Pith. sign in

REVIEW 2 cited by

Single-Stage Stellarator Optimization: Combining Coils with Fixed Boundary Equilibria

Not yet reviewed by Pith; the record is open.

This paper has not been read by Pith yet. Machine review is queued; the pith claim, tier, and objections will appear here once it completes.

SPECIMEN: schema-true, not a live event

T0 review · schema-true

One-sentence machine reading of the paper's core claim.

pith:XXXXXXXX · record.json · timestamp

arxiv 2302.10622 v2 pith:RENVJGIG submitted 2023-02-21 physics.plasm-ph

classification physics.plasm-ph
keywords plasmaapproachboundarycoilcoilsequilibriafunctionobjective
verification ladder T0 review T1 audit T2 compute T3 formal
0 comments
read the original abstract

We introduce a novel approach for the simultaneous optimization of plasma physics and coil engineering objectives using fixed-boundary equilibria that is computationally efficient and applicable to a broad range of vacuum and finite plasma pressure scenarios. Our approach treats the plasma boundary and coil shapes as independently optimized variables, penalizing the mismatch between the two using a quadratic flux term in the objective function. Four use cases are presented to demonstrate the effectiveness of the approach, including simple and complex stellarator geometries. As shown here, this method outperforms previous 2-stage approaches, achieving smaller plasma objective function values when coils are taken into account.

Discussion (0). Continue with ORCID to comment.

Forward citations

Cited by 2 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Agentic Stage-One Stellarator Optimization: Autonomous Multi-Objective Search for Finite-Beta Equilibria

    cs.AI 2026-08 conditional novelty 6.0 of 10

    An LLM-controlled outer loop around the DESC solver improved finite-beta stellarator designs, boosting gate-valid configurations from 5 of 23 to 19 of 23, with median quasisymmetry error cut roughly in half.

  2. Surface Current Optimization and Coil-Cutting Algorithms for Stage-Two Stellarator Optimization

    physics.plasm-ph 2025-08 conditional novelty 5.0 of 10

    Explicit derivations and a documented, DESC-implemented algorithm for optimizing a surface current on a toroidal surface and cutting it into modular or helical stellarator coils.

Pith tools