A hybrid model coupled with singular spectrum analysis for daily rainfall prediction
نویسندگان
چکیده
منابع مشابه
An Ensemble Technique based on Singular Spectrum Analysis applied to Daily Rainfall Forecasting
In previous work, we have proposed a constructive methodology for temporal data learning supported by results and prescriptions related to the Embedding Theorem, and using the Singular Spectrum Analysis both in order to reduce the effects of the possible discontinuity of the signal and to implement an efficient ensemble method. In this paper we present new results concerning the application of ...
متن کاملDaily Rainfall Forecasting using an Ensemble Technique based on Singular Spectrum Analysis
In previous work, we have proposed a constructive methodology for temporal data learning supported by results and prescriptions related to the Takens-Mañé theorem and using the Singular Spectrum Analysis in order to reduce the effects of the possible discontinuity of the signal. In this paper we present some new results concerning the application of this approach to the forecasting of the indiv...
متن کاملApplication of an ensemble technique based on singular spectrum analysis to daily rainfall forecasting
In previous work, we have proposed a constructive methodology for temporal data learning supported by results and prescriptions related to the embedding theorem, and using the singular spectrum analysis both in order to reduce the effects of the possible discontinuity of the signal and to implement an efficient ensemble method. In this paper we present new results concerning the application of ...
متن کاملPredicting Daily Exchange Rate with Singular Spectrum Analysis
This paper uses univariate and multivariate singular spectrum analysis for predicting the value and the direction of changes in the daily pound / dollar exchange rate. To perform the forecast, we also use the daily dollar exchange rates with respect to Euro and Japanese yen. We use the random walk model as a benchmark model to evaluate performances of the singular spectrum analysis as a predict...
متن کاملAnalysis of extreme daily rainfall in southeast Asia with a gridded daily rainfall data set
The objective of this study is to estimate the daily extreme precipitation distribution in an Asian monsoon region considering orographic precipitation in mountainous areas. For this purpose, the APHRODITE data set and precipitation observations from 150 raingauges throughout Thailand were used as the main input. First, a bias-correction for underestimated precipitation in the APHRODITE data se...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Journal of Hydroinformatics
سال: 2010
ISSN: 1464-7141,1465-1734
DOI: 10.2166/hydro.2010.032