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An ontology-based approach to integration of hilly citrus production knowledge

journal contribution
posted on 2015-04-01, 00:00 authored by Y Wang, J Wang, Y Yuan, Zili ZhangZili Zhang
Citrus planting is subject to a variety of complex factors, such as terrain and growth-stage. There are a few differences between citrus planting on hills and in other places. In this paper, we focus on the integration of hilly citrus production knowledge. We organize and convert the citrus production knowledge in the forms of texts, tables and pictures in technical reports and books into a hilly citrus fertilization and irrigation ontology. Three citrus decision services (fertilization, nutrient imbalance, and irrigation/drainage) are developed for fruit farmers in Chongqing, China, based on the ontology. We compare the system results and the reference values recommended by citrus experts to ensure that our system can provide correct and helpful advice for growers. The results of the fertilization service are completely consistent with the experts' expectations. The nutrient imbalance service meets growers' requests with a 98% accuracy, and the irrigation/drainage service can achieve 94% accuracy. Our work can also be further connected with other agricultural ontologies and integrated to be subclasses of AOS ontology.

History

Journal

Computers and electronics in agriculture

Volume

113

Pagination

24 - 43

Publisher

Elsevier

Location

Amsterdam, The Netherlands

ISSN

0168-1699

Language

eng

Publication classification

C1.1 Refereed article in a scholarly journal

Copyright notice

2015, Elsevier B.V.

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