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Eastern Peninsula Malaysia rainfall model identification using Balanced Stochastic Realization Algorithm

机译:马来西亚东半岛马来西亚利用平衡随机实现算法降雨模型识别

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Rainfall forecasting is an important component of flood warning to the public especially in tropical climate region like Malaysia. The forecasts can be used to make decisions about whether warnings of floods should be issued to the general public in advance. In this research, this time series data of rainfall is firstly used to obtain the model using the system identification approach. Balanced Stochastic Realization (BSR) subspace algorithm is used to develop a rainfall model for Eastern Peninsula Malaysia site. The model is developed using a rainfall data obtained from Malaysia Meteorological Department (MMD). In this study, rainfall data in 2001 until 2005 from Kota Bharu station is used to simulate the model. The model is then used to estimate rainfall of the same station in 2006 until 2010. The results reveal good model performance and accuracy. The model is further used to estimate the neighboring state city of Kuantan and Kuala Terengganu. From analysis, the model also demonstrates good performance when tested to different data locations. The significant outcome from this study will able to assist further investigation on rainfall forecasting study in Malaysia, specifically, and tropical climatic region, generally.
机译:降雨预测是对公众洪水警告的重要组成部分,特别是在马来西亚等热带气候区。预测可用于做出关于是否应提前向公众发放洪水警告的决定。在本研究中,首先使用该时间序列数据使用系统识别方法来获得模型。平衡随机实现(BSR)子空间算法用于开发日期马来西亚遗址的降雨模型。该模型是使用从马来西亚气象部门(MMD)获得的降雨数据开发的。在这项研究中,2001年的降雨数据直到2005年从哥打巴鲁站模拟了模型。然后,该模型将在2006年估计2006年的降雨直到2010年。结果揭示了良好的模型性能和准确性。该模型进一步用于估计邻近州立议州的驻吉兰市和吉尔··滕本卢。根据分析,该模型还在测试到不同数据位置时表现出良好的性能。这项研究的重大结果将能够进一步调查马来西亚的降雨预测研究,具体地,以及热带气候区域。

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