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Published on: September 8, 2023
Quantum annealing with special drivers for circuit fault diagnostics
Hannes Leipold1,2, Federico M Spedalieri3,4
1Information Sciences Institute, University of Southern California, Marina del Rey, CA, 90292, USA. leipold@usc.edu.
We developed a quantum annealing protocol for Combinational Circuit Fault Diagnosis. Degeneracy improves performance, outperforming classical brute-force methods for complex circuits.
Area of Science:
- Quantum Computing
- Computer Engineering
- Fault Diagnosis
Background:
- Combinational Circuit Fault Diagnosis is critical for reliable electronics.
- Existing classical methods, like brute-force search, struggle with large-scale circuits.
- Quantum annealing offers a potential alternative for complex diagnostic problems.
Purpose of the Study:
- To introduce a general quantum annealing protocol for Combinational Circuit Fault Diagnosis.
- To restrict quantum evolution to valid diagnostic states.
- To enhance the performance of quantum annealing for this specific problem.
Main Methods:
- Developed a novel quantum annealing construction using special local drivers.
- Ensured the transition graph on feasible configurations is regular and instance-independent.
- Analyzed energy gap behavior and identified optimal annealing schedules.
- Performed closed-system simulations to benchmark performance.
Main Results:
- The energy gap exhibits a generic form, with the minimum occurring late in the annealing evolution.
- Degeneracy positively impacts quantum annealing performance, particularly for diagnoses with more faults.
- The proposed protocol demonstrates superior performance compared to classical brute-force approaches.
Conclusions:
- The developed quantum annealing protocol effectively addresses Combinational Circuit Fault Diagnosis.
- Degeneracy is a beneficial factor for quantum annealing in fault diagnosis scenarios.
- This quantum approach shows promise for diagnosing large-scale circuits more efficiently than classical methods.
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