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DOI10.1016/j.suscom.2019.01.002
An automated low cost IoT based Fertilizer Intimation System for smart agriculture
Lavanya, G.; Rani, C.; Ganeshkumar, P.
通讯作者Ganeshkumar, P (corresponding author), Anna Univ Reg Campus Coimbatore, Dept Informat Technol, Coimbatore, Tamil Nadu, India.
来源期刊SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS
ISSN2210-5379
EISSN2210-5387
出版年2020
卷号28
英文摘要This paper presents an Internet of Things (IoT) based system by designing a novel Nitrogen-Phosphorus-Potassium (NPK) sensor with Light Dependent Resistor (LDR) and Light Emitting Diodes (LED). The principle of colorimetric is used to monitor and analyze the nutrients present in the soil. The data sensed by the designed NPK sensor from the selected agricultural fields are sent to Google cloud database to support fast retrieval of data. The concept of fuzzy logic is applied to detect the deficiency of nutrients from the sensed data. The crisp value of each sensed data is discriminated into five fuzzy values namely very low, low, medium, high and very high during fuzzification. A set of If-then rules are framed based on individual chemical solutions of Nitrogen (N), Phosphorous (P) and Potassium (K). Mamdani inference procedure is used to derive the conclusion about the deficiency of N, P and K available in soil chosen for testing and accordingly an alert message is sent to the farmer about the quantity of fertilizer to be used at regular intervals. The proposed hardware prototype and the software embedded in the microcontroller are developed in Raspberry pi 3 using Python. The developed model is tested in three different soil samples like red soil, mountain soil and desert soil. It is observed that the developed system results in linear variation with respect to the concentration of the soil solution. A sensor network scenario is created using Qualnet simulator to analyze the performance of designed NPK sensor in terms of throughput, end to end delay and jitter. From the different variety of experiments conducted, it is noticed that the developed IoT system is found to be helpful to the farmers for high yielding of crops. (C) 2019 Elsevier Inc. All rights reserved.
英文关键词Internet of things Soil nutrients Colorimetric principle Sensor network Fuzzy systems
类型Article
语种英语
收录类别SCI-E
WOS记录号WOS:000632692000002
WOS类目Computer Science, Hardware & Architecture ; Computer Science, Information Systems
WOS研究方向Computer Science
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/349205
作者单位[Lavanya, G.] Sri Krishna Coll Technol, Dept Informat Technol, Coimbatore, Tamil Nadu, India; [Rani, C.] Govt Coll Engn, Dept Comp Sci & Engn, Salem, Tamil Nadu, India; [Ganeshkumar, P.] Anna Univ Reg Campus Coimbatore, Dept Informat Technol, Coimbatore, Tamil Nadu, India
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Lavanya, G.,Rani, C.,Ganeshkumar, P.. An automated low cost IoT based Fertilizer Intimation System for smart agriculture[J],2020,28.
APA Lavanya, G.,Rani, C.,&Ganeshkumar, P..(2020).An automated low cost IoT based Fertilizer Intimation System for smart agriculture.SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS,28.
MLA Lavanya, G.,et al."An automated low cost IoT based Fertilizer Intimation System for smart agriculture".SUSTAINABLE COMPUTING-INFORMATICS & SYSTEMS 28(2020).
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