Muhammad Farman

A hybrid machine learning framework using fractional order dynamics to predict fish toxicity in aquatic ecosystems

Accurate prediction of chemical toxicity to aquatic organisms remains a critical challenge in environmental risk assessment. Traditional machine-learning (ML) models capture static correlations but cannot represent time-dependent, memory-driven processes such as bioaccumulation a...