I would like to do a prediction for rainfall data
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Hello,
I have monthly rainfall data for 20 years I would like to generate a predtion for another 20 years, is there any tool in Matlab that can help.
Thanks in advance!
Riyadh
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Dyuman Joshi
2024-1-3
编辑:Dyuman Joshi
2024-1-3
There are many tools, but it is difficult to suggest anything with no specific information.
As a general suggestion, I would say to ask the MATLAB Central AI Chat Playground to see the available options. It will provide examples on how to use the functionalities as well.
回答(1 个)
Udit06
2024-1-17
Your tasks seems like a univariate timeseries forecasting. You can use ARIMA model or LSTM network to achieve your task.
ARIMA is a traditional statistical model used for timeseries forecasting that uses a linear approach to model the time series based on its own past values, while LSTM is a type of recurrent neural network (RNN) which captures the trends in a timeseries data like monthly rainfall over the years. Since LSTM is a deep learning based model, you need to have a large data so that the model is able to train well.
You can refer to the following documentations to understand more about ARIMA and LSTM respectively.
- https://www.mathworks.com/help/econ/arima.html
- https://www.mathworks.com/help/deeplearning/ug/time-series-forecasting-using-deep-learning.html
I hope this helps.
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