My question is how to prove monotone convergence theorem for infinite series without more advanced technique like counting measure. I see this used a lot. But looking through books like Rudin, the theorem for series or elementary proof is not to be found.
The theorem is:
For a sequence $x_{mn} \geq 0$ if $\lim_{m \to \infty} x_{mn} = y_n$ (monotonically increasing for $m$) then
$$\lim_{m \to \infty} \sum_{n=1}^\infty x_{mn} = \sum_{n=1}^\infty \lim_{m \to \infty} x _{mn}$$
This is a fairly easy consequence of Fatou’s Lemma for series, stating if $x_{mn} $ is nonnegative, then
$$\sum_{n=1}^\infty \,\liminf_{m \to \infty} \,\,x_{mn} \leqslant \,\liminf_{m \to \infty}\,\sum_{n=1}^\infty \, x_{mn}.$$
Consequently, if $x_{mn} \uparrow y_n$ then $x_{mn} \leqslant y_n$ for all $n$ and
$$\limsup_{m \to \infty} \, \sum_{n=1}^\infty x_{mn} \leqslant \sum_{n=1}^\infty y_n = \sum_{n=1}^\infty \,\liminf_{m \to \infty} \,\,x_{mn} \leqslant \,\liminf_{m \to \infty}\,\sum_{n=1}^\infty \, x_{mn}.$$
Thus, $\lim_{m \to \infty} \sum_{n=1}^\infty x_{mn} = \sum_{n=1}^\infty y_n$.
To prove Fatou's lemma, note that for all $k \geqslant m$ we have $\inf_{j \geqslant m} x_{jn} \leqslant x_{kn}$ and for every positive integer $N$,
$$\sum_{n=1}^N \inf_{j \geqslant m} x_{jn} \leqslant \inf_{k \geqslant m} \sum_{n=1}^N x_{kn} \leqslant \inf_{k \geqslant m} \sum_{n=1}^\infty x_{kn} $$
Taking the limit of boths sides as $m \to \infty$ followed by the limit as $N \to \infty$ gives us the result.