maintain yields, crops require proper fertilization and pesticide application
• Manually driving a vehicle through the fields to spray or crop dust by manned
airplane to spray are methods of the past
• Crop spraying drones can carry large liquid storage reservoirs, can be operated more
safely (even autonomously), and can be operated and maintained at a fraction of the
cost compared to crop dusters.
• This helps reduce costs and potential pesticide exposure to workers who would have
needed to spray those crops manually.
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Planning future crops
• Dropping traditional, time-consuming planting methods, the farmer can leverage
drones to identify areas with most suitable soil conditions for planting crops
• Some advanced drone models also allow to shoot seeds into the field with high speed
and spray with water, fertilizers or pesticides, significantly reducing manual labour,
time and costs spent on these processes.
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Scaring birds
• Birds are the major problem after sowing seeds of many crops
• Needs labour to protect the field
• A couple of drone flights can scare the birds away from field.
39. 39
• Enhanced production
Farmer can improve production capabilities through comprehensive irrigation
planning, adequate monitoring of crop health, increased knowledge about soil
health, and adaptation to environmental changes
• Effective and adaptive techniques
Drone usage results in regular updates to farmers about their crops and helps
develop strengthened farming techniques
Adapt to weather conditions and allocate resources without any wastage
• Greater safety of farmers
Safe and convenient for farmers to use drones to spray pesticides in terrains,
infected areas, taller crops, and power lines
40. 40
• Faster data for quick decision-making
Drone surveys helps farmers with accurate data processing that boost to make
quick decisions to save the time invested in crop scouting
Various sensors of the drone help to capture, analyze data from the field
Data can focus on problematic areas like infected crops/unhealthy crops, different
colored crops, moisture levels, etc.
Drone with several sensors helps in accurate and diverse crop management system
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• Less wastage of resources
Agri-drones enables usage of all resources like fertilizer, water, seeds, and
pesticides
• 99% Accuracy rate
The drone survey helps farmers calculate the precise land size, segment the various
crops, and indulge in soil mapping
• Useful for insurance claims
Farmers use the data captured through drones to claim crop insurance in case of
any damages
They even calculate risks/losses associated with the land while being insured
• Evidence for insurance companies
Agricultural insurance sectors use Agri-drones for efficient and trustworthy data
Capture damages occurred for estimation of monetary payback to the farmers.
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• Flight time and range
Due to higher payloads, the flight duration of agri-drones is short, ranging from 20-
60 minutes
Results in limited coverage of land with every charge
Cost of drones increases significantly with longer flight time.
• Initial cost
Surveying agri-drones are fixed wings and cost is more
Drones with imaging sensors, software, hardware and tools initial cost is high
• Connectivity
Online coverage is unavailable in the farm
Any farmer wants to use drones has to invest in connectivity or buy a drone with
local data storing capability in a format that can be transferred and processed later
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• Weather dependent
Drones are weather dependent
Under windy or rainy conditions, flying drones is not easy, unlike traditional aircraft
• Knowledge and skill
An average farmer cannot analyze the drone images as it requires specialized skills
and knowledge to translate it to any useful information
Farmer has to acquire the skills and knowledge of software of image processing or
hire skilled personnel with analysis software
• Misuse
There is a chance of misuse to trespass the privacy of people and illegal transfer of
information.
44. 44
• Extend battery life (stay aloft for 5-15 minutes - limited ground coverage)
Flight time and range are expected to increase by advancement in primary
technologies like battery storage and reduction in payload weights
• Variety of drone types (semi-autonomous, hand launched etc.)
• Research data on reliability is missing (500 hrs, 1000 hrs etc. useful life)
• Weather robust
• Missing data network to download images and videos from multiple drone
• Minimize solar flare impact on navigation
• Safety issues
• Developments in above will ensure that farmers get more benefits from the use of
drones in agriculture
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• Agricultural drone technology is the future of Indian farming can transform traditional
farming methods
• Drones have changed the process of data collection and will become bigger and better
in the coming years
• Drone technology has the potential to transform farms and agriculture practices with
accurate, real-time data
• With complete data analytics at fingertips, farmers and agribusinesses can gain control
over farm activities, resources, expenses and output
• Though it is complex technology stand as a challenge to be familiar with, it will yield its
results in no time once learned
• Farmers need training in the drone industry to obtain reliable data to ensure planning
of everything from determining business goals and choosing the right drone software
and features.
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• Indian government is promoting the use of drones in agriculture and has taken the
Indian agricultural industry by storm
• Making agriculture more sustainable is the objective
• Some of the contributions of the different Indian states in adopting drone technology
in agriculture are:
Karnataka - Pesticide spraying with Drones
• Government of Karnataka, through its of Agriculture Department enable farmers,
agriculturalists and students of agricultural universities with modern smart
techniques that include usage of drones for pesticide spraying and precision
agriculture
Tamil Nadu - Pesticide spraying
Kerala - UAVs for spraying bio control agents.
Agricultural drones help farmers to improve the use of inputs like seeds, fertilizers, water, pesticides and reduce operation costs, improve crop quality, and increase yield
Allows protection of crops from pests, saves time for crop scouting, reduces overall cost in farm production, and secures high yield and quality crops
Lets a farmer to know the location of livestock and helps to monitor fencing.