Implementing a Quantum Finite Automaton in IBMQ using Custom Control Pulses
Quantum finite automata can be used for pattern recognition. Present implementations on actual quantum devices face decoherence issues, which compromise the quality of long strings computation. In this work, we focus on the Measure Once 1-way Quantum Finite Automata (MO1QFA) model for addressing the...
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Zusammenfassung: | Quantum finite automata can be used for pattern recognition. Present
implementations on actual quantum devices face decoherence issues, which
compromise the quality of long strings computation. In this work, we focus on
the Measure Once 1-way Quantum Finite Automata (MO1QFA) model for addressing
the MOD^p problem, investigating how quantum errors may affect the quality of
the computation in this model when implemented in IBM-Q superconducting
environment. To improve the performance of the implementation, we use
pulse-level programming for calibrating a fast single-qubit gate designed
specifically for the automaton implementation. The demonstrations conducted on
the Jakarta quantum computer show that using custom pulses significantly
reduces errors during extended word computations. While realizing improvements
in error variations and predictability -- with a fourfold reduction in circuit
latency -- the proposed solution demonstrates a substantial increase in the
supported computation length of the automaton. When considering thresholds of
10% and 20% in absolute errors of acceptance probabilities, the solution has
the potential to increase the maximum word length by 12 and 7+ times,
respectively, compared to the default Qiskit gate. |
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DOI: | 10.48550/arxiv.2412.06977 |