2026-10-13T04:53:47Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34024851 2026-09-29T16:03:11Z category_30202 category_26836 category_29173 item_type_9 month_year_09_2026

KODEX — KLINQ: QLINSOLVE Priyanca Ford (25137672) Ford, P. I. (24663093) Plasma physics; fusion plasmas; electrical discharges Nuclear engineering (incl. fuel enrichment and waste processing and storage) Machine learning not elsewhere classified fusion energy spherical tokamak D-3He AI/ML surrogate model uncertainty quantification digital twin Kronos Fusion Energy QLINSOLVE KODEX:KLINQ <p><strong>KODEX — KLINQ</strong> (QLINSOLVE). REAL quantum linear solver — a variational quantum linear solver (VQLS) prepares the solution of a small reduced-MHD linear system with a real quantum circuit (sim now, hardware pluggable), plus an honest fault-tolerant HHL resource estimate. No advantage at real scale; quantum's role in fusion is post-~2036</p><p><strong>Benchmark:</strong> **REAL quantum linear solver** (VQLS): 4×4 reduced-MHD solve fidelity 1.0 vs classical (rel-resid 0.0); FT-HHL ~4e+04 phys qubits — no advantage, role post-~2036</p><p>Part of KODEX, the Kronos Family of Codes — a benchmarked AI/ML fusion surrogate suite with calibrated uncertainty and an abstention gate (<code>predict(x) → (y, uncertainty, in_domain)</code>). Provenance: references 10.5281/zenodo.21842371. Home: <a href="https://kronosfusionenergy.com/kodex/klinq">https://kronosfusionenergy.com/kodex/klinq</a> · suite: <a href="https://github.com/KronosFE/kronos-ml">https://github.com/KronosFE/kronos-ml</a>. Licensed under Apache-2.0. Honest card preserved verbatim.</p> 2026-09-29T16:03:11Z Software Software 10.6084/m9.figshare.34024851.v1 https://figshare.com/articles/software/KODEX_KLINQ_QLINSOLVE/34024851 CC BY 4.0