M. A. Bailiche

Transformer-Based Modeling on Multi-Target Water Quality Forecasting in Aquaponic Fish Ponds

Aquaponic systems require reliable forecasting of water quality parameters to support proactive monitoring and maintain suitable conditions for aquatic organisms. This study investigates Transformer-based deep learning for multi-step, multi-target water quality forecasting using multivariate sensor measurements from aq...