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In this paper, we derive the stochastic master equations for quantum systemsdriven by a single-photon input state which is contaminated by quantum vacuumnoise. To improve estimation performance, quantum filters based onmultiple-channel measurements are designed. Two cases, namely diffusive plusPoissonian measurements and two diffusive measurements, are considered.

Quantum filtering for multiple measurements driven by fields in single-photon states