In an $M/M/1$ queue, arrivals follow a Poisson process with rate $\lambda$, and service times are exponentially distributed with rate $\mu$. The traffic intensity of the system is denoted by $\rho = \lambda / \mu$. $N_q$ represents the number of customers in the
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