Matches in SemOpenAlex for { <https://semopenalex.org/work/W3144065698> ?p ?o ?g. }
- W3144065698 abstract "A precise understanding of the influence of a quantum system's environment on its dynamics, which is at the heart of the theory of open quantum systems, is crucial for further progress in the development of controllable large-scale quantum systems. However, existing approaches to account for complex system-environment interaction in the presence of memory effects are either based on heuristic and oversimplified principles or give rise to computational difficulties. In practice, one can leverage on available experimental data and replace first-principles simulations with a data-driven analysis that is often much simpler. Inspired by recent advances in data analysis and machine learning, we propose a data-driven approach to the analysis of the non-Markovian dynamics of open quantum systems. Our method allows, on the one hand, capturing the most important characteristics of open quantum systems such as the effective dimension of the environment and the spectrum of the joint system-environment quantum dynamics, and, on the other hand, reconstructing a predictive model of non-Markovian quantum dynamics, and denoising the measured quantum trajectories. We demonstrate the performance of the proposed approach with various models of open quantum systems, including a qubit coupled with a finite environment, a spin-boson model, and the damped Jaynes-Cummings model." @default.
- W3144065698 created "2021-04-13" @default.
- W3144065698 creator A5033682739 @default.
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- W3144065698 date "2022-10-03" @default.
- W3144065698 modified "2023-10-10" @default.
- W3144065698 title "Probing non-Markovian quantum dynamics with data-driven analysis: Beyond “black-box” machine-learning models" @default.
- W3144065698 cites W1529624360 @default.
- W3144065698 cites W1889184373 @default.
- W3144065698 cites W1963811960 @default.
- W3144065698 cites W1967045838 @default.
- W3144065698 cites W1971384536 @default.
- W3144065698 cites W1971472669 @default.
- W3144065698 cites W1978680232 @default.
- W3144065698 cites W1979957032 @default.
- W3144065698 cites W1982574512 @default.
- W3144065698 cites W1984964553 @default.
- W3144065698 cites W1989180436 @default.
- W3144065698 cites W1993000102 @default.
- W3144065698 cites W1997230465 @default.
- W3144065698 cites W1997598061 @default.
- W3144065698 cites W2007593774 @default.
- W3144065698 cites W2010627161 @default.
- W3144065698 cites W2014356541 @default.
- W3144065698 cites W2015683881 @default.
- W3144065698 cites W2028847290 @default.
- W3144065698 cites W2032839191 @default.
- W3144065698 cites W2035675276 @default.
- W3144065698 cites W2038591556 @default.
- W3144065698 cites W2045356948 @default.
- W3144065698 cites W2046420881 @default.
- W3144065698 cites W2049271022 @default.
- W3144065698 cites W2056511881 @default.
- W3144065698 cites W2057610142 @default.
- W3144065698 cites W2058698962 @default.
- W3144065698 cites W2063722963 @default.
- W3144065698 cites W2073659633 @default.
- W3144065698 cites W2076976740 @default.
- W3144065698 cites W2083590256 @default.
- W3144065698 cites W2088115298 @default.
- W3144065698 cites W2090062662 @default.
- W3144065698 cites W2095920188 @default.
- W3144065698 cites W2100962385 @default.
- W3144065698 cites W2130860507 @default.
- W3144065698 cites W2157754228 @default.
- W3144065698 cites W2181284682 @default.
- W3144065698 cites W2309096354 @default.
- W3144065698 cites W2510030309 @default.
- W3144065698 cites W2519812197 @default.
- W3144065698 cites W2553447428 @default.
- W3144065698 cites W2607611777 @default.
- W3144065698 cites W2618411197 @default.
- W3144065698 cites W2735457220 @default.
- W3144065698 cites W2753771064 @default.
- W3144065698 cites W2767099474 @default.
- W3144065698 cites W2769210104 @default.
- W3144065698 cites W2773410499 @default.
- W3144065698 cites W2776502559 @default.
- W3144065698 cites W2777417212 @default.
- W3144065698 cites W2777639606 @default.
- W3144065698 cites W2786366947 @default.
- W3144065698 cites W2787752732 @default.
- W3144065698 cites W2804229586 @default.
- W3144065698 cites W2884775584 @default.
- W3144065698 cites W2890999059 @default.
- W3144065698 cites W2892126131 @default.
- W3144065698 cites W2899283552 @default.
- W3144065698 cites W2902476098 @default.
- W3144065698 cites W2905545131 @default.
- W3144065698 cites W2913757230 @default.
- W3144065698 cites W2914454605 @default.
- W3144065698 cites W2922635029 @default.
- W3144065698 cites W2937423984 @default.
- W3144065698 cites W2963780177 @default.
- W3144065698 cites W3012015049 @default.
- W3144065698 cites W3019988632 @default.
- W3144065698 cites W3020346240 @default.
- W3144065698 cites W3037443854 @default.
- W3144065698 cites W3037853801 @default.
- W3144065698 cites W3039755301 @default.
- W3144065698 cites W3098438160 @default.
- W3144065698 cites W3098978916 @default.
- W3144065698 cites W3099015431 @default.
- W3144065698 cites W3099803807 @default.
- W3144065698 cites W3099878876 @default.
- W3144065698 cites W3100608836 @default.
- W3144065698 cites W3101742004 @default.
- W3144065698 cites W3101784309 @default.
- W3144065698 cites W3101957379 @default.
- W3144065698 cites W3102431116 @default.
- W3144065698 cites W3102953496 @default.
- W3144065698 cites W3103722330 @default.
- W3144065698 cites W3104403078 @default.
- W3144065698 cites W3104887532 @default.
- W3144065698 cites W3105713006 @default.
- W3144065698 cites W3106311568 @default.