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. 2025 Jun 29;10(7):421. doi: 10.3390/biomimetics10070421

Algorithm 2 Self-learning operation

Require:
$C B e s t^{t + 2 / 3} \in R^{n}$ : initial solution
Ensure:
$C B e s t^{t + 1} \in R^{n}$ : result solution
1:
$C u r r e n t S o l u t i o n$ ← $C B e s t^{t + 2 / 3}$
2:
$C u r r e n t F i t n e s s$ ← $Fitness (C u r r e n t S o l u t i o n)$
3:
while stop condition not meet do
4:
$N e i g h b o r s$ ← $GenerateNeighbors (C u r r e n t S o l u t i o n)$
5:
$B e s t F i t n e s s$ ← $C u r r e n t F i t n e s s$
6:
for $N e i g h b o r$ in $N e i g h b o r s$ do
7:
$N e i g h b o r F i t n e s s$ ← $Fitness (N e i g h b o r)$
8:
if $N e i g h b o r F i t n e s s$ > $B e s t F i t n e s s$ then
9:
$B e s t N e i g h b o r$ ← $N e i g h b o r$
10:
$B e s t F i t n e s s$ ← $N e i g h b o r F i t n e s s$
11:
end if
12:
end for
13:
if $B e s t F i t n e s s$ > $C u r r e n t F i t n e s s$ then
14:
$C u r r e n t S o l u t i o n$ ← $B e s t N e i g h b o r$
15:
$C u r r e n t F i t n e s s$ ← $B e s t F i t n e s s$
16:
else
17:
break
18:
end if
19:
end while
20:
$C B e s t^{t + 1}$ ← $C u r r e n t S o l u t i o n$
21:
Return $C B e s t^{t + 1}$