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Cultural algorithm and niche algorithm are mixed together to design Fuzzy-PID controller and optimize control rules, which can accelerate optimization speed and has a good global optimal performance.
These algorithms generally differ in computational cost and optimization speed.
Our optimization speed in the range of tens of seconds is moderate.
A moderate optimization speed was also achieved by N'Gom et al. [43].
Contrarily, it greatly keeps the balance the local optimization speed and the global optimization diversity in challenging optimization environment with invariant performance.
Simulation results showed that our EAF-MR optimization method significantly improves its optimization speed compared with the multi-resolution optimization method.
Similar(45)
Target of optimization = Speed.
First, optimization for speed was cumbersome and required centralized coordination.
Train energy-efficient operation consists of timetable optimization and speed control.
Moreover, it is also parameterized: the user should indicate which fraction of data should be used for the optimization to speed up the search.
Simulation results certify the feasibility and effectiveness of the proposed methods in the parameter optimization and speed control of the SRM.
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