Table 4.

Simulation experiment parameter configuration.

Experiment Scenario	Network scale	Parameter settings	Faculty distribution	Expected results
Small Department	N = 50, E = 120	µ = 0.3, σ = 0.1, λ = 0.2	3–5 disciplines, uniform	High clustering, stable dynamics
Medium Institution	N = 200, E = 480	µ = 0.25, σ = 0.15, λ  = 0.25	6–8 disciplines, Pareto	Moderate efficiency, emerging communities
Large University	N = 500, E = 1200	µ = 0.2, σ = 0.2,   λ = 0.3	10–15 disciplines, power-law	Scale-free properties, complex dynamics
High Noise Environment	N = 300, E = 720	µ = 0.3, σ = 0.4, λ = 0.2	8 disciplines, mixed	Reduced stability, frequent transitions