Let $(x_n)$ be a real sequencce.
I have showed that if $\lim\limits_{p\to\infty}\frac{x_n+x_{n+1}+x_{n+2}+\dots+x_{n+p-1}}{p}=\ell$ holds uniformly in $n$, then $(x_n)$ is almost convergent to $\ell$.
How can I show the converse part? Lorentz proved this in his paper. But I cannot understand. (from equation (9) of page-170, see here)
I will take as the definition of an almost convergent that every Banach limit has the same value. I will only work with real sequences.
Let us denote \begin{align*} M(x)&=\lim_{p\to\infty} \limsup_{n\to\infty} \frac{x_n+\dots+x_{n+p-1}}p\\ m(x)&=\lim_{p\to\infty} \liminf_{n\to\infty} \frac{x_n+\dots+x_{n+p-1}}p \end{align*} The existence of the limits in the above expressions is guaranteed by Fekete's lemma. Replacing $\limsup$ and $\liminf$ by $\sup$ and $\inf$ changes almost nothing in the arguments below.
I will explicitly stress that in the proofs sketched below some details need to be fleshed out.
It is not difficult to show that if $L\colon\ell_\infty\to\mathbb R$ is a Banach limit, then $$m(x)\le L(x) \le M(x).\tag{1}$$ (Just use the shift-invariance to show $L(x)=L(y)$ for $y_n=\frac{x_n+\dots+x_{n+p-1}}p$ - for a fixed $p$ - together with $L(z)\le \limsup_{n\to\infty} z_n$.)
See also some related older posts on this site: Can I define a bounded sequence whose Banach limit is not unique? and Show that $\liminf_{n\to \infty}x_{n}\le\alpha(x)\le\limsup_{n\to\infty}x_{n}$ for $x=(x_{n})$ in $\ell^{\infty}$.
Claim 1. Let $L\colon\ell_\infty\to\mathbb R$ be a linear function which extends the usual limit. If $L(x)\le M(x)$ for each $x\le\ell_\infty$, then $L$ is a Banach limit.
Claim 2. Let $x=(x_n)$ be a real sequence. Then every value in the interval $[m(x),M(x)]$ is attained by some Banach limit $L$.
From the above results we see that for a given sequence $x$ all Banach limits have the same value if and only if $M(x)=m(x)$. The condition $M(x)=m(x)=\ell$ is just different formulation of the uniform convergence $\lim\limits_{p\to\infty}\frac{x_n+\dots+x_{n+p-1}}=\ell$.
I will mention that basically this line of reasoning is used in the diploma thesis Jana Štolcová: Banachove limity (Internet Archive). It is in Slovak language, but possibly it might be useful.