Rain–Induced Flood Prediction for Niger Delta Sub-Region of Nigeria Using Neural Networks

L. Kabari, Young Claudius Mazi
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引用次数: 3

Abstract

Climate change generates so many direct and indirect effects on the environment.  Some of those effects have serious consequences. Rain-induced flooding is one of the direct effects of climate change and its impact on the environment is usually devastating and worrisome. Floods are one of the most commonly occurring disasters and have caused significant damage to life, including agriculture and economy. They are usually caused in areas where there is excessive downpour and poor drainage systems. The study uses Feedforward Multilayer Neural Network to perform short-term prediction of the amount of rainfall flood for the Niger Delta   sub region of Nigeria given previous rainfall data for a specified period of time. The data for training and testing of the Neural Network was sourced from Weather Underground official web site https://www.wunderground.com.  An iterative Methodology was used and implemented in MATLAB. We adopted multi-layer Feedforward Neural Networks. The study accurately predicts the rain-induced flood for the Niger Delta   sub region of Nigeria.
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基于神经网络的尼日利亚尼日尔三角洲地区雨致洪水预报
气候变化对环境产生了许多直接和间接的影响。其中一些影响会产生严重后果。降雨引发的洪水是气候变化的直接影响之一,它对环境的影响通常是毁灭性的,令人担忧。洪水是最常见的灾害之一,对生活,包括农业和经济造成了重大破坏。它们通常是在雨水过多和排水系统不良的地区造成的。该研究利用前馈多层神经网络对尼日利亚尼日尔三角洲次区域特定时期的降雨数据进行了短期洪水降雨量预测。神经网络的训练和测试数据来源于地下气象官方网站https://www.wunderground.com。采用迭代方法,并在MATLAB中实现。我们采用多层前馈神经网络。该研究准确地预测了尼日利亚尼日尔三角洲次区域降雨引发的洪水。
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