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.
Reactor-scale stellarators with force and torque minimized dipole coils
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abstract
In this work, we utilize new coil objectives for stellarator optimization with autodifferentiation, including pointwise and net coil-coil forces and torques. We use these methods to perform the first large-scale optimization of planar dipole coil arrays, since arrays of small and geometrically simple coils have been proposed to partially produce the 3D magnetic fields for stellarators, generate advantageous magnetic field perturbations in tokamaks, and provide active, real-time control capabilities. We perform an ablation study to show that minimizing the orientation and location of each coil may be essential to get coil forces, coil torques, and field errors to tolerable levels. We conclude with solutions for three reactor-scale quasi-symmetric stellarators by jointly optimizing nonplanar TF coils and planar coil arrays.
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cs.AI 1years
2026 1verdicts
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Agentic Stage-One Stellarator Optimization: Autonomous Multi-Objective Search for Finite-Beta Equilibria
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.