A hybrid temporal convolutional attention model for water filter remaining useful life prediction.

Compared to traditional Transformer variants (Informer, LogTrans), performance improvements reached 25-40% with highly significant p-values (< 0.01), indicating substantial advancement over existing approaches.

also in 132,142 other papers