[proofplan]
We first show that the infimum cannot be $-\infty$: otherwise a sequence with energies tending to $-\infty$ would be bounded by coercivity, and reflexivity plus weak closedness of $K$ would produce a weak limit contradicting lower semicontinuity. Once the infimum is finite, we choose a minimizing sequence. Coercivity bounds this sequence, reflexivity gives a weakly convergent subsequence, closed convexity keeps the weak limit inside $K$, and sequential weak lower semicontinuity identifies that limit as a minimizer.
[/proofplan]
[step:Show that sublevel sequences are bounded by coercivity]
Let $(w_j)_{j=1}^{\infty}$ be a sequence in $K$ such that the [real numbers](/page/Real%20Numbers) $I[w_j]$ are bounded above by a constant $M\in\mathbb R$ for all $j\in\mathbb N$. We claim that $(w_j)_{j=1}^{\infty}$ is bounded in $X$.
If not, then for every $m\in\mathbb N$ there exists an index $j_m\in\mathbb N$ such that
\begin{align*}
\|w_{j_m}\|_X \ge m.
\end{align*}
Choosing the indices recursively with $j_{m+1}>j_m$, we obtain a subsequence $(w_{j_m})_{m=1}^{\infty}$ in $K$ satisfying
\begin{align*}
\|w_{j_m}\|_X \to \infty.
\end{align*}
By coercivity of $I$ on $K$,
\begin{align*}
I[w_{j_m}] \to \infty.
\end{align*}
This contradicts the uniform upper bound $I[w_{j_m}]\le M$. Hence every sequence in $K$ with energies bounded above is bounded in $X$.
[guided]
The role of coercivity is to prevent minimizing sequences from escaping to infinity in norm. We prove the slightly more general fact that any sequence whose energies stay below a fixed real number must be norm-bounded.
Let $(w_j)_{j=1}^{\infty}$ be a sequence in $K$ and assume that there exists $M\in\mathbb R$ such that
\begin{align*}
I[w_j]\le M
\end{align*}
for every $j\in\mathbb N$. Suppose, toward a contradiction, that $(w_j)_{j=1}^{\infty}$ is not bounded in $X$. Then the set of norms $\{\|w_j\|_X:j\in\mathbb N\}$ is unbounded. Therefore, for each $m\in\mathbb N$, we can choose an index $j_m$ with $j_{m+1}>j_m$ and
\begin{align*}
\|w_{j_m}\|_X \ge m.
\end{align*}
This produces a subsequence $(w_{j_m})_{m=1}^{\infty}$ in $K$ such that
\begin{align*}
\|w_{j_m}\|_X\to\infty.
\end{align*}
Now we use exactly the stated coercivity hypothesis. Since the subsequence remains in $K$ and its $X$-norm tends to infinity, coercivity gives
\begin{align*}
I[w_{j_m}]\to\infty.
\end{align*}
But the original energy bound passes to the subsequence:
\begin{align*}
I[w_{j_m}]\le M
\end{align*}
for every $m\in\mathbb N$. A sequence of extended real numbers cannot both tend to $+\infty$ and remain bounded above by the finite number $M$. This contradiction proves that $(w_j)_{j=1}^{\infty}$ is bounded in $X$.
[/guided]
[/step]
[step:Exclude the possibility that the infimum is $-\infty$]
Define
\begin{align*}
\alpha:=\inf_{v\in K} I[v].
\end{align*}
By hypothesis, $\alpha<\infty$. We prove that $\alpha>-\infty$.
Assume for contradiction that $\alpha=-\infty$. Then for each $j\in\mathbb N$ there exists $u_j\in K$ such that
\begin{align*}
I[u_j]\le -j.
\end{align*}
In particular, $I[u_j]\le 0$ for every $j\in\mathbb N$, so the preceding step implies that $(u_j)_{j=1}^{\infty}$ is bounded in $X$.
Since $X$ is reflexive, every bounded sequence in $X$ has a weakly convergent subsequence by the [weak sequential compactness](/theorems/214) of bounded sets in reflexive Banach spaces. Hence there exist a subsequence $(u_{j_k})_{k=1}^{\infty}$ and a point $u\in X$ such that
\begin{align*}
u_{j_k}\rightharpoonup u
\end{align*}
in $X$.
Because $K$ is norm-closed and convex, it is weakly closed in $X$ by the [Hahn-Banach separation theorem](/theorems/974) for closed convex sets (citing a result not yet in the wiki: weak closedness of norm-closed convex subsets of Banach spaces). Since each $u_{j_k}$ lies in $K$, the weak limit $u$ lies in $K$.
Sequential weak lower semicontinuity of $I$ gives
\begin{align*}
I[u]\le \liminf_{k\to\infty} I[u_{j_k}].
\end{align*}
Since $j_k\to\infty$ and $I[u_{j_k}]\le -j_k$, we have
\begin{align*}
\liminf_{k\to\infty} I[u_{j_k}]=-\infty.
\end{align*}
Thus $I[u]\le -\infty$, which is impossible because $I$ takes values in $(-\infty,\infty]$. Therefore
\begin{align*}
-\infty<\alpha<\infty.
\end{align*}
[/step]
[step:Choose a finite-valued minimizing sequence]
Since $\alpha=\inf_{v\in K}I[v]$ is finite, for each $j\in\mathbb N$ there exists $u_j\in K$ such that
\begin{align*}
I[u_j]\le \alpha+\frac{1}{j}.
\end{align*}
The definition of infimum also gives
\begin{align*}
\alpha\le I[u_j]
\end{align*}
for every $j\in\mathbb N$. Hence every $I[u_j]$ is finite and
\begin{align*}
I[u_j]\to\alpha.
\end{align*}
Since $\alpha+1$ is a finite upper bound for $I[u_j]$ for all $j\ge 1$, the first step implies that $(u_j)_{j=1}^{\infty}$ is bounded in $X$.
[/step]
[step:Extract a weakly convergent subsequence whose limit remains admissible]
By reflexivity of $X$ and boundedness of $(u_j)_{j=1}^{\infty}$ in $X$, there exist a subsequence $(u_{j_k})_{k=1}^{\infty}$ and a point $u_*\in X$ such that
\begin{align*}
u_{j_k}\rightharpoonup u_*
\end{align*}
in $X$.
As above, the norm-closed convex set $K$ is weakly closed in $X$ by the Hahn-Banach separation theorem for closed convex sets (citing a result not yet in the wiki: weak closedness of norm-closed convex subsets of Banach spaces). Since $u_{j_k}\in K$ for every $k\in\mathbb N$, it follows that
\begin{align*}
u_*\in K.
\end{align*}
[/step]
[step:Apply weak lower semicontinuity and compare with the infimum]
Since $I$ is sequentially weakly lower semicontinuous on $K$, since $u_{j_k}\rightharpoonup u_*$ in $X$, and since $u_*\in K$, we obtain
\begin{align*}
I[u_*]\le \liminf_{k\to\infty} I[u_{j_k}].
\end{align*}
The sequence $(u_j)_{j=1}^{\infty}$ was chosen so that $I[u_j]\to\alpha$, and therefore its subsequence also satisfies
\begin{align*}
\liminf_{k\to\infty} I[u_{j_k}]=\alpha.
\end{align*}
Thus
\begin{align*}
I[u_*]\le\alpha.
\end{align*}
On the other hand, $u_*\in K$ and $\alpha=\inf_{v\in K}I[v]$, so
\begin{align*}
\alpha\le I[u_*].
\end{align*}
Combining the two inequalities gives
\begin{align*}
I[u_*]=\alpha=\inf_{v\in K}I[v].
\end{align*}
Therefore $u_*$ is a minimizer of $I$ over $K$.
[/step]