ReviewPublished 18 August 2026Toward predictable hydrochar properties at scale: a critical review of design of experiments-guided machine learning in hydrothermal carbonizationFaiçal El Ouadrhiri · Amal LahkimiFrontiers in Chemical Engineeringdoi 10.3389/fceng.2026.1883652