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Updated: Apr 16, 2026

Scalable Quantum Integrated Circuits on Superconducting Two-Dimensional Electron Gas Platform
Published on: August 2, 2019
Prediction and retrodiction for a continuously monitored superconducting qubit.
D Tan1, S J Weber2, I Siddiqi2
1Department of Physics, Washington University, St. Louis, Missouri 63130, USA.
We used experimental data to create density matrices that predict and retrodict superconducting transmon qubit measurement outcomes. This advances quantum state monitoring and control in superconducting quantum computing.
Area of Science:
- Quantum Information Science
- Superconducting Quantum Computing
- Cavity Quantum Electrodynamics
Background:
- Superconducting transmon qubits are key components in quantum computers.
- Monitoring qubit states is crucial for quantum computation and error correction.
- Cavity-mediated measurements offer a non-destructive way to probe quantum systems.
Purpose of the Study:
- To develop and experimentally validate a method for predicting and retrodicting quantum state measurements.
- To utilize density matrices conditioned on past and future measurement data for enhanced quantum state reconstruction.
- To demonstrate the application of these matrices in analyzing both weak and strong qubit measurements.
Main Methods:
- Monitoring the quantum state of a superconducting transmon qubit within a 3D cavity using microwave field transmission.
- Incorporating measurement record information into a time-dependent density matrix (ρt) conditioned on past probe results.
- Developing an auxiliary matrix (Et) conditioned on future probe results for retrodiction.
- Extracting these matrices directly from experimental data.
Main Results:
- Successfully obtained experimental density matrices (ρt and Et) from measurement data.
- Demonstrated the ability of these matrices to accurately predict the outcomes of future qubit measurements.
- Showcased the effectiveness of the auxiliary matrix in retrodicting past qubit measurement outcomes.
- Illustrated the application for both weak and strong measurement regimes.
Conclusions:
- The developed method provides a robust framework for quantum state reconstruction in superconducting qubits.
- Experimental validation confirms the utility of past and future-conditioned density matrices for precise state monitoring.
- This technique enhances the understanding and control of quantum systems, paving the way for improved quantum computing.
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