Table 2 Characteristics comparative analysis of the performance and the control parameters of improved optimization algorithms.
Improved algorithm | Control parameters | performance |
|---|---|---|
CIMPSOA | Cognition factor \(c_{1}\), social factors \(c_{1}\), speed inertia weight \(w_{v}\) | Fast convergence speed, but poor repeat retention characteristics |
mMQHOA | Convergence scale \(A_{c}\) | Repeatedly maintaining stable characteristics, but with slow convergence speed |
IM2QHOA | Convergence scale \(A_{c}\) | Fast convergence, stable repetitive characteristics |
HMGA | Convergence scale \(A_{c}\), genetic selection rate \(g_{s}\), discrete recombination rate \(d_{r}\), mutation rate \(v_{r}\), perturbation number \(R_{m}\) | Depends on perturbation parameters \(R_{m}\) |
