Design and Development of Soil Nutrients Level Detection System based on Soil Color and pH for Crop Recommendations using Fuzzy Algorithms

Novanna Rahma Zani
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Abstract

In recent years, modern farmers usually taking a soil sample to the laboratory or using a soil test kit to know soil macronutrients, i.e., nitrogen (N), phosphorus (P), and potassium (K), and pH to determine what kind of crop plant is suitable for their agriculture land. However, these manual methods are costly and time consumed. The characteristic of soil samples also possibly changing by time or contact during transport. This paper presents the design and development of a portable integrated soil macronutrient level and pH detection system that can analyze soil samples quickly. To give crop recommendations, IoT components and cloud-based fuzzy inference systems are used. The fuzzy algorithm decides the crop recommendation from the soil pH and level content of N, P, and K. The user can receive the crop recommendation via the android application. Data is sent from the portable system to the cloud system and vice versa using the internet network with HTTP request protocol. The accuracy test results of system plant decision on agricultural land were compared with the fuzzy logic method have a quite uniform crop output with a small error rate of 1,66%.
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基于土壤颜色和pH值的土壤养分水平检测系统的设计与开发,应用模糊算法进行作物推荐
近年来,现代农民通常将土壤样品带到实验室或使用土壤测试试剂盒来了解土壤的常量养分,即氮(N),磷(P),钾(K)和pH值,以确定哪种作物植物适合他们的农业用地。然而,这些手工方法既昂贵又耗时。土样的特性也可能因运输过程中的时间或接触而发生变化。本文介绍了一种便携式土壤宏量营养水平和pH值综合检测系统的设计与开发。为了提供作物建议,使用了物联网组件和基于云的模糊推理系统。模糊算法根据土壤pH值和N、P、k的水平含量来确定作物推荐,用户可以通过android应用程序接收作物推荐。数据从便携式系统发送到云系统,反之亦然,使用HTTP请求协议的互联网网络。与模糊逻辑方法相比,系统的农用地种植决策精度测试结果较为均匀,错误率较小,仅为1.66%。
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