High-performance temperature regulation of nonlinear CSTRs via a hybrid stellar oscillation optimizer and differential evolution-based PID-F control
Crossref DOI link: https://doi.org/10.1038/s41598-026-38354-5
Published Online: 2026-02-07
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Ekinci, Serdar
Turkeri, Cebrail
Gokalp, Islam
Li, Yongliang
Li, Dacheng
Text and Data Mining valid from 2026-02-07
Version of Record valid from 2026-02-26
Article History
Received: 5 November 2025
Accepted: 29 January 2026
First Online: 7 February 2026
Declarations
:
: The authors declare no competing interests.