Skip to main content

Advertisement

Official Journal of the Asia Oceania Geosciences Society (AOGS)

Geoscience Letters Cover Image

Table 1 Examples of univariate time series forecasting in geoscience

From: One-step ahead forecasting of geophysical processes within a purely statistical framework

s/n Study Process Number of original time series Forecast time scale Forecast horizon(s) [step(s) ahead] Univariate time series forecasting method(s)
1 Hong (2008) Precipitation 9 Hourly 1 (1) Support vector machines (2) Hybrid model, i.e. a combination of recurrent neural networks and support vector machines
2 Chau and Wu (2010) 2 Daily 1, 2, 3 (1) Neural networks (2) Hybrid model, i.e. a combination of neural networks and support vector machines
3 Htike and Khalifa (2010) 1 Monthly, biannually, quarterly, yearly 1 Neural networks
4 Wu et al. (2010) 4 Monthly, daily 1, 2, 3 (1) Linear regression (2) k-nearest neighbours (3) Neural networks (4) Hybrid model, i.e. a combination of neural networks
5 Narayanan et al. (2013) 6 Yearly 21 × 3 (months) AutoRegressive Integrated Moving Average (ARIMA)
6 Wang et al. (2013) 1 Monthly 12 Seasonal AutoRegressive Integrated Moving Average (SARIMA)
7 Babu and Reddy (2012) Temperature 1 Yearly 10 (1) ARIMA (2) Wavelet-based ARIMA
8 Chawsheen and Broom (2017) 1 Monthly 121 SARIMA
9 Lambrakis et al. (2000) Streamflow or river discharge 1 Daily 1 (1) Farmer’s model (2) Neural networks
10 Ballini et al. (2001) 1 Monthly 1, 3, 6, 12 (1) AutoRegressive Moving Average (ARMA) (2) Neural networks (3) Neurofuzzy networks
11 Yu et al. (2004) 2 Daily 1 (1) Support vector machines coupled with an evolutionary algorithm (2) Standard chaos technique (3) Naïve (4) Inverse approach (5) ARIMA
12 Komorník et al. (2006) 7 Monthly 1, 3, 6, 12 (1) Threshold AutoRegressive (AR) with aggregation operators (2) Logistic smooth transition AR (3) Self-exciting threshold AR (4) Naïve
13 Yu and Liong (2007) 2 Daily 1 (1) Support vector machines coupled with decomposition (2) Standard chaos technique (3) Naïve (4) Inverse approach (5) ARIMA
14 Koutsoyiannis et al. (2008) 1 × 12 (months)  Yearly 1 (1) Stochastic (2) Analogue method (3) Neural networks
15 Wang et al. (2015) 3 Monthly 12 SARIMA