... LSTM framework tailored for multivariate time-series data from IoT-enabled engines in Web-based environments. Findings Experiments on C-MAPSS subsets demonstrate superior performance: achieving an RMSE of 17.80 compared to 28.21 for the baseline LSTM . Multi-head attention (eight heads...