Multimodal Fusion of Optimized GRU-LSTM with Self-Attention Layer for Hydrological Time Series Forecasting

Kilinc H., Apak S., Ozkan F., Ergin M., Yurtsever A.

WATER RESOURCES MANAGEMENT, vol.38, no.15, pp.6045-6062, 2024 (SCI-Expanded, Scopus)

  • Publication Type: Article / Article
  • Volume: 38 Issue: 15
  • Publication Date: 2024
  • Doi Number: 10.1007/s11269-024-03943-4
  • Journal Name: WATER RESOURCES MANAGEMENT
  • Journal Indexes: Science Citation Index Expanded (SCI-EXPANDED), Scopus, PASCAL, ABI/INFORM, Agricultural & Environmental Science Database, Aqualine, Aquatic Science & Fisheries Abstracts (ASFA), Biotechnology Research Abstracts, CAB Abstracts, Compendex, Environment Index, Geobase, INSPEC, Pollution Abstracts, Veterinary Science Database, Civil Engineering Abstracts
  • Page Numbers: pp.6045-6062
  • Keywords: Streamflow forecasting, Particle Swarm Optimization, Bidirectional Long Short-Term Memory, Bidirectional Gated Recurrent Unit, Fusion features, Attention layers
  • Çukurova University Affiliated: Yes