nach oben

Erschienen in:

2016 | OriginalPaper | Buchkapitel

AgroKanti: Location-Aware Decision Support System for Forecasting of Pests and Diseases in Grapes

verfasst von : Archana Chougule, Vijay Kumar Jha, Debajyoti Mukhopadhyay

Erschienen in: Information Systems Design and Intelligent Applications

Verlag: Springer India

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config

KI-gestützte Suche

Aus

Abstract

Grape is an important crop in Indian agriculture. There are many pests occurring on Grapes which cause huge yield loss to farmers. The grapes development is driven mainly by temperature and many pests have direct relation with temperature. We propose a decision support system named AgroKanti for managing pests on table grapes like powdery mildew and anthracnose. The decision support system is location based i.e. farmer is provided with details of pests considering current weather conditions at farmer’s location. We support farmers with pest details like symptoms and management techniques for pests. We provide our system as an application on mobile phones. The knowledge base of pests is stored as ontology in OWL format. We have also developed a black box for agricultural experts where agricultural experts can generate pest ontology form text descriptions. We have used NLP techniques and AGROVOC library to extract pest details from text descriptions and generate ontology.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

über 102.000 Bücher
über 537 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Finance + Banking
Management + Führung
Marketing + Vertrieb
Maschinenbau + Werkstoffe
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 390 Zeitschriften

aus folgenden Fachgebieten:

Automobil + Motoren
Bauwesen + Immobilien
Business IT + Informatik
Elektrotechnik + Elektronik
Energie + Nachhaltigkeit
Maschinenbau + Werkstoffe

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

über 67.000 Bücher
über 340 Zeitschriften

aus folgenden Fachgebieten:

Bauwesen + Immobilien
Business IT + Informatik
Finance + Banking
Management + Führung
Marketing + Vertrieb
Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Jetzt informieren

Vorheriges Kapitel An Optimized Cluster Based Routing Technique in VANET for Next Generation Network

Nächstes Kapitel A Unified Modeling Language Model for Occurrence and Resolving of Cyber Crime

Devraj, Renu Jain: PulsExpert: An expert system for the diagnosis and control of diseases in pulse crops. Expert Systems with Applications Journal, Elsevier, vol. 38; 11463–11471 (2011).

Sukanta Sinha, RanaDattagupta, Debajyoti Mukhopadhyay: Designing an Ontology based Domain Specific Web Search Engine for Commonly used Products using RDF;CUBE 2012 International IT Conference, CUBE 2012 Proceedings, Pune, India; ACM Digital Library, USA; pp. 612–617; ISBN 978-1-4503-1185-4, (2012).

Olena Medelyan, ian H. Witten: Theasurus-based Index Term Extraction for Agricultural Documents; 2005/EFITA/WCCA joint congress on IT in Agriculture (2005).

Jagdev Sharma, Ajay Kumar Upadhyay: Effect of Climate Change on Grape and its Value-Added Products; Climate-Resilient Horticulture: Adaptation and Mitigation Strategies, Springer, India, pp. 67–73, (2013).

Xiong Jinhui, Yang Yong, Yang Zhifeng, Wang Shuya: An Online System for Agricultural Ontology Service. Third International Conference on Intelligent Networks and Intelligent Systems, 479–481, IEEEXplore (2010).

Vidita Tilva, Jignesh Patel, Chetan Bhatt: Weather Based Plant Disease Forecasting Using Fuzzy Logic; Nirma University International Conference on Engineering (NUICONE); IEEEXplore, (2012).

K Y Mundankar, S D Sawant, Indu S Sawant, J Sharma, P G Adsule: Knowledge Based Decision Support System for Management of Powdery Mildew Disease in Grapes; 3^rd Indian International Conference on Artificial Intelligence (IICAI-07), pp. 1563–1571 (2007).

Anna Perini, Angelo Susi: Developing a decision support system for integrated production in agriculture; Environmental modeling and software 19; Elsevier journal; pp. 821–829, (2003).

Rajkishore Prasad, Kumar Rajeev Ranjan, A K Sinha: AMRAPALIKA: An expert system for the diagnosis of pests, diseases, and disorders in Indian mango; Knowledge-based systems 19; Elsevier journal; pp. 9–21, (2005).

10.

Gunjan Mansingh, Han Reichgelt, Kweku-MuataOsei Bryson: CPEST: An expert system for the management of pests and diseases in the Jamaican coffee industry; Expert Systems with Applications 32; Elsevier journal; pp. 184–192, (2007).

11.

B D Mahman, P Harizanis, I Filis, E. Antonopoulou, C P Yialouris, A B Sideridis: A diagnostic expert system for honeybee pests; Computer and Electronics in Agriculture; Elsevier journal; pp. 17– 31, (2002).

12.

M P Bange, S A Deutscher, D Larsen, D Linsley, S Whiteside: A handheld decision support system to facilitate improved insect pest management in Australian cotton systems; Computers and Electronics in Agriculture 43; Elsevier journal; pp. 131–147, (2008).

13.

J L Gonzalez-Andujar: Expert system for pests, diseases and weeds identification in olive crops; Expert Systems with Applications 36; Elsevier journal; pp. 3278–3283, (2009).

14.

Francois Rebaudo, Olivier Dangles: An agent-based modeling framework for integrated pest management dissemination programs; Environmental modeling and software 45; Elsevier journal; pp. 141–149, (2013).

15.

Costas M Pontikakos, Theodore A Tsiligiridis, Constantine P Yialouris, Dimitris C Kontodimas: Pest management control of olive fruit fly based on a location-aware agro-environmental system; Computer and Electronics in Agriculture; Elsevier journal; pp. 39–50, (2012).

16.

V Lopez-Morales, O Lopez-Ortega, J Ramos-Fernandez, L B Munoz: JAPIEST: An integral intelligent system for the diagnosis and control of tomatoes diseases and pests in hydroponic greenhouses; Expert Systems with Applications 35; Elsevier journal; pp. 1506–1512, (2008).

17.

OpenNLP, https://opennlp.apache.org/.

18.

AGROVOC Thesaurus, http://aims.fao.org/agrovoc#.VF29AvmUc2U.

19.

Porter: An algorithm for suffix stripping, Program, Vol. 14, no. 3, pp. 130–137 (1980).

20.

TFIDF Algorithm, http://en.wikipedia.org/wiki/Tf-idf.

21.

Jena Ontology API, http://jena.apache.org/documentation/ontology/.

22.

Protégé, http://protege.stanford.edu/.

23.

http:\\www.ipm.ucdavis.edu.

Titel: AgroKanti: Location-Aware Decision Support System for Forecasting of Pests and Diseases in Grapes
verfasst von: Archana Chougule
Vijay Kumar Jha
Debajyoti Mukhopadhyay
Verlag: Springer India
Buch: Information Systems Design and Intelligent Applications
Print ISBN: 978-81-322-2753-3

Electronic ISBN: 978-81-322-2755-7

Copyright-Jahr: 2016
DOI: https://doi.org/10.1007/978-81-322-2755-7_70

Springer Professional

Abstract

Bitte loggen Sie sich ein, um Zugang zu Ihrer Lizenz zu erhalten.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Springer Professional "Technik"

Springer Professional "Wirtschaft"

Premium Partner