2026. Lightweight discrete q-learning for self-tuning PID on ESP32: Robustness evaluation and cross-volume adaptation in egg incubators. Journal of Soft Computing Exploration. 7, 2 (May 2026), 312–323. DOI:https://doi.org/10.52465/joscex.v7i2.8.