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Massachusetts Institute of Technology

Digital noise reconstruction with a quantum sensor

Abstract

dc:description.abstract

Interactions between a quantum system and its environment are usually inevitable and could lead to decoherence limiting the performance of quantum devices. On the one hand, to build robust quantum devices requires an in-depth characterization of such decoherence mechanism. On the other hand, the extracted environmental information brings us new approaches to investigate novel phases in quantum materials. Thus, probing and characterizing environmental noise is an essential task for both fundamental physics and quantum applications. Existing noise reconstruction methods in quantum systems rely on using approximated delta-like frequency filtering to sample the noise spectrum in frequency domain using dynamical decoupling sequences. In this thesis, we propose a novel digital noise reconstruction method to reconstruct the environmental noise both in frequency and time domains, which avoids the delta function approximation for frequency filtering. By measuring the decoherence of a qubit sensor under a set of Walsh modulation sequences, the (arithmetic) auto-correlation of a stationary Gaussian noise that couples to the quantum sensor is directly reconstructed and the corresponding noise spectrum is then reconstructed through linear transformations (discrete Fourier transform). We systematically compare the typical dynamical decoupling-based noise reconstruction method (the Carr-Purcell- Meiboom-Gill reconstruction method) and the Walsh reconstruction method by evaluating the reconstruction errors of both methods under an Orstein-Unlenbeck noise model, which is commonly adopted to describe the magnetic noise generated by a dipolarly coupled spin bath. Combining theoretical and simulation results, we conclude that the accuracy of our Walsh reconstruction method is only limited by the time-space sampling and can be easily suppressed by increasing the reconstruction order. We then perform a proof-of-principle demonstration using a single nitrogen-vacancy center in diamond to characterize its environmental noise dominated by the carbon-13 nuclear spin bath, and discuss the practical limitations of the reconstruction accuracy and avenues for its improvement. Finally we also introduce several directions of interest for future research.

Degree

thesis:*
Name thesis:degree_name
Master
Department dc:contributor.department
Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Grantor dc:publisher
Massachusetts Institute of Technology
Year dc:date.issued
2022

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Zhu, Yuan
Advisor dc:contributor.advisor
  • Cappellaro, Paola

Rights

dc:rights
Statement dc:rights
  • In Copyright - Educational Use Permitted
  • Copyright MIT

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/1721.1/144725
OAI identifier oai:identifier
oai:dspace.mit.edu:1721.1/144725

Chain of custody

source
Harvested from
MIT
Base URL
dspace.mit.edu/oai/request
Last updated
2026-07-22
Source record
OAI-PMH GetRecord
related terms
citation

Zhu, Yuan. Digital noise reconstruction with a quantum sensor. Massachusetts Institute of Technology, 2022. https://hdl.handle.net/1721.1/144725