GTAR: a new ensemble evolutionary autoregressive approach to model dissolved organic carbon ... : GTAR: نهج جديد لمجموعة الانحدار الذاتي التطوري لنموذج الكربون العضوي المذاب ...

• Main Authors: Ali Danandeh Mehr, Hannu Marttila, Ali Torabi Haghighi, Danny Croghan, Nasrin Fathollahzadeh Attar
• Format: Text
• Language: English
• Published: OpenAlex 2023
• Subjects: Biogeochemical Cycling of Nutrients in Aquatic Ecosystems; Environmental Chemistry; Environmental Science; Physical Sciences; Hydrological Modeling and Water Resource Management; Water Science and Technology; Importance and Conservation of Freshwater Biodiversity; Nature and Landscape Conservation; Hydrological Modeling; SETAR; Autoregressive model; Streamflow; Genetic programming; STAR model; Time series; Series stratigraphy; Autoregressive integrated moving average; Environmental science; Econometrics; FOS Economics and business; Computer science; Mathematics; FOS Mathematics; Drainage basin; Artificial intelligence; Machine learning; Geography; Geology; FOS Earth and related environmental sciences; Cartography; Paleontology; Oulankajoki; Northern Finland
• Online Access: https://dx.doi.org/10.60692/zcg5s-fa518; https://gresis.osc.int//doi/10.60692/zcg5s-fa518

Abstract This article explores the forecasting capabilities of three classic linear and nonlinear autoregressive modeling techniques and proposes a new ensemble evolutionary time series approach to model and forecast daily dynamics in stream dissolved organic carbon (DOC). The model used data from t...