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ARTIFICIAL INTELLIGENCE IN
AGRICULTURE
By
SHIVANI.P
Final year
E.C.E
INTRODUCTION
 Artificial Intelligence is a
branch of computer
science dealing with the
simulation of intelligent
behavior in computers.
 “Artificial Intelligence is
not a Man versus
Machine saga; it’s in fact,
Man with Machine
synergy.”
GREEN REVOLUTION
 The global population is expected to reach 10
billion people by 2050, which means double
agricultural production in order to meet food
demands which is about 70% increase in food
production.
 Farm enterprises require new and innovative
technologies to face and overcome these
challenges.
 By using A I we can resolve these challenges.
H0W A I IS USED IN AGRICULTURE:
 Automated farming activities.
 Identification of pest and disease outbreak before
occurrence.
 Managing crop quality.
 Monitoring biotic.
 Abiotic factors and stress.
 Machine vision systems and phenotype lead to
adjustments.
AUTOMATED IRRIGATION SYSTEM:
 EFFECT OF USAGE:
 Reducing production costs of vegetables, making the
industry more competitive and sustainable.
 Maintaining (or increasing) average vegetable yields
 Minimizing environmental impacts caused by excess
applied water and subsequent agrichemical leaching.
 Maintaining a desired soil water range in the root zone
that is optimal for plant growth.
 Low labor input for irrigation process maintenance
 Substantial water saving compared to irrigation
management based on average historical weather
conditions.
AI-REMOTE SENSING: CROP HEALTH
MONITORING:
 Hyperspectral imaging
and 3D Laser Scanning,
are capable of rapidly
providing enhanced
information and plant
metrics across thousands
of acres with the spatial
resolution to delineate
individual plots and/or
plants and the temporal
advantage of tracking
changes throughout the
growing cycle.
 Conventional methods are often time consuming
and generally categorical in contrast to what can be
analyzed through automated digital detection and
analysis technologies categorized as remote
sensing tools.
 The trained use of hyperspectral imaging,
spectroscopy and/or 3D mapping allows for the
substantial increase in the number of scalable
physical observables in the field .
 In effect, the multi sensor collection approach
creates a virtual world of phenotype data in which
all the crop observables become mathematical
values.
AI FOR HARVESTING VINE CROPS:
 Conventional methods are often
time consuming and generally
categorical in contrast to what can
be analyzed through automated
digital detection and analysis
technologies categorized as
remote sensing tools.
 The trained use of hyperspectral
imaging, spectroscopy and/or 3D
mapping allows for the substantial
increase in the number of scalable
physical observables in the field
 In effect, the multi sensor collection
approach creates a virtual world of
phenotype data in which all the
crop observables become
mathematical values.
AI FOR AUTONOMOUS EARLY WARNING SYSTEM
FOR ORIENTAL FRUIT FLY (BACTROCERA
DORSALIS) OUTBREAKS
 This autonomous early warning system, built upon
the basis of wireless sensor networks and GSM
networks effectively captures long-term and up-to-
the-minute natural environmental fluctuations in fruit
farms.
 In addition, two machine learning techniques, self-
organizing maps and support vector machines, are
incorporated to perform adaptive learning and
automatically issue a warning message to farmers
and government officials via GSM networks
DECISION SUPPORT SYSTEM (DSS) FOR FIELD
PREDICTION USING AI TECHNIQUES
 • This system involves a set
of Artificial Intelligence
based techniques:
 • Artificial Neural Networks
(ANNs)
 • Genetic Algorithms (GAs)
• Grey System Theory
(GST). •
 Use of artificial intelligence
based methods can offer a
promising approach to yield
prediction and compared
favorably with traditional
methods.
AI -DRIVER LESS TRACTOR
 Using ever-more sophisticated software
coupled with off-the-shelf technology
including sensors, radar, and GPS, the
system allows an operator working a
combine to set the course of a driverless
tractor pulling a grain cart, position the cart
to receive the grain from the combine, and
then send the fully loaded cart to be
unloaded.
AI FOR WEEDING
• The Hortibot is about 3-foot-by-3-
foot, is self-propelled, and uses global
positioning system (GPS). It can
recognize 25 different kinds of weeds
and eliminate them by using its weed-
removing attachments
 • HortiBotis eco-friendly, because it sprays
exactly above the weeds
 • As the machine is light --between 200 and
300 kilograms --so it will not hurt the soil
behind it.
 • It is also cheaper than the tools currently
used for weed-elimination as it can work
during extended periods of time.
CONCLUSION
 AI can be appropriate and efficacious in agriculture
sector as it optimises the resource use and
efficiency.
 It solves the scarcity of resources and labour to a
large extent. Adoption of AI is quite useful in
agriculture.
 Artificial intelligence can be technological revolution
and boom in agriculture to feed the increasing
human population of world.
 Artificial intelligence will complement and challenge
to make right decision by farmers.
BY
SHIVANI.P
FINAL YEAR
E.C.E

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artificialintelligenceinagriculture-180324135613.pdf

  • 2. INTRODUCTION  Artificial Intelligence is a branch of computer science dealing with the simulation of intelligent behavior in computers.  “Artificial Intelligence is not a Man versus Machine saga; it’s in fact, Man with Machine synergy.”
  • 3. GREEN REVOLUTION  The global population is expected to reach 10 billion people by 2050, which means double agricultural production in order to meet food demands which is about 70% increase in food production.  Farm enterprises require new and innovative technologies to face and overcome these challenges.  By using A I we can resolve these challenges.
  • 4. H0W A I IS USED IN AGRICULTURE:  Automated farming activities.  Identification of pest and disease outbreak before occurrence.  Managing crop quality.  Monitoring biotic.  Abiotic factors and stress.  Machine vision systems and phenotype lead to adjustments.
  • 5.
  • 6. AUTOMATED IRRIGATION SYSTEM:  EFFECT OF USAGE:  Reducing production costs of vegetables, making the industry more competitive and sustainable.  Maintaining (or increasing) average vegetable yields  Minimizing environmental impacts caused by excess applied water and subsequent agrichemical leaching.  Maintaining a desired soil water range in the root zone that is optimal for plant growth.  Low labor input for irrigation process maintenance  Substantial water saving compared to irrigation management based on average historical weather conditions.
  • 7. AI-REMOTE SENSING: CROP HEALTH MONITORING:  Hyperspectral imaging and 3D Laser Scanning, are capable of rapidly providing enhanced information and plant metrics across thousands of acres with the spatial resolution to delineate individual plots and/or plants and the temporal advantage of tracking changes throughout the growing cycle.
  • 8.  Conventional methods are often time consuming and generally categorical in contrast to what can be analyzed through automated digital detection and analysis technologies categorized as remote sensing tools.  The trained use of hyperspectral imaging, spectroscopy and/or 3D mapping allows for the substantial increase in the number of scalable physical observables in the field .  In effect, the multi sensor collection approach creates a virtual world of phenotype data in which all the crop observables become mathematical values.
  • 9. AI FOR HARVESTING VINE CROPS:  Conventional methods are often time consuming and generally categorical in contrast to what can be analyzed through automated digital detection and analysis technologies categorized as remote sensing tools.  The trained use of hyperspectral imaging, spectroscopy and/or 3D mapping allows for the substantial increase in the number of scalable physical observables in the field  In effect, the multi sensor collection approach creates a virtual world of phenotype data in which all the crop observables become mathematical values.
  • 10. AI FOR AUTONOMOUS EARLY WARNING SYSTEM FOR ORIENTAL FRUIT FLY (BACTROCERA DORSALIS) OUTBREAKS  This autonomous early warning system, built upon the basis of wireless sensor networks and GSM networks effectively captures long-term and up-to- the-minute natural environmental fluctuations in fruit farms.  In addition, two machine learning techniques, self- organizing maps and support vector machines, are incorporated to perform adaptive learning and automatically issue a warning message to farmers and government officials via GSM networks
  • 11.
  • 12. DECISION SUPPORT SYSTEM (DSS) FOR FIELD PREDICTION USING AI TECHNIQUES  • This system involves a set of Artificial Intelligence based techniques:  • Artificial Neural Networks (ANNs)  • Genetic Algorithms (GAs) • Grey System Theory (GST). •  Use of artificial intelligence based methods can offer a promising approach to yield prediction and compared favorably with traditional methods.
  • 13. AI -DRIVER LESS TRACTOR  Using ever-more sophisticated software coupled with off-the-shelf technology including sensors, radar, and GPS, the system allows an operator working a combine to set the course of a driverless tractor pulling a grain cart, position the cart to receive the grain from the combine, and then send the fully loaded cart to be unloaded.
  • 14.
  • 15. AI FOR WEEDING • The Hortibot is about 3-foot-by-3- foot, is self-propelled, and uses global positioning system (GPS). It can recognize 25 different kinds of weeds and eliminate them by using its weed- removing attachments
  • 16.  • HortiBotis eco-friendly, because it sprays exactly above the weeds  • As the machine is light --between 200 and 300 kilograms --so it will not hurt the soil behind it.  • It is also cheaper than the tools currently used for weed-elimination as it can work during extended periods of time.
  • 17.
  • 18. CONCLUSION  AI can be appropriate and efficacious in agriculture sector as it optimises the resource use and efficiency.  It solves the scarcity of resources and labour to a large extent. Adoption of AI is quite useful in agriculture.  Artificial intelligence can be technological revolution and boom in agriculture to feed the increasing human population of world.  Artificial intelligence will complement and challenge to make right decision by farmers.