| PSO procedure | [Inputs]: The chromosomes are presented as W = [ , ]. | [Population]: Chromosome sets are presented as | , where , , , , , and . | [Output]: Best PSO weights are denoted as WBPSO. | Initialization: The collection of chromosomes represents the WBPSO values. | [Fitness Valuation]: Adjust the fitness () using the population [P] through systems 4–12. | (i) [Terminating Standards]: Terminate the process, when the below criteria meets, [TolCon = 10–19], [Generations = 120], [ = 10–19], [TolFun = 10–21], [StallLimit = 110], and [Size of population = 210]. | Move to [storage]. | [Ranking]: WBPSO shows the population rank for . | [Storage]: [WBPSO], , [iterations], [time], and [Counts of function] for PSO. | [PSO] process ends. |
| [SQP] process starts. | [Inputs]: WBPSO. | [Output]: WPSOSQP represents the best values of the weights. | [Initialize]: WPSOSQP, Iterations and Assignments. | [Stopping rules]: [Iterations = 170], [ = 10–20], [Max-Fun-Evals = 170000] and [TolFun = 10–19], [Tol-X = 10–22]. | [FIT Calculation]: Compute [WBPSO] and through equations (5)–(13). | [Amendments]: Regulate [fmincon] for SQP, to perform the ‘W’ for equations (5)–(13). | [Store]: Transform WBPSO,nt. | [SQP] process ends. |
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