The likelihood ratio test for a multivariate mean — flagged against standard Hotelling's $T^2$/F theory

Based on $n$ iid observations from multivariate normal distribution with mean $\underline\mu$ and covariance matrix $\Sigma$. The likelihood ratio test statistics to test whether $\underline\mu=\underline\mu_0$ follows: