We demonstrate an ML-based approach to optimize photon detection performance on a 110 km QKD link. Results show that scheduling maintenance during predicted low critical traffic periods reduces blocked critical data transmissions by 64% and increases overall service reliability by 16%.
Funding Agencies|EU [DIGITAL-2022-QCI-02-DEPLOY-NATIONAL, 101113375 -NQCIS]; Vinnova; VR