We propose a scheme to deal with certain time-dependent non-Hermitian Hamiltonian operators that generate a real phase in their time-evolution. This involves the use of invariant operators that are pseudo-Hermitian with respect to the time-dependent metric operator, which implies that the dynamics is governed by unitary time evolution. Furthermore, is not generally quasi-Hermitian and does not define an observable of the system but obeys a quasi-hermiticity transformation as in the completely time-independent Hamiltonian systems case. The harmonic oscillator with a time-dependent frequency under the action of a complex time-dependent linear potential is considered as an illustrative example.

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