An enhanced PSO algorithm incorporating dynamic ring neighbourhood topology and swarm entropy mutation mechanisms is proposed.

We develop a two-level binary particle encoding scheme to improve search efficiency.

We use MBConv modules as basic building blocks and replace their original SE attention with CBAM mechanisms.

Addressing the computational bottleneck in NAS, we propose a low-fidelity evaluation strategy.