Enhanced PID controller tuning for nonlinear continuous stirred-tank heaters using a modified Newton-Raphson optimizer with random opposition and Lévy-flight learning
R
Rizk M. Rizk-Allah
S
Serdar Ekinci
M
Mostafa Jabari
D
Davut Izci
M
Mohit Bajaj
V
Vojtech Blazek
O
Olena Rubanenko
Article Details
Journal
Scientific Reports
Volume / Issue
Vol. 15, Issue 1
Published
November 24, 2025
ISSN
2045-2322
Publisher
Nature Portfolio
Authors (7)
R
Rizk M. Rizk-Allah
S
Serdar Ekinci
M
Mostafa Jabari
D
Davut Izci
M
Mohit Bajaj
V
Vojtech Blazek
O
Olena Rubanenko
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