Reproducibility package for cycle synchronisation sensitivity in hydraulic valve diagnosis under cooler condition changes

It includes extracted features, saved predictions, evaluation tables, analysis and verification scripts, figures, reproduction instructions, and source records.The main analysis uses the public UCI Condition Monitoring of Hydraulic Systems dataset (DOI: 10.24432/C5CW21) to examine how synthetic timing displacements and noise affect hydraulic valve diagnosis across cooler conditions.

A separate hydraulic actuator dataset supports an additional binary classification study. The original raw dataset archives are not included; the supplied retrieval scripts download the source archives and verify their checksums.The hydraulic study is exploratory and based on a single test rig. Synthetic perturbations do not represent measured industrial timing errors, and the separate actuator study does not establish transfer of the four-class hydraulic model.