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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1645
Cotton Mitra – An Agricultural Advisory System for Cotton Crop
Sainath Parkar1, Shahid Ansari2, Pradip Rathod3, Ms. Shilpa Jadhao4
123UG Student, Dept. of Computer Engineering, Rajiv Gandhi Institute of Technology, Mumbai, Maharashtra, India
4Assistant Prof., Dept. of Computer Engineering, Rajiv Gandhi Institute of Technology, Mumbai, Maharashtra, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - In current agricultural scenario, the mainaimof
agricultural experts to provide proper up-to-dateinformation
to the farmers so that they can efficiently utilize the given
information to improve their agricultural practices and
thereby increase the production. The huge amount of
agricultural data is generated from the different sources
which have to be handled efficiently. By the use of ICT we can
handle this data generated from different sources and can
build knowledge based system to provide experts advices to
the farmers. An agricultural advisory system presented in this
paper aims to build the gap between cotton farmers of Indian
state Maharashtra and experts in agriculture domain. The
system maintains knowledge like soil information, weather
data, crop disease, pesticides, etc. for cotton crop and it is
collected from different sources. The system consists of three
core components such as - Web Ontology, Web Services and
Android Mobile Application.
Key Words: Web Ontology, Web Services, Android
Application, RESTful Services, Web Ontology Language,
Semantic Web, Advisory System.
1. INTRODUCTION
In India, Maharashtra is the largest producer of cotton.
Approximately 27% of total cotton is produced in
Maharashtra. Our aim istobuilda knowledgebasedadvisory
system to help cotton farmers in Maharashtra to improve
production of cotton even more. The system has user
friendly GUI and provides services likeweatherinformation,
disease prediction, pesticides recommendations, etc.The
knowledge base is developed using Web Ontology Language
(OWL), web services are developed in REST, and Android
Application developed to provide easy to use User Interface
(UI) to the farmer.
2. MOTIVATION
India is a second largest producer of the cotton worldwide
and in India, Maharashtra is a largest producer of the cotton.
Production of the cotton plays a significant role in Indian
economy as Indian economy is still highly based on
agriculture productions. The large amount of data related to
agriculture like soil information, weather details, etc are
being gathered from different sources like sensors. This
information have to be provided to the farmer in efficient
way to solve their queries regarding to the crop, weather,
disease, pesticides, etc. We are motivated to develop an
expert advisory system to provide such information to the
cotton farmers of Maharashtra in order solve their queries
and thereby improve the overall cotton production.
3. EXISTING SYSTEM
During literature survey we found existing agriculture
advisory systems like Kisan Suvidha, eSagu, mKrishi, Kisan
Vikas, Krishi Mantra.
3.1 Kisan Suvidha
Kisan Suvidha isdevelopedbyDepartmentofAgriculture Co-
operation and Farmers Welfare Ministry of Agriculture and
Farmers Welfare Govt. of India. It is an omnibus mobile
application developed to help farmers by providingrelevant
information to them quickly. It provides weather
information, IPM practices, plant protection, etc.
3.2 eSagu
eSagu is an IT-based agro advisorysystemdevelopedbyIIIT,
Hyderabad and Media Labs Asia. It aims to improve farm
productivity by providingappropriateadvicetoeachfarmer.
3.3 mKrishi
mKrishi is a mobile based advisorysystemdevelopedby TCS
group. It provides the agro advices to the farmer with audio-
video facilities on a mobile phone.
3.4 Kisan Vikas
Kisan Vikas is Android based ICT solution in Indian
agriculture to assist farmers. It is developed by IIT, Mandi. It
provides essential agriculture related information like govt.
helplines, weather forecasts, news, market prices, etc.
3.5 Krishi Mantra
Kisan Mantra is an Android based ICT system developed to
assists cotton farmer of Gujarat region of India. It is
developed by IET, Ahmedabad and DAIICT, Gandhinagar. It
provides web ontology based solution.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1646
4. PROPOSED SYSTEM
Cotton Mitra proposes an agricultural advisory system for
Maharashtra state where advices to the farmer areprovided
through RDF knowledgebase(OWL Ontology).SQL database
will store static information about the end-user. Yahoo
weather API is used to display weekly weather details. The
communication between different system components is
provided through REST framework. RESTful services along
with Ontology and SQL database is stored on Cloud Platform
as a Service. The end-user (farmer)will havetoinstall Cotton
Mitra Android application to communicate with the system.
Disease prevention and pesticide details are providedbased
on the inputs given by the user.
5. RESEARCH CHALLENGES
5.1 User Interface
User interface is the main research issue. It should be user
friendly as most of users (farmers) won’t be able to use a
system if it is complex.
5.2 Web Ontology Development
System should consists of knowledge base data. Such
knowledge base with ability to querythesystemwill enables
reasoning capability and inference. The main task is to build
web ontology which can answers queries of each user.
5.3 Ontology Reasoning
The system shouldbecapabletogeneraterecommendations.
Efficient ontology reasoner is required to solveuserqueries.
5.4 Deployment of the system
System should be easy to access. So we have to deploy the
system on a cloud. The web services and database should be
deployed on cloud so that the user can access it from
anywhere. The response time should be less.
6. SYSTEM DESIGN
Fig. 1 shows system architecture.
Fig -1: System Architecture
As shown in fig. 1, there are five major components of the
system.
6.1 The knowledge base
The knowledge base consists of data for Cotton crop in RDF
format. It stores variety of information like crop disease,
pests, pesticides, bacteria, etc. SPARQL queries and
reasoning is used on this RDF ontology to answer the user
queries. RDF ontology is developed using Protégé tool.
Apache Jena is used to query the ontology. Pallet reasoner is
used to check consistency of the ontology.
6.2 SQL database
SQL database stores all the static information related to the
farmer. POSTGRESQL is used to develop this staticdatabase.
6.3 RESTful Web Services
These are the light weight web services and responsible for
the communication between the end user and cloud server.
It connects the RDF ontology, SQL database and user of the
system over the internet. REST web services are developed
using JAX-RS (Jersey) framework written in Java with the
help of Eclipse IDE. The web services provides results in
JSON format.
6.4 Geographic data
It contains information about the weeklyweatheroftheuser
location. Yahoo weather API is used to display the weather
information.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1647
6.5 Android App
The user friendly Android application is developedtoaccess
the rest of the system. User Interface have made user
friendly so that anyone can interact with the system easily.
Android application is developed using Android studio with
Android SDK - 24.
7. IMPLEMENTATION DETAILS
7.1 Hardware and Software Requirements
JDK 1.7 or higher, Eclipse Neon EE, Apache TomCat web
server, Jersey framework, PostgreSQL 9.6, Postman (for
testing), Protégé 5.1, Apache Jena, Android SDK – 24,
Android Studio, Yahoo weather API.
8. SYSTEM SCREENSHOTS
Fig -2: Home Screen User Interface
Fig -3: Result for disease prevention based on part of the
crop and observed symptom.
9. CONCLUSION AND FUTURE WORK
This paper presents an Agricultural advisory system for
cotton crop developed for cotton farmers of Indian state
Maharashtra. This is an Android based mobile WebApp and
uses semantic web technologieslikeRDF,OWL,andSPARQL.
The system efficiently provides experts advices and solves
issues like lack of knowledge of the farmer.
We can make this system more efficient and useful by
including weather alerts, weather notifications before
causing further damage to the crop.
ACKNOWLEDGEMENT
I would like to express special thanks to our project guide
Ms. Shilpa Jadhao and H.O.D of Computer Engineering
department Prof. Dr. S. Y. Ket for their help, guidance and
support
REFERENCES
[1] V. Kumar, V. Dave, R. Nagrani, S. Chaudhary, and M.
Bhise, "Crop Cultivation Information System on Mobile
Phones," in IEEE Global Humanitarian Technology
Conference (GHTC), pp. 196-202, ISBN: 978-1-4799-
1094-6, 2013.
[2] V. Kumar, V. Dave, R. Bhadauriya, and S. Chaudhary,
"Krishimantra: Agricultural Recommendation System,"
in Proceedings of the 3rd ACM Symposium on
Computing for Development, Article No. 45, ISBN:
9781450318563, DOI:O.l145/2442882.2442933,2013.
[3] Tim Berners-Lee, James Hendler and OraLassila, "The
Semantic Web," Scientific American, pp. 02, May
17,2001.
[4] P. Krishna Reddy, G. V. Ramaraju, and G. S. Reddy.
''eSagu™: a data warehouse enabled personalized
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1648
agricultural advisory system," in SIGMOD'07
Proceedings of the 2007ACM SIGMOD international
conference on Management of data, pp.910-914, June
2007.
[5] S. Sahni, "Ontology Based Agro Advisory System,"
Department of Computer Science and Engineering, lIT
Mumbai, M.Tech. thesis, June 2012.
[6] "RDF: Resource Description Framework,"
http://www.w3.org/RDF/, June, 2014.
[7] "SPARQL: SPARQL Protocol and Query Language for
RDF," http://www. w3 .0rgITRlrdf-sparqI-query/, June,
2014.
[8] "Apache Jena: A free and open source Java framework
for building Semantic Web and Linked Data
applications," http://jena.apache.org, June, 2014.

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Cotton Mitra – An Agricultural Advisory System for Cotton Crop

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1645 Cotton Mitra – An Agricultural Advisory System for Cotton Crop Sainath Parkar1, Shahid Ansari2, Pradip Rathod3, Ms. Shilpa Jadhao4 123UG Student, Dept. of Computer Engineering, Rajiv Gandhi Institute of Technology, Mumbai, Maharashtra, India 4Assistant Prof., Dept. of Computer Engineering, Rajiv Gandhi Institute of Technology, Mumbai, Maharashtra, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract - In current agricultural scenario, the mainaimof agricultural experts to provide proper up-to-dateinformation to the farmers so that they can efficiently utilize the given information to improve their agricultural practices and thereby increase the production. The huge amount of agricultural data is generated from the different sources which have to be handled efficiently. By the use of ICT we can handle this data generated from different sources and can build knowledge based system to provide experts advices to the farmers. An agricultural advisory system presented in this paper aims to build the gap between cotton farmers of Indian state Maharashtra and experts in agriculture domain. The system maintains knowledge like soil information, weather data, crop disease, pesticides, etc. for cotton crop and it is collected from different sources. The system consists of three core components such as - Web Ontology, Web Services and Android Mobile Application. Key Words: Web Ontology, Web Services, Android Application, RESTful Services, Web Ontology Language, Semantic Web, Advisory System. 1. INTRODUCTION In India, Maharashtra is the largest producer of cotton. Approximately 27% of total cotton is produced in Maharashtra. Our aim istobuilda knowledgebasedadvisory system to help cotton farmers in Maharashtra to improve production of cotton even more. The system has user friendly GUI and provides services likeweatherinformation, disease prediction, pesticides recommendations, etc.The knowledge base is developed using Web Ontology Language (OWL), web services are developed in REST, and Android Application developed to provide easy to use User Interface (UI) to the farmer. 2. MOTIVATION India is a second largest producer of the cotton worldwide and in India, Maharashtra is a largest producer of the cotton. Production of the cotton plays a significant role in Indian economy as Indian economy is still highly based on agriculture productions. The large amount of data related to agriculture like soil information, weather details, etc are being gathered from different sources like sensors. This information have to be provided to the farmer in efficient way to solve their queries regarding to the crop, weather, disease, pesticides, etc. We are motivated to develop an expert advisory system to provide such information to the cotton farmers of Maharashtra in order solve their queries and thereby improve the overall cotton production. 3. EXISTING SYSTEM During literature survey we found existing agriculture advisory systems like Kisan Suvidha, eSagu, mKrishi, Kisan Vikas, Krishi Mantra. 3.1 Kisan Suvidha Kisan Suvidha isdevelopedbyDepartmentofAgriculture Co- operation and Farmers Welfare Ministry of Agriculture and Farmers Welfare Govt. of India. It is an omnibus mobile application developed to help farmers by providingrelevant information to them quickly. It provides weather information, IPM practices, plant protection, etc. 3.2 eSagu eSagu is an IT-based agro advisorysystemdevelopedbyIIIT, Hyderabad and Media Labs Asia. It aims to improve farm productivity by providingappropriateadvicetoeachfarmer. 3.3 mKrishi mKrishi is a mobile based advisorysystemdevelopedby TCS group. It provides the agro advices to the farmer with audio- video facilities on a mobile phone. 3.4 Kisan Vikas Kisan Vikas is Android based ICT solution in Indian agriculture to assist farmers. It is developed by IIT, Mandi. It provides essential agriculture related information like govt. helplines, weather forecasts, news, market prices, etc. 3.5 Krishi Mantra Kisan Mantra is an Android based ICT system developed to assists cotton farmer of Gujarat region of India. It is developed by IET, Ahmedabad and DAIICT, Gandhinagar. It provides web ontology based solution.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1646 4. PROPOSED SYSTEM Cotton Mitra proposes an agricultural advisory system for Maharashtra state where advices to the farmer areprovided through RDF knowledgebase(OWL Ontology).SQL database will store static information about the end-user. Yahoo weather API is used to display weekly weather details. The communication between different system components is provided through REST framework. RESTful services along with Ontology and SQL database is stored on Cloud Platform as a Service. The end-user (farmer)will havetoinstall Cotton Mitra Android application to communicate with the system. Disease prevention and pesticide details are providedbased on the inputs given by the user. 5. RESEARCH CHALLENGES 5.1 User Interface User interface is the main research issue. It should be user friendly as most of users (farmers) won’t be able to use a system if it is complex. 5.2 Web Ontology Development System should consists of knowledge base data. Such knowledge base with ability to querythesystemwill enables reasoning capability and inference. The main task is to build web ontology which can answers queries of each user. 5.3 Ontology Reasoning The system shouldbecapabletogeneraterecommendations. Efficient ontology reasoner is required to solveuserqueries. 5.4 Deployment of the system System should be easy to access. So we have to deploy the system on a cloud. The web services and database should be deployed on cloud so that the user can access it from anywhere. The response time should be less. 6. SYSTEM DESIGN Fig. 1 shows system architecture. Fig -1: System Architecture As shown in fig. 1, there are five major components of the system. 6.1 The knowledge base The knowledge base consists of data for Cotton crop in RDF format. It stores variety of information like crop disease, pests, pesticides, bacteria, etc. SPARQL queries and reasoning is used on this RDF ontology to answer the user queries. RDF ontology is developed using Protégé tool. Apache Jena is used to query the ontology. Pallet reasoner is used to check consistency of the ontology. 6.2 SQL database SQL database stores all the static information related to the farmer. POSTGRESQL is used to develop this staticdatabase. 6.3 RESTful Web Services These are the light weight web services and responsible for the communication between the end user and cloud server. It connects the RDF ontology, SQL database and user of the system over the internet. REST web services are developed using JAX-RS (Jersey) framework written in Java with the help of Eclipse IDE. The web services provides results in JSON format. 6.4 Geographic data It contains information about the weeklyweatheroftheuser location. Yahoo weather API is used to display the weather information.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1647 6.5 Android App The user friendly Android application is developedtoaccess the rest of the system. User Interface have made user friendly so that anyone can interact with the system easily. Android application is developed using Android studio with Android SDK - 24. 7. IMPLEMENTATION DETAILS 7.1 Hardware and Software Requirements JDK 1.7 or higher, Eclipse Neon EE, Apache TomCat web server, Jersey framework, PostgreSQL 9.6, Postman (for testing), Protégé 5.1, Apache Jena, Android SDK – 24, Android Studio, Yahoo weather API. 8. SYSTEM SCREENSHOTS Fig -2: Home Screen User Interface Fig -3: Result for disease prevention based on part of the crop and observed symptom. 9. CONCLUSION AND FUTURE WORK This paper presents an Agricultural advisory system for cotton crop developed for cotton farmers of Indian state Maharashtra. This is an Android based mobile WebApp and uses semantic web technologieslikeRDF,OWL,andSPARQL. The system efficiently provides experts advices and solves issues like lack of knowledge of the farmer. We can make this system more efficient and useful by including weather alerts, weather notifications before causing further damage to the crop. ACKNOWLEDGEMENT I would like to express special thanks to our project guide Ms. Shilpa Jadhao and H.O.D of Computer Engineering department Prof. Dr. S. Y. Ket for their help, guidance and support REFERENCES [1] V. Kumar, V. Dave, R. Nagrani, S. Chaudhary, and M. Bhise, "Crop Cultivation Information System on Mobile Phones," in IEEE Global Humanitarian Technology Conference (GHTC), pp. 196-202, ISBN: 978-1-4799- 1094-6, 2013. [2] V. Kumar, V. Dave, R. Bhadauriya, and S. Chaudhary, "Krishimantra: Agricultural Recommendation System," in Proceedings of the 3rd ACM Symposium on Computing for Development, Article No. 45, ISBN: 9781450318563, DOI:O.l145/2442882.2442933,2013. [3] Tim Berners-Lee, James Hendler and OraLassila, "The Semantic Web," Scientific American, pp. 02, May 17,2001. [4] P. Krishna Reddy, G. V. Ramaraju, and G. S. Reddy. ''eSagu™: a data warehouse enabled personalized
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1648 agricultural advisory system," in SIGMOD'07 Proceedings of the 2007ACM SIGMOD international conference on Management of data, pp.910-914, June 2007. [5] S. Sahni, "Ontology Based Agro Advisory System," Department of Computer Science and Engineering, lIT Mumbai, M.Tech. thesis, June 2012. [6] "RDF: Resource Description Framework," http://www.w3.org/RDF/, June, 2014. [7] "SPARQL: SPARQL Protocol and Query Language for RDF," http://www. w3 .0rgITRlrdf-sparqI-query/, June, 2014. [8] "Apache Jena: A free and open source Java framework for building Semantic Web and Linked Data applications," http://jena.apache.org, June, 2014.