Let
script upper M
$\mathcal{M}$
ℳ
be a von Neumann algebra equipped with a normal semifinite faithful trace
tau
$\tau$
τ
, and let
upper A
$A$
A
be an expansive dilation on
double struck upper R d
$\mathbb{R}^d$
ℝ
d
. In this paper, the authors first investigate a class of local operator-valued anisotropic Hardy spaces, denoted by
bold h pA left parenthesis double struck upper R d comma script upper M right parenthesis
$\mathbf{h}_p^A(\mathbb{R}^d,\mathcal{M})$
𝐡
p
A
(
ℝ
d
,
ℳ
)
, and identify their dual spaces. This further develops the seminal work of T. Mei [MR2327840: Mem. Amer. Math. Soc., (2007)]. In addition, we also show that
bold h 1 upper A left parenthesis double struck upper R d comma script upper M right parenthesis
$\mathbf{h}_1^A(\mathbb{R}^d,\mathcal{M})$
𝐡
1
A
(
ℝ
d
,
ℳ
)
and
bmoA left parenthesis double struck upper R d comma script upper M right parenthesis
$\mathrm{bmo}_A(\mathbb{R}^d,\mathcal{M})$
b
m
o
A
(
ℝ
d
,
ℳ
)
serve as natural endpoint spaces for the noncommutative
Lp
$L_p$
L
p
-spaces
Lp left parenthesis upper L infinity left parenthesis double struck upper R d right parenthesis circled times quotation dash script upper M right parenthesis
$L_p(L_{\infty}(\mathbb{R}^d)\overline{\otimes}\mathcal{M})$
L
p
(
L
∞
(
ℝ
d
)
⊗
―
ℳ
)
, and these endpoint spaces are then used to establish the
Lp
$L_p$
L
p
-estimates for certain operators via interpolation. Finally, as applications, an atomic decomposition for local Hardy spaces and Hardy–Lebesgue estimates for a local class of noncommutative Calderón–Zygmund operators are also established. To the best of our knowledge, these results are new in the operator-valued setting even for diagonal anisotropic dilations (when
upper A colon equals diag left parenthesis lamda 1 comma lamda 2 comma ellipsis comma lamda d right parenthesis
$A:=\mathrm{diag}(\lambda_1, \lambda_2, \ldots, \lambda_d)$
A
:
=
d
i
a
g
(
λ
1
,
λ
2
,
…
,
λ
d
)
with
vertical bar lamda j vertical bar greater than 1
$|\lambda_j| \gt 1$
|
λ
j
|
>
1
,
j equals 1 comma 2 comma ellipsis comma d
$j=1,2,\ldots,d$
j
=
1
,
2
,
…
,
d
).