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ArticleScientific reports2025

Enhanced PID controller tuning for nonlinear continuous stirred-tank heaters using a modified Newton-Raphson optimizer with random opposition and Lévy-flight learning.

Rizk M Rizk-Allah et al.PubMed ↗Full text ↗Publisher ↗

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2026
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