Automatic Test Pattern Generation for Robust Quantum Circuit Testing

Quantum circuit testing is essential for detecting potential faults in realistic quantum devices, while the testing process itself also suffers from the inexactness and unreliability of quantum operations. This article alleviates the issue by proposing a novel framework of automatic test pattern generation (ATPG) for robust testing of logical quantum circuits. We introduce the stabilizer projector decomposition (SPD) for representing the quantum test pattern and construct the test application (i.e., state preparation and measurement) using Clifford-only circuits, which are rather robust and efficient as evidenced in the fault-tolerant quantum computation. However, it is generally hard to generate SPDs due to the exponentially growing number of the stabilizer projectors. To circumvent this difficulty, we develop an SPD generation algorithm, as well as several acceleration techniques that can exploit both locality and sparsity in generating SPDs. The effectiveness of our algorithms are validated by (1) theoretical guarantees under reasonable conditions and (2) experimental results on commonly used benchmark circuits, such as Quantum Fourier Transform (QFT), Quantum Volume (QV), and Bernstein-Vazirani (BV) in IBM Qiskit.

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Publication Details

Journal
ACM Transactions on Design Automation of Electronic Systems
Published
2024-08-20
DOI
https://doi.org/10.1145/3689333
Citations
1
Primary Topic
Quantum Computing Algorithms and Architecture
Type
article
Field-Weighted Citation Impact
0.35

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article

Automatic Test Pattern Generation for Robust Quantum Circuit Testing

Mingsheng Ying, Kean Chen
1 citations
ACM Transactions on Design Automation of Electronic Systems
Quantum Computing Algorithms and Architecture
0.35
article

Automatic Test Pattern Generation for Robust Quantum Circuit Testing

Mingsheng Ying, Kean Chen
article en
1 citations

Abstract

Quantum circuit testing is essential for detecting potential faults in realistic quantum devices, while the testing process itself also suffers from the inexactness and unreliability of quantum operations. This article alleviates the issue by proposing a novel framework of automatic test pattern generation (ATPG) for robust testing of logical quantum circuits. We introduce the stabilizer projector decomposition (SPD) for representing the quantum test pattern and construct the test application (i.e., state preparation and measurement) using Clifford-only circuits, which are rather robust and efficient as evidenced in the fault-tolerant quantum computation. However, it is generally hard to generate SPDs due to the exponentially growing number of the stabilizer projectors. To circumvent this difficulty, we develop an SPD generation algorithm, as well as several acceleration techniques that can exploit both locality and sparsity in generating SPDs. The effectiveness of our algorithms are validated by (1) theoretical guarantees under reasonable conditions and (2) experimental results on commonly used benchmark circuits, such as Quantum Fourier Transform (QFT), Quantum Volume (QV), and Bernstein-Vazirani (BV) in IBM Qiskit.

ACM Transactions on Design Automation of Electronic SystemsVol. 29(6)
University of Technology Sydney (AU), Centre for Quantum Computation and Communication Technology (AU), Institute of Software (CN), University of Chinese Academy of Sciences (CN), University of Pennsylvania (US)
National Natural Science Foundation of China
Openalex Percentile: Top 34%
Quantum Computing Algorithms and Architecture
0.35
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Automatic Test Pattern Generation for Robust Quantum Circuit Testing — Mingsheng Ying, Kean Chen · ACM Transactions on Design Automation of Electronic Systems (2024) | TGRS Research Map | TGRS