I. Introduction
Water quality is a crucial factor in koi fish farming [1]. Unexpected weather and environmental changes pose challenges in maintaining pond water quality [2]. Fluctuations in pH levels, temperature, and turbidity can affect fish health. Accurate forecasting is required to predict future changes in the water quality of koi ponds [3].