Sentence examples for time-series decomposition from inspiring English sources

Time-series decomposition was used to separate long-term trends from seasonal perturbations [ 24].

Figure 4 Energy consumption time series decomposition for a touristic area.

Figure 5 Energy consumption time series decomposition for a city center/industrial.

Therefore, a new Hybrid approach is adopted by using time series decomposition procedure and ANN.

(2012) also combine an algorithm for time series decomposition with a SVR model for foreign exchange rate forecasting.

We propose an explorative approach based on a suitable time series decomposition, which does not rely on predefined time signatures.

An interesting result for each power consumption cluster type is presented in Figures 3, 4 and 5. Figure 3 Energy consumption time series decomposition for a residential area.

In this paper, a novel hybrid modelling method is proposed, in which time series decomposition, feature selection, and basic forecasting model are combined in a synchronous optimisation framework.

Input and feedback delays were determined by applying STL time series decomposition on the data and using auto- and cross-correlation functions on the remainders to determine significant time lags.

Sequential Mann Kendall analysis on the different wavelet detail components (with their approximation component added) that result from the time series decomposition was also used and found to be helpful because it depicts how harmonious each of the detail components (plus approximation) is with respect to the original data.

Traditional methods of time series decomposition include cosinor analysis, seasonal decomposition of time series by local regression, or autoregressive algorithms.