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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1711
FARM-EASY
Sayed Saliq1, Hilam Banu2, Shrinidhi R K3, Anjana R Shetty4, Annappa Swamy D R5
1,3,4,5 Dept. of Computer Science and Engineering, Mangalore Institute of Technology and Engineering, Moodbidri.
5Associate Professor, Dept. of Computer Science and Engineering, Mangalore Institute of Technology and
Engineering, Moodbidri.
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - As we all aware, e-commerce is a developing
industry in today's digital world, and we are all acquainted
and familiar with this technology. There are no borders in
this industry; from the urban to the rural, everyone uses
the internet for buying and selling activities in all facets of
their existence.Food is one of the most important needs of
people at large, which is Farmers have fulfilled their
obligations. Farmers are currently failing. to induce a correct
price for or their products thanks to vendors who violate
market policies, set prices consistent with their will and back
huge profits. So, now we are bringing new and unique
thoughts into action that's an e-Commerce website for
farmers. We try to try to a little help for farmers through this
website. This is frequently a website for farmers to help them
with their own agriculture by supplying a simple internet
platform utilizing the most recent technology.This web
application will help farmers in comparing the current
market rate of various products. this may help the farmers to
use the current technology to seek discover profitable income
streams Furthermore, it decreases the farmers' additional
expenditures like as transportation and labour. Because we
provide a centralized platform, farmers may save time
searching for their chosen seeds on the market. This interface
makes things simpler for the farmer to create the necessary
procedures. An online application is being developed to help
farmers from various backgrounds with multiple language
support and stock price prediction. The proposed web
application is meant to use Naïve Bayes Algorithm to predict.
Key Words: Agriculture, Crop Prediction, Farmers
1. INTRODUCTION
FARM-EASY is considering a move to create and provide an
online platform from which to collect the information about
the nearby vendors virtually where the vendors store their
information and updates it on weekly basis. Farmers get all
those vendors information and it helps them to sell their
stock for highest price. In this web application both vendors
and farmers register themselves in their respective portals
and later are directed to their home pages. In the Vendor’s
page, the vendor can add stock prices according to this
need, edit these prices on daily and weekly basis. The Crops
are displayed in the farmer’s portal where the farmer can
choose a satisfying crop to grow.
2. RELATED WORK
Gomathy C.K, Jaswanth Reddy Vulchi, Venkatesh Pathipati
[1] proposed As we all know that e-commerce is a new field
in the digital world, and we are all familiar with it. In this
technology, there are no borders; people from all walks of
life, from urban to rural, use online buying and selling
activities in many facets of their lives. One of humankind's
most basic requirements is food. Farmers satisfy the needs
of living beings. Farmers are currently unable to receive a
fair price for their products. As a result, we are now putting
a new and distinctive idea into action, which is an
ecommerce website for farmers. This website will assist
farmers. This website is designed to make farming easier.
In agriculture by providing a user-friendly online platform
based on cutting-edge technology. Farmers will benefit
from this since they will be able to make better use of their
current resources.to use technology to discover the most
profitable sources of income Additionally, it lowers
additional costs such as transportation.as well as labour to
the farmers The farmer might save time by searching for
their selected seeds in advance. It will change the market by
delivering a single, simple platform.
Sumitha Thankachan, Dr. S. Kirubakaran [2]
proposedTechnological advancements have aided decision-
making in a variety of industries, including agriculture.
Agriculture growth has been stymied for several years as a
result of a lack of agricultural skills and ecological factors.
The main purpose of this post is to connect out to farmers
to inquire about their knowledge, use, and perceptions of e-
agriculture. Farmers' awareness of e Commerce was
collected using a statistical survey design technique in this
study. The results showed that there is a low level of
knowledge hence it shows that there is a need for e-
agriculture to help them. e-Agriculture is a platform for
supporting marketing of agricultural products.
Ujang Maman , Yuni Sugiarti. [3] Since the agricultural
sector appears to be more resistant to economic crises than
other sectors, it plays an essential role in the national
economic framework. Furthermore, the agriculture sector
plays an important role in meeting the population's
fundamental necessities and increasing farmer's income,
industrial raw materials, and business development as well
Opportunities for jobs, as well as improvements to national
food security Agricultural productivity, has increased, yet it
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1712
still falls short of expectations. This study's purpose is to
create an agribusiness e-commerce system for agricultural
production. It is advantageous to present and market
farmer's products as to improve the farmer's livelihood.
This case study gathered information from observation, in-
depth interviews, and a review of the literature It was a
complicated system. Rapid Application Development (RAD)
was used to create the system, which is object-oriented and
uses Uml Diagrams Language tools (UML). The creation of a
typical example to aid in the marketing of rice goods, as well
as product data management, customer data management,
and order management.
Ranjani Dhanapal, A AjanRaj, S Balavinayagapragathish, J
Balaji [4] proposed Agriculture is the backbone of
economic system of a given country. Farmers are the most
significant players in agriculture. Farmers lose a lot of
money when the price drops following harvest Agricultural
commodity price fluctuations affect a country's GDP. Crop
price estimates and analyses are performed in order to
make an educated decision before sowing a certain crop.
Anticipating crop prices can help you make better decisions,
which will help you save money and handle price
fluctuations. We projected the price with several crops in
this research by examining prior precipitation and WPI
data.
Fajar Delli Wihartiko, Sri Nurdiati, Agus Buono, Edi Santosa
-[5] proposed predicting the impact of changes in
agricultural product prices is referred to as agricultural
product price prediction. The prices of various agricultural
products have been predicted using a variety of
methodologies. The goal of this research is to look at several
strategies for predicting agricultural commodity prices in
the literature and to identify future research problems. The
text mining method is used to get a high-level study
summary based on the presence of terms in an article
According to the findings, the most often employed
approaches for predicting agricultural commodity prices
are Machine Intelligence (30%), Data Mining (22%), and
Regression (22%). (18 percent ). This study's contribution
contains the most recent research findings, advice for the
best methodologies, and research proposals for the future,
all of which take into account the present pandemic
situation.
Kiran M. Sabu, T. K. Manoj Kumar [6] Price changes in
agricultural commodities have a negative impact on a
country's GDP. Farmers are hurt emotionally and financially
as a result of their years of hard work being for naught.
Price forecasting could aid the agriculture supply chain in
making critical decisions to reduce and manage the risk of
price changes. Predictive analytics is supposed to tackle the
difficulties of the common man as a result of reduced
agricultural production due to unstable climatic conditions,
global warming, and other factors. Arecanuts are a popular
crop in India, with Kerala leading the way in terms of
output. Farmers in Kerala have been migrating away from
arecanut production in recent years due to pricing swings
and climate change. The monthly prices of In this study,
arecanuts in Kerala are projected using time series and
machine learning methods. The RMSE value was used to
evaluate the performance of the models SARIMA, Holt-
Seasonal Winter's method, and LSTM neural network on the
arecanut dataset with prices from 2007 to 2017. The LSTM
neural network model was determined to have the best
match for the data.
Girish K. Jha, Kanchan Sinha [7] proposed Food price
forecasts are intended to aid farmers, policymakers, and the
agribusiness industry. Food security management in
emerging nations dominated by agriculture, such as India
requires more than ever effective and trustworthy food
price forecasting models in this era of globalization. In
emerging economies, however, data availability is often
sparse and lags, necessitating dependence on time series
forecasting models. Given the availability of data in
developing nations, a recent improvement in A feasible
price predicting strategy is provided by the Artificial Neural
Network (ANN) modelling approach. Using month - to -
month wholesale soybean and rapeseed-mustard pricing
data, the advantage of ANN over linear model methods was
established in this study. In comparison to linear models,
empirical investigation has shown that ANN models can
capture a substantial number of directions of monthly price
variation. When the data exhibits a nonlinear pattern, it has
also been discovered that combining linear and nonlinear
models produces more accurate forecasts than using these
models separately. By combining linear and nonlinear
forecasting approaches, the current study intended to
construct a user-friendly ANN-based decision assistance
system.
Hiroki Uematsu and Ashok K. Mishra [8] proposed Direct
marketing strategies are quickly becoming recognised as a
valid business choice in the United States because they
allow organisations to acquire a lower price by selling
directly to customers. This study has two objectives. We
first calculated the number of people using a country wide
survey. a zero-inflated negative binomial model to find
factors that influence the total number of direct contacts
Farmers have developed marketing methods.We then
designed a regression model to examine the impact of the
intensity of direct marketing strategy adoption on gross
cash farm income. income. The data show that the intensity
of adoption has minimal effect on gross cash flow. Farm
revenue and farmers market participation are both
negatively related to gross cash flow. Farm revenue was
assessed at each of the five quantiles.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1713
3. METHODOLOGY
Farm-easy is a user’s friendly web app in which users can
register themselves in order to use the facility. The front-
end and the back end of the website will be designed using
PHP The system will have two portals:
1) Vendors: In this, the vendors have to register themselves
by providing their personal information which is stored as
real time data in mysql using PHP and update the stock
prices as per their requirements. If they are providing the
transportation facility, then they have to specify in their buy
so that it will help the farmers in transporting their stocks.
They have to update the prices on weekly basis or according
to the occasions. The details entered by vendors are directly
reflected in the farmer’s homepage.
2) Farmers: In this, Farmers have to register by providing
their personal information. These data will be stored as real
time data in a database using PHP. After registering they
can see the stock prices by different vendors in a sorted
manner, the prices are displayed that it will help farmers to
take the correct decisions. Farmers are also provided with a
feature that predicts stock prices on different occasions
which helps farmers to plan and manage their produce. This
web application is intended to use Naïve Bayes Algorithm
for crop prediction.. The assumptions are independent and
unrelated to other features which we use for price
prediction. The stock prediction is based on the various
parameters which are provided The vendor’s details are
hidden from each other. The system will help the farmers in
finding easy ways to sell their agricultural products and it’s
also profitable for them. It will save their time as well and
motivates to increase their production and will remarkably
affect the Indians.
Fig -1: User Flow
Fig -2: Farmers Flow Chart
Fig -3: Vendors Flow Chart
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1714
4. RESULTS
This system enables farmers to pick great deals for their
produce by allowing farmers to directly view different prices
of the agricultural produce and so also make them identify
the contact to the vendors thereby removing the middle man
in order to save time and acquire the best price for their
produce. The screening of vendors helps the stock prices to
remain hidden and prevent price clashes. The system allows
the farmers to view predicted crops that will allow farmers
to plan their produce according to the market needs and
trends which prevents farmers from stock scams as the
system holds standard prices to be followed by vendors.
REFERENCES
[1] Gomathy C.K, Jaswanth Reddy Vulchi, Venkatesh
Pathipati, ” Multi Vendors E-commerce website for
farmers”, Research Square, Issue: 13, May 2021.
[2] Sumitha Thankachan, Dr.S. Kirubakaran,“A Survey
Conducted on E-Agriculture with Indian Farmers”,
International Journal of Computer Science and Mobile
Computing, Volume 3, Issue 2, February 2014.
[3] Ujang Maman and Yuni Sugiarati, “The Need of
Agribusiness E-commerce to Support Staple Food Self-
Sufficiency”, International Journal of Applied
Agricultural Re-search, Volume 11, Number 2, 2016.
[4] Ranjani Dhanapal, A AjanRaj, S Balavinayagapragathish, J
Balaji, “Crop price prediction using supervised machine
learning algorithms”, Journal of Physics: Conference
Series, 2021.
[5] Fajar Delli Wihartiko, Sri Nurdiati, Agus Buono, Edi
Santosa, “Agricultural Price Prediction Models: A
Systematic Literature Review”, International Conference
on Industrial Engineering and Operational Management
Singapore, Issue: 07, March 2021.
[6] Kiran M. Sabu, T. K. Manoj Kumar, “Predictive analytics
in Agriculture: Forecasting prices of Arecanuts in Kerala”
,Third International Conference on Computing and
Network Communications, 2020.
[7] Girish K. Jha, Kanchan Sinha, “Agricultural Price
Forecasting Using Neural Network Model: An Innovative
Information Delivery System”, Indian Agricultural
Research Institute.

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FARM-EASY

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1711 FARM-EASY Sayed Saliq1, Hilam Banu2, Shrinidhi R K3, Anjana R Shetty4, Annappa Swamy D R5 1,3,4,5 Dept. of Computer Science and Engineering, Mangalore Institute of Technology and Engineering, Moodbidri. 5Associate Professor, Dept. of Computer Science and Engineering, Mangalore Institute of Technology and Engineering, Moodbidri. ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - As we all aware, e-commerce is a developing industry in today's digital world, and we are all acquainted and familiar with this technology. There are no borders in this industry; from the urban to the rural, everyone uses the internet for buying and selling activities in all facets of their existence.Food is one of the most important needs of people at large, which is Farmers have fulfilled their obligations. Farmers are currently failing. to induce a correct price for or their products thanks to vendors who violate market policies, set prices consistent with their will and back huge profits. So, now we are bringing new and unique thoughts into action that's an e-Commerce website for farmers. We try to try to a little help for farmers through this website. This is frequently a website for farmers to help them with their own agriculture by supplying a simple internet platform utilizing the most recent technology.This web application will help farmers in comparing the current market rate of various products. this may help the farmers to use the current technology to seek discover profitable income streams Furthermore, it decreases the farmers' additional expenditures like as transportation and labour. Because we provide a centralized platform, farmers may save time searching for their chosen seeds on the market. This interface makes things simpler for the farmer to create the necessary procedures. An online application is being developed to help farmers from various backgrounds with multiple language support and stock price prediction. The proposed web application is meant to use Naïve Bayes Algorithm to predict. Key Words: Agriculture, Crop Prediction, Farmers 1. INTRODUCTION FARM-EASY is considering a move to create and provide an online platform from which to collect the information about the nearby vendors virtually where the vendors store their information and updates it on weekly basis. Farmers get all those vendors information and it helps them to sell their stock for highest price. In this web application both vendors and farmers register themselves in their respective portals and later are directed to their home pages. In the Vendor’s page, the vendor can add stock prices according to this need, edit these prices on daily and weekly basis. The Crops are displayed in the farmer’s portal where the farmer can choose a satisfying crop to grow. 2. RELATED WORK Gomathy C.K, Jaswanth Reddy Vulchi, Venkatesh Pathipati [1] proposed As we all know that e-commerce is a new field in the digital world, and we are all familiar with it. In this technology, there are no borders; people from all walks of life, from urban to rural, use online buying and selling activities in many facets of their lives. One of humankind's most basic requirements is food. Farmers satisfy the needs of living beings. Farmers are currently unable to receive a fair price for their products. As a result, we are now putting a new and distinctive idea into action, which is an ecommerce website for farmers. This website will assist farmers. This website is designed to make farming easier. In agriculture by providing a user-friendly online platform based on cutting-edge technology. Farmers will benefit from this since they will be able to make better use of their current resources.to use technology to discover the most profitable sources of income Additionally, it lowers additional costs such as transportation.as well as labour to the farmers The farmer might save time by searching for their selected seeds in advance. It will change the market by delivering a single, simple platform. Sumitha Thankachan, Dr. S. Kirubakaran [2] proposedTechnological advancements have aided decision- making in a variety of industries, including agriculture. Agriculture growth has been stymied for several years as a result of a lack of agricultural skills and ecological factors. The main purpose of this post is to connect out to farmers to inquire about their knowledge, use, and perceptions of e- agriculture. Farmers' awareness of e Commerce was collected using a statistical survey design technique in this study. The results showed that there is a low level of knowledge hence it shows that there is a need for e- agriculture to help them. e-Agriculture is a platform for supporting marketing of agricultural products. Ujang Maman , Yuni Sugiarti. [3] Since the agricultural sector appears to be more resistant to economic crises than other sectors, it plays an essential role in the national economic framework. Furthermore, the agriculture sector plays an important role in meeting the population's fundamental necessities and increasing farmer's income, industrial raw materials, and business development as well Opportunities for jobs, as well as improvements to national food security Agricultural productivity, has increased, yet it
  • 2. © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1712 still falls short of expectations. This study's purpose is to create an agribusiness e-commerce system for agricultural production. It is advantageous to present and market farmer's products as to improve the farmer's livelihood. This case study gathered information from observation, in- depth interviews, and a review of the literature It was a complicated system. Rapid Application Development (RAD) was used to create the system, which is object-oriented and uses Uml Diagrams Language tools (UML). The creation of a typical example to aid in the marketing of rice goods, as well as product data management, customer data management, and order management. Ranjani Dhanapal, A AjanRaj, S Balavinayagapragathish, J Balaji [4] proposed Agriculture is the backbone of economic system of a given country. Farmers are the most significant players in agriculture. Farmers lose a lot of money when the price drops following harvest Agricultural commodity price fluctuations affect a country's GDP. Crop price estimates and analyses are performed in order to make an educated decision before sowing a certain crop. Anticipating crop prices can help you make better decisions, which will help you save money and handle price fluctuations. We projected the price with several crops in this research by examining prior precipitation and WPI data. Fajar Delli Wihartiko, Sri Nurdiati, Agus Buono, Edi Santosa -[5] proposed predicting the impact of changes in agricultural product prices is referred to as agricultural product price prediction. The prices of various agricultural products have been predicted using a variety of methodologies. The goal of this research is to look at several strategies for predicting agricultural commodity prices in the literature and to identify future research problems. The text mining method is used to get a high-level study summary based on the presence of terms in an article According to the findings, the most often employed approaches for predicting agricultural commodity prices are Machine Intelligence (30%), Data Mining (22%), and Regression (22%). (18 percent ). This study's contribution contains the most recent research findings, advice for the best methodologies, and research proposals for the future, all of which take into account the present pandemic situation. Kiran M. Sabu, T. K. Manoj Kumar [6] Price changes in agricultural commodities have a negative impact on a country's GDP. Farmers are hurt emotionally and financially as a result of their years of hard work being for naught. Price forecasting could aid the agriculture supply chain in making critical decisions to reduce and manage the risk of price changes. Predictive analytics is supposed to tackle the difficulties of the common man as a result of reduced agricultural production due to unstable climatic conditions, global warming, and other factors. Arecanuts are a popular crop in India, with Kerala leading the way in terms of output. Farmers in Kerala have been migrating away from arecanut production in recent years due to pricing swings and climate change. The monthly prices of In this study, arecanuts in Kerala are projected using time series and machine learning methods. The RMSE value was used to evaluate the performance of the models SARIMA, Holt- Seasonal Winter's method, and LSTM neural network on the arecanut dataset with prices from 2007 to 2017. The LSTM neural network model was determined to have the best match for the data. Girish K. Jha, Kanchan Sinha [7] proposed Food price forecasts are intended to aid farmers, policymakers, and the agribusiness industry. Food security management in emerging nations dominated by agriculture, such as India requires more than ever effective and trustworthy food price forecasting models in this era of globalization. In emerging economies, however, data availability is often sparse and lags, necessitating dependence on time series forecasting models. Given the availability of data in developing nations, a recent improvement in A feasible price predicting strategy is provided by the Artificial Neural Network (ANN) modelling approach. Using month - to - month wholesale soybean and rapeseed-mustard pricing data, the advantage of ANN over linear model methods was established in this study. In comparison to linear models, empirical investigation has shown that ANN models can capture a substantial number of directions of monthly price variation. When the data exhibits a nonlinear pattern, it has also been discovered that combining linear and nonlinear models produces more accurate forecasts than using these models separately. By combining linear and nonlinear forecasting approaches, the current study intended to construct a user-friendly ANN-based decision assistance system. Hiroki Uematsu and Ashok K. Mishra [8] proposed Direct marketing strategies are quickly becoming recognised as a valid business choice in the United States because they allow organisations to acquire a lower price by selling directly to customers. This study has two objectives. We first calculated the number of people using a country wide survey. a zero-inflated negative binomial model to find factors that influence the total number of direct contacts Farmers have developed marketing methods.We then designed a regression model to examine the impact of the intensity of direct marketing strategy adoption on gross cash farm income. income. The data show that the intensity of adoption has minimal effect on gross cash flow. Farm revenue and farmers market participation are both negatively related to gross cash flow. Farm revenue was assessed at each of the five quantiles. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1713 3. METHODOLOGY Farm-easy is a user’s friendly web app in which users can register themselves in order to use the facility. The front- end and the back end of the website will be designed using PHP The system will have two portals: 1) Vendors: In this, the vendors have to register themselves by providing their personal information which is stored as real time data in mysql using PHP and update the stock prices as per their requirements. If they are providing the transportation facility, then they have to specify in their buy so that it will help the farmers in transporting their stocks. They have to update the prices on weekly basis or according to the occasions. The details entered by vendors are directly reflected in the farmer’s homepage. 2) Farmers: In this, Farmers have to register by providing their personal information. These data will be stored as real time data in a database using PHP. After registering they can see the stock prices by different vendors in a sorted manner, the prices are displayed that it will help farmers to take the correct decisions. Farmers are also provided with a feature that predicts stock prices on different occasions which helps farmers to plan and manage their produce. This web application is intended to use Naïve Bayes Algorithm for crop prediction.. The assumptions are independent and unrelated to other features which we use for price prediction. The stock prediction is based on the various parameters which are provided The vendor’s details are hidden from each other. The system will help the farmers in finding easy ways to sell their agricultural products and it’s also profitable for them. It will save their time as well and motivates to increase their production and will remarkably affect the Indians. Fig -1: User Flow Fig -2: Farmers Flow Chart Fig -3: Vendors Flow Chart
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 07 | July 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 1714 4. RESULTS This system enables farmers to pick great deals for their produce by allowing farmers to directly view different prices of the agricultural produce and so also make them identify the contact to the vendors thereby removing the middle man in order to save time and acquire the best price for their produce. The screening of vendors helps the stock prices to remain hidden and prevent price clashes. The system allows the farmers to view predicted crops that will allow farmers to plan their produce according to the market needs and trends which prevents farmers from stock scams as the system holds standard prices to be followed by vendors. REFERENCES [1] Gomathy C.K, Jaswanth Reddy Vulchi, Venkatesh Pathipati, ” Multi Vendors E-commerce website for farmers”, Research Square, Issue: 13, May 2021. [2] Sumitha Thankachan, Dr.S. Kirubakaran,“A Survey Conducted on E-Agriculture with Indian Farmers”, International Journal of Computer Science and Mobile Computing, Volume 3, Issue 2, February 2014. [3] Ujang Maman and Yuni Sugiarati, “The Need of Agribusiness E-commerce to Support Staple Food Self- Sufficiency”, International Journal of Applied Agricultural Re-search, Volume 11, Number 2, 2016. [4] Ranjani Dhanapal, A AjanRaj, S Balavinayagapragathish, J Balaji, “Crop price prediction using supervised machine learning algorithms”, Journal of Physics: Conference Series, 2021. [5] Fajar Delli Wihartiko, Sri Nurdiati, Agus Buono, Edi Santosa, “Agricultural Price Prediction Models: A Systematic Literature Review”, International Conference on Industrial Engineering and Operational Management Singapore, Issue: 07, March 2021. [6] Kiran M. Sabu, T. K. Manoj Kumar, “Predictive analytics in Agriculture: Forecasting prices of Arecanuts in Kerala” ,Third International Conference on Computing and Network Communications, 2020. [7] Girish K. Jha, Kanchan Sinha, “Agricultural Price Forecasting Using Neural Network Model: An Innovative Information Delivery System”, Indian Agricultural Research Institute.