Artificial Neural Network (ANN) Enabled Weather Monitoring and Prediction System using IoT

P. Krishna, Kongara Chandra Bhanu, Shaik Akram Ahamed, Myneni Umesh Chandra, Neelapu Prudhvi, Nandigama Apoorva
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Abstract

This article proposes a weather monitoring and prediction system using ANN with Internet of things (IoT) for the diverse applications. Neural networks provide an ability to perform computation and learning. Neural networks can solve difficult problems that appear to be computationally interact. The output neurons are responsible for producing a function of the inputs from the input neurons and their previous outputs. The proposed system is developed based on IoT using ES P32 microcontroller by interfacing different sensors to take the input parameters. All the acquired sensor information can be visualized in the ThingSpeak cloud as well as in the mobile application. Once the data is acquired from the sensors it is processed by the system with the available data set and gives the output, that can be seen on the cloud, text message, and mail to the end user. As the proof of concepts, it is tested in different weather conditions.
使用物联网的人工神经网络(ANN)支持天气监测和预测系统
本文提出了一种基于人工神经网络和物联网(IoT)的天气监测预报系统。神经网络提供了进行计算和学习的能力。神经网络可以解决那些看起来在计算上相互作用的难题。输出神经元负责产生输入神经元的输入和它们之前的输出的函数。该系统基于物联网,采用ES P32单片机,通过接口不同的传感器获取输入参数。所有采集到的传感器信息都可以在ThingSpeak云和移动应用程序中可视化。一旦从传感器获取数据,系统就会用可用的数据集对其进行处理,并给出输出,这些输出可以在云端、文本消息和邮件中看到,并发送给最终用户。作为概念的证明,它在不同的天气条件下进行了测试。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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