Cold Ion Group @ CQT

LATEST RESULTS

Trainability of a quantum-classical machine in the NISQ era

01.02.2024

This experimental study explores the limits of trainability of a real experimental quantum classical hybrid system implementing supervised training protocols, in an ion trap platform. Challenges associated with ion trap-coupled classical processor are addressed, highlighting the robustness of the genetic algorithm as a classical optimizer in navigating complex optimization landscape inherent in binary classification problems with many local minima. Experimental results, focused on a binary classification problem, reveal the superior efficiency and accuracy of the genetic algorithm compared to gradient-based optimizers. We intricately discuss why gradient-based optimizers may not be suitable in the NISQ era through thorough analysis. These findings contribute insights into the performance of quantum-classical hybrid systems, emphasizing the significance of efficient training strategies and hardware considerations for practical quantum machine learning applications. This work not only advances the understanding of hybrid quantum-classical systems but also underscores the potential impact on real-world challenges through the convergence of quantum and classical computing paradigms operating without the aid of classical simulators.

Scalable narrow linewidth high power laser for barium ion optical qubits
02-2024
We demonstrate that by performing high-fidelity gates on the qubit while introducing minimal intensity noise, TDFAs do not significantly broaden the linewidth of the seed lasers. We employed a Voigt fitting scheme in conjunction with a delayed self-heterodyne method to accurately measure the linewidth independently, corroborating our findings through quadrupole spectroscopy with trapped barium ions. Our results show linewidth values of 160 ± 15 Hz and 156 ± 16 Hz, respectively, using these two methods, underscoring the reliability of our measurement techniques. The slight variation within the error-bars of the two methods can be attributed to factors such as amplified spontaneous emission in the TDFA or the influence of 1/f noise within the heterodyne setup delay line. These contribute to advancing our understanding of laser linewidth control in the context of ion trap quantum computing as well as stretching the availability of narrow linewidth, high-power tunable lasers beyond the C-band.

Single proton cooled by distant ions

01.09.2021

Laser-cooled ions have been used to substantially lower the temperature of a proton located several centimetres away. This technique could be useful in ultra precise measurements of the properties of antimatter particles.

Nature 596, 490-491 (2021)

This will open new possibilities to couple distant quantum systems using conducting wires