The week's pick
Random Articles
Reseach Article
Embedded Calibration for Cryogenic Quantum Devices using a Singleton Sugeno Fuzzy Controller
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 187 - Number 95 |
| Year of Publication: 2026 |
| Authors: Che-Ping Lin |
10.5120/ijcaa781b0740e61
|
Che-Ping Lin . Embedded Calibration for Cryogenic Quantum Devices using a Singleton Sugeno Fuzzy Controller. International Journal of Computer Applications. 187, 95 ( Apr 2026), 47-52. DOI=10.5120/ijcaa781b0740e61
Abstract
Calibration loops are essential for maintaining cryogenic quantum devices under drift, stochastic readout variation, and device mismatch. This study presents an embedded closed-loop calibration architecture using a singleton Sugeno fuzzy controller with fixed-size arithmetic, bounded updates, and a lightweight telemetry interface. The emphasis is deterministic local execution rather than host-side optimization: each iteration performs measurement accumulation, probability estimation, error computation, fuzzy inference, and parameter update along a repeatable path. An executable Verilog-based evaluation model is used to evaluate convergence behavior, monitor-mode operation, and sensitivity to injected drift. The measured results show fast transition into monitor mode, fixed calibrated-parameter retention after convergence, and observable monitor-metric shifts under positive and negative perturbations. These results support the feasibility of compact embedded calibration for cryogenic quantum devices while keeping the controller structure simple, interpretable, and implementation-oriented.
References
- L. A. Zadeh, "Fuzzy sets," Information and Control, vol. 8, no. 3, pp. 338-353, 1965.
- T. Takagi and M. Sugeno, "Fuzzy identification of systems and its applications to modeling and control," IEEE Transactions on Systems, Man, and Cybernetics, vol. 15, no. 1, pp. 116-132, 1985.
- R. C. Dorf and R. H. Bishop, Modern Control Systems, 13th ed., Pearson, 2016.
- J. Kelly et al., "Scalable in-situ qubit calibration during repetitive error detection," arXiv:1603.03082, 2016.
- M. Prathapan et al., "A system design approach toward integrated cryogenic quantum control systems," arXiv:2211.02081, 2022
- H. Homulle, L. Song, X. Xue, J. van Staveren, S. Visser, G. Patra, A. P. M. Kentie, S. K. G. Garits, R. L. M. Op het Veld, D. Schinkel, and F. Sebastiano, "A reconfigurable cryogenic platform for the classical control of scalable quantum computers," IEEE Transactions on Very Large Scale Integration (VLSI) Systems, vol. 25, no. 10, pp. 2590-2601, 2017.
- D. L. Underwood et al., "Using cryogenic CMOS control electronics to enable a two-qubit cross-resonance gate," PRX Quantum, vol. 4, no. 2, 020358, 2023.
- C. Carlsson et al., "Automated all-RF tuning for spin qubit readout and control," arXiv:2506.10834, 2025.
- V. Yon et al., "Experimental online quantum dots charge autotuning using neural networks," Nano Letters, vol. 25, no. 10, pp. 3717-3725, 2025.
- L. M. K. Vandersypen et al., "Interfacing spin qubits in quantum dots and donors - hot, dense, and coherent," npj Quantum Information, vol. 3, art. 34, 2017
Index Terms
Keywords