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On a fibration with compact connected fibers, every section of a pulled-back line bundle is constant along the fibers and descends to the base. If probability measures are chosen on the fibers, this descent becomes an isometry, and the kernel measures on the total space are obtained from those on the base by integration along the fibers.
Let $\pi :X\to B$ be a surjective holomorphic submersion of connected compact complex manifolds, with connected fibers. Write $n=\dim X$ and $q=\dim B\geq 1$. Let $A$ be a holomorphic line bundle on $B$ with a smooth Hermitian metric $h_ A$, choose a quasi-plurisubharmonic function $\psi $ on $B$, and set
\[ (L,h)=(\pi ^*A,\pi ^*h_ A),\qquad \varphi =\pi ^*\psi . \]
For $y\in B$ write $X_ y=\pi ^{-1}(y)$. Choose a family of smooth positive probability measures $\nu _ y$ on the fibers $X_ y$ that varies smoothly with $y$; for instance, restrict a smooth positive vertical volume density to the fibers and divide by its fiber integrals. For $F\in C(X)$ set
\[ \mathcal A F(y)=\int _{X_ y}F\, \mathrm{d}\nu _ y. \]
The function $\mathcal A F$ is continuous: a proper submersion is locally a smooth fiber bundle, the densities vary smoothly in a local trivialization, and $F$ is uniformly continuous on compact sets. For a finite positive Borel measure $\mu $ on $B$, define its lift $\mathcal L\mu $ by
\[ \int _ X F\, \mathrm{d}\mathcal L\mu =\int _ B\mathcal A F\, \mathrm{d}\mu \qquad (F\in C(X)). \]
Since $\mathcal A$ is positive and $\mathcal A1=1$, the Riesz representation theorem makes $\mathcal L\mu $ a finite positive measure with the same total mass as $\mu $. Since $\mathcal AF$ is continuous, weak convergence of finite measures on $B$ implies weak convergence of their lifts.
Proposition 18.36.1.7E88736EF73B Pullback of sections induces an isomorphism
\[ H^0\bigl (B,A^ m\otimes \mathcal I(m\psi )\bigr ) \simeq H^0\bigl (X,L^ m\otimes \mathcal I(m\varphi )\bigr ). \]
Let $K\subseteq B$ be closed and non-pluripolar, let $w\in C(K)$, and let $\mu $ be a Bernstein–Markov probability measure for $(K,w)$ on $B$. Set $K_ X=\pi ^{-1}(K)$, $w_ X=w\circ \pi $ and $\mu _ X=\mathcal L\mu $. Then pullback is an isometry from the norm $\| \cdot \| _{m,w,\mu }$ on $B$ to the norm $\| \cdot \| _{m,w_ X,\mu _ X}$ on $X$, the measure $\mu _ X$ is Bernstein–Markov for $(K_ X,w_ X)$, and the partial kernel measures on $B$ and $X$, normalized with the same integer $r$, satisfy
\[ \beta _{X,m}^{(r)}=\mathcal L\bigl (\beta _{B,m}^{(r)}\bigr ). \]
Proof.
Let $s$ be a holomorphic section of $\pi ^*A^ m$. Over an open set of $B$ on which $A^ m$ is trivial, the coefficient of $s$ is a holomorphic function on the inverse image, and it is constant on each fiber, since the fibers are compact and connected. It is therefore the pullback of a function on the base, which is holomorphic because it is the composition of the coefficient with a local holomorphic section of the submersion. These local functions transform by the transition functions of $A^ m$, so they define a section of $A^ m$ whose pullback is $s$. This proves the identification without multiplier ideals.
By lemma 5.37.7, the multiplier ideal $\mathcal I(m\varphi )$ on $X$ is generated by the pullbacks of the germs in $\mathcal I(m\psi )$. A pulled-back germ belongs to it exactly when the base germ belongs to $\mathcal I(m\psi )$: pullback gives one implication, and restriction to a local holomorphic section of $\pi $ gives the other. This identifies the selected spaces.
Pointwise norms of corresponding sections agree and are constant along the fibers. Since each $\nu _ y$ has mass one,
\[ \int _{K_ X}|\pi ^*s|_{h^ m}^2\mathrm{e}^{-mw_ X}\, \mathrm{d}\mu _ X =\int _ K|s|_{h_ A^ m}^2\mathrm{e}^{-mw}\, \mathrm{d}\mu . \]
The supremum norms on $K_ X$ and $K$ also agree, because $\pi $ is surjective. Thus the Bernstein–Markov inequality transfers from $(K,w,\mu )$ to $(K_ X,w_ X,\mu _ X)$, and the integral norms on $X$ are nondegenerate. Pulling back an orthonormal basis gives $B_{X,m}=B_{B,m}\circ \pi $ on $K_ X$, where each kernel is set to zero outside its weighted set. Integrating a continuous test function first along the fibers proves the identity of measures.
$\square$
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