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E-CROP MONITORING
SYSTEM
Integerated with organic farming
PRIYANKHA J(BE-3rd)
KAMALESH V(BE-3rd)
PROPOSED BY
INTRODUCTION
Smart agriculture is being implemented to minimise farmers'
time consumption and make it more cost-effective. The
autoencoder in smart farming uses a homogeneous set of
features to
detect anomalies within agricultural fields. Anomaly detection
with deep learning establishes
smart farming, where it predicts the vast amount of data.
Machine learning extracts the massive
amount of context information. As the population increases,
food becomes scarce.
A high level of agricultural production is sustained with a
regression algorithm that improves diversification.
To determine the complexity of the behavior, the pattern type
must not exhibit the expected set
of behaviours. To detect the aberrant set of behaviours,
anomaly detection is used. Monitor all
the agricultural data and livestock regions using different
collection procedures.
ABSTRCT
This concept has not yet been created or relies on an exist
system. In the present system,there is no existing control
over crop cultivation and harvest that is done by the
customers in direct. Thisapplication completely deals with
precised and regulated records of customer’s needs in field of
cropcultivation. In general we have many products that
predicts the perfect harvest materials and harvest
time duration, but this works in a way ahead by gathering all the
real time records from users and thefurther cultivation is done.
Major role of this idea depends on the balance of profit and
harvest data of farmers. Thereby reducing frequent peaks in
crop rates due to heavy demand.
DESIGN ANALYSIS
Digital agricultural application which predicts the requirement of the essential raw
materials that are been cultivated by the farming society.it consists of a general login
page where user can login through their login credentials and post their necessary or
daily requirement(AGRO based raw materials) the application contains the list
of all kind of cultivation crops that the user can select the required raw materials and
post their need the database is send to the farming society through the government
portal responsible for farming
=>login credentials(user or cultivator ,open to all).
=>create user id.
=>home page.
=>updation current crop availability (farming society) .
=>crop requirement (list of cultivation crops).
=>server handling database(state govt of tamilnadu).
=>cost of raw materials (farmers fixing price).
=>information storage in back-end through database.
=>updation of requirements by users.
=>estimated productivity rate for next harvest
Back to Agenda Page
Machine Learning algorithms such as SVM and decision tree
classifier
AI can provide farmers with real-time insights from their fields,
allowing them to identify areas that need irrigation, fertilization,
or pesticide treatment. The result is reduced use of pesticides,
better harvest quality, higher profits, and significant cost
savings.
DEEP LEARNING AND ML ALGORITHM
Deep learning algorithms are being used in smart agriculture to
monitor related parameters and to observe it globally.
ML algorithm that is a complementary tool which is used in our
design for crop production rate and yeild prediction.
ALGORITHM AND TECHNIQUES :
VERMICULTURE SCHEDULE
The fertilizers based with the things locally available or the app
helps in providing information with the things at low cost Thus
helping those farmers who are in need of it . This provides
income.
Green manuring -- composting or growing in the soil
Amrutha paani -- cowdung, cow uring and jaggery. 24 hours tonic
is ready and successfully used by farmers.
Herbal pest repellent -- cow urine based
Panchagavya -- healthy tonic.
Farmer's cytosum -- coconut milk and buttermilk fermented and
diluted with water
Manure tea -- cowdung, leaves, jaggery, 200 litre drum of water --
1 week to prepare.
Gunabasalam -- waste of any dead animal and mix with jaggery
and keep for 25 days
10 eggs in a plastic container and lemon juice is added until eggs
are completely submerged. add jaggery and 20 days you have
egg-lemon extract.
This system idea is to mainly improvise the demand and harvest of
agricultural crops.
This application Basically works as a government organised
application where customersand farmers can directly log in
through the app and raise for the crop which they require.
Basic idea is that according to the sectors that is been divided in
TAMILNADU, the appropriate crop selection will be regionally
selected and the particular crop will be sowed in those interiors.
This separation of cultivation is based on the soil fertility and
harvest periods. After theharvest of the demanded crops updated
in the application , further import of the cultivated crops may be
done within TAMILNADU .
Automatically the excessive crops after seperation will be exported
to other neighborhoods.
NOVELTY
PROJECT SUMMARY
The project's goal is to connect all the farmers and provide
them technological assistance using AI. It will serve the
farmers in the best possible ways to increase the standards
and their income. An AI based integrated system for
Organic farming will be developed. The features offered by
the system will include Crop Prediction and Protection
based on environmental conditions considering the biotic
and abiotic factors, increasing the yield through
Vermiculture and controlled use of organic fertilizers
An AI based integrated system for Organic farming will be
developed. The features offered by the system will include
Crop Prediction and Protection.
SOFTWARE FLOW CHART
INTEGERATED AI SYSTEM
Outcomes
Technological solution to farmers using AI to
significantly improve the yield.
Farmer friendly system that autonomously
monitors and controls all aspects associated
with the growth of crops.
Crop Prediction based on environmental
conditions when to plant and when to harvest.
Continuous Crop Growth Monitoring.
Continuous monitoring of biotic and abiotic
factors influencing the growth of the crop.
Image processing to identify pests and
deformities in the crops.
Promote Vermiculture for controlled use of
fertilizers and improve the yield.
Anomaly detection to compute the difference
between the predicted results and the attained
results.
OUTCOME
RFID TRANSMITTER & RECEIVER (RS 10,000) CROP MONITORING SENSOR (RS 5,000)
WEATHER SENSING UNIT (RS 15,000)
SPECTRAL IMAGING CAMERA & SURVEILLANCE
SYSTEM ( RS 10 L)
SERVICE PROVIDER (RS 10,000) IOT SERVERS (RS 1.5 L)
TOTAL COST APPROX (RS 30 L)
FINANCIAL ANALYSIS
Thank
Thank
Thank
you!
you!
you!

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E-CROP MONITORING SYSTEM(integerated with organic farming (3).pdf

  • 1. E-CROP MONITORING SYSTEM Integerated with organic farming PRIYANKHA J(BE-3rd) KAMALESH V(BE-3rd) PROPOSED BY
  • 2. INTRODUCTION Smart agriculture is being implemented to minimise farmers' time consumption and make it more cost-effective. The autoencoder in smart farming uses a homogeneous set of features to detect anomalies within agricultural fields. Anomaly detection with deep learning establishes smart farming, where it predicts the vast amount of data. Machine learning extracts the massive amount of context information. As the population increases, food becomes scarce. A high level of agricultural production is sustained with a regression algorithm that improves diversification. To determine the complexity of the behavior, the pattern type must not exhibit the expected set of behaviours. To detect the aberrant set of behaviours, anomaly detection is used. Monitor all the agricultural data and livestock regions using different collection procedures.
  • 3. ABSTRCT This concept has not yet been created or relies on an exist system. In the present system,there is no existing control over crop cultivation and harvest that is done by the customers in direct. Thisapplication completely deals with precised and regulated records of customer’s needs in field of cropcultivation. In general we have many products that predicts the perfect harvest materials and harvest time duration, but this works in a way ahead by gathering all the real time records from users and thefurther cultivation is done. Major role of this idea depends on the balance of profit and harvest data of farmers. Thereby reducing frequent peaks in crop rates due to heavy demand.
  • 4. DESIGN ANALYSIS Digital agricultural application which predicts the requirement of the essential raw materials that are been cultivated by the farming society.it consists of a general login page where user can login through their login credentials and post their necessary or daily requirement(AGRO based raw materials) the application contains the list of all kind of cultivation crops that the user can select the required raw materials and post their need the database is send to the farming society through the government portal responsible for farming =>login credentials(user or cultivator ,open to all). =>create user id. =>home page. =>updation current crop availability (farming society) . =>crop requirement (list of cultivation crops). =>server handling database(state govt of tamilnadu). =>cost of raw materials (farmers fixing price). =>information storage in back-end through database. =>updation of requirements by users. =>estimated productivity rate for next harvest Back to Agenda Page
  • 5. Machine Learning algorithms such as SVM and decision tree classifier AI can provide farmers with real-time insights from their fields, allowing them to identify areas that need irrigation, fertilization, or pesticide treatment. The result is reduced use of pesticides, better harvest quality, higher profits, and significant cost savings. DEEP LEARNING AND ML ALGORITHM Deep learning algorithms are being used in smart agriculture to monitor related parameters and to observe it globally. ML algorithm that is a complementary tool which is used in our design for crop production rate and yeild prediction. ALGORITHM AND TECHNIQUES :
  • 6. VERMICULTURE SCHEDULE The fertilizers based with the things locally available or the app helps in providing information with the things at low cost Thus helping those farmers who are in need of it . This provides income. Green manuring -- composting or growing in the soil Amrutha paani -- cowdung, cow uring and jaggery. 24 hours tonic is ready and successfully used by farmers. Herbal pest repellent -- cow urine based Panchagavya -- healthy tonic. Farmer's cytosum -- coconut milk and buttermilk fermented and diluted with water Manure tea -- cowdung, leaves, jaggery, 200 litre drum of water -- 1 week to prepare. Gunabasalam -- waste of any dead animal and mix with jaggery and keep for 25 days 10 eggs in a plastic container and lemon juice is added until eggs are completely submerged. add jaggery and 20 days you have egg-lemon extract.
  • 7. This system idea is to mainly improvise the demand and harvest of agricultural crops. This application Basically works as a government organised application where customersand farmers can directly log in through the app and raise for the crop which they require. Basic idea is that according to the sectors that is been divided in TAMILNADU, the appropriate crop selection will be regionally selected and the particular crop will be sowed in those interiors. This separation of cultivation is based on the soil fertility and harvest periods. After theharvest of the demanded crops updated in the application , further import of the cultivated crops may be done within TAMILNADU . Automatically the excessive crops after seperation will be exported to other neighborhoods. NOVELTY
  • 8. PROJECT SUMMARY The project's goal is to connect all the farmers and provide them technological assistance using AI. It will serve the farmers in the best possible ways to increase the standards and their income. An AI based integrated system for Organic farming will be developed. The features offered by the system will include Crop Prediction and Protection based on environmental conditions considering the biotic and abiotic factors, increasing the yield through Vermiculture and controlled use of organic fertilizers An AI based integrated system for Organic farming will be developed. The features offered by the system will include Crop Prediction and Protection.
  • 11. Outcomes Technological solution to farmers using AI to significantly improve the yield. Farmer friendly system that autonomously monitors and controls all aspects associated with the growth of crops. Crop Prediction based on environmental conditions when to plant and when to harvest. Continuous Crop Growth Monitoring. Continuous monitoring of biotic and abiotic factors influencing the growth of the crop. Image processing to identify pests and deformities in the crops. Promote Vermiculture for controlled use of fertilizers and improve the yield. Anomaly detection to compute the difference between the predicted results and the attained results. OUTCOME
  • 12. RFID TRANSMITTER & RECEIVER (RS 10,000) CROP MONITORING SENSOR (RS 5,000) WEATHER SENSING UNIT (RS 15,000) SPECTRAL IMAGING CAMERA & SURVEILLANCE SYSTEM ( RS 10 L) SERVICE PROVIDER (RS 10,000) IOT SERVERS (RS 1.5 L) TOTAL COST APPROX (RS 30 L) FINANCIAL ANALYSIS