6
collaborators
2018–2021
years active
Contributions
QIP QCrypt TQC talk poster presenter award · △program ◇steering ○organizing · filled = chair
1 Talk
| Title | Conference | Type | Co-authors |
|---|---|---|---|
| Machine learning aided carrier recovery in continuous-variable quantum key distribution | QCRYPT 2020 | regular | Tobias Gehring, Hou-Man Chin, Nitin Jain, Ulrik Lund Andersen |
The secret key rate of a continuous-variable quantum key distribution (CV-QKD) system is limited by excess noise. A key issue typical to all modern CV-QKD systems implemented with a reference or pilot signal and an independent local oscillator is controlling the excess noise generated from the frequency and phase noise accrued by the transmitter and receiver. Therefore accurate phase estimation and compensation, so-called carrier recovery, is a critical subsystem of CV-QKD. Here, we present the implementation of a machine learning framework based on Bayesian inference, namely an unscented Kalman filter (UKF), for estimation of phase noise and compare it to a standard reference method. Experimental results obtained over a 20 km fibre-optic link indicate that the UKF can ensure very low excess noise even at low pilot powers. The measurements exhibited low variance and high stability in excess noise over a wide range of pilot signal to noise ratios. This may enable CV-QKD systems with low implementation complexity which can seamlessly work on diverse transmission lines. |
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3 Posters
| Title | Conference | Co-authors |
|---|---|---|
| Clock recovery for a CV-QKD system | QCRYPT 2021 | Hou-Man Chin, Nitin Jain, Ulrik Lund Andersen, Tobias Gehring |
This work experimentally investigates a clock recovery algorithm’s performance for a gaussian modulated CV-QKD system operating over 20km of fibre using a frequency multiplexed classical signal. |
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| Experimental demonstration of machine learning aided carrier phase recovery for CV-QKD | QCRYPT 2019 | Hou-Man Chin, Nitin Jain, Tobias Gehring, Ulrik Lund Andersen |
| Highly flexible continuous-variable quantum cryptographic transmitter using pilot tones and integrated quantum random number generator | QCRYPT 2018 | Nitin Jain, Hou-Man Chin, Dino Solar Nikolic, Arne Kordts, Tobias Gehring, Ulrik Lund Andersen |
Collaborators
| Co-author | Joint talks |
|---|---|
| Hou-Man Chin | 4 |
| Nitin Jain | 4 |
| Tobias Gehring | 4 |
| Ulrik Lund Andersen | 4 |
| Arne Kordts | 1 |
| Dino Solar Nikolic | 1 |