Experimental designs for binary data in switching measurements on superconducting Josephson junctions |
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Authors: | Juha Karvanen Juha J Vartiainen rey Timofeev Jukka Pekola |
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Institution: | National Public Health Institute, Helsinki, Finland; Helsinki University of Technology, Espoo, Finland |
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Abstract: | Summary. We study the optimal design of switching measurements of small Josephsonjunction circuits which operate in the macroscopic quantum tunnelling regime. In the experiment, sequences of current pulses are applied to the Josephson junction sample, while the voltage over the structure is monitored. The appearance of a voltage pulse to a single applied current pulse, being governed by the laws of quantum mechanics, is purely random. Starting from the D -optimality criterion we derive the optimal design for the estimation of the unknown parameters of the underlying Gumbel-type distribution. As a practical method for the measurements, we propose a sequential design that combines heuristic search for initial estimates and maximum likelihood estimation. The design presented has immediate applications in the area of superconducting electronics, implying faster data acquisition. The experimental results presented confirm the usefulness of the method. |
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Keywords: | Complementary log–log-link D-optimality Escape measurements Logistic regression Optimal design Quantum physics |
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