The renormalization group for matrix product density operators (MPDOs)
provides a powerful framework for describing one-dimensional mixed-state phases
of matter and the renormalization fixed points (RFPs) are representative states
for analyzing nontrivial phases. Recently, it was found that anomalous
symmetries can provide a fundamental obstruction for certain short-range
correlated mixed states to be efficiently prepared. In this work, we consider
generalized symmetries including non-invertible ones realized microscopically
as matrix product operators (MPOs), and study the physical implications of
their quantum anomaly on the MPDO RFPs. We prove that MPDOs with strong
anomalous MPO symmetries cannot be prepared from a normal matrix product state
in the trivial phase via a translationally invariant finite-depth local quantum
channel. We explicitly construct a general class of zero-correlation-length
MPDO RFPs that exhibit strong anomalous MPO symmetries, and represent a
distinct class of MPDO RFPs from those that can be efficiently prepared as a
consequence of quantum anomaly. Nonetheless, we further prove that all the
constructed MPDO RFPs can be prepared from product states by finite-depth
quantum circuit with measurements and feedforward.

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