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.
The DESC Stellarator Code Suite Part I: Quick and accurate equilibria computations
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abstract
3D equilibrium codes are vital for stellarator design and operation, and high-accuracy equilibria are also necessary for stability studies. This paper details comparisons of two three-dimensional equilibrium codes, VMEC, which uses a steepest-descent algorithm to reach a minimum-energy plasma state, and DESC, which minimizes the magnetohydrodynamic (MHD) force error in real space directly. Accuracy as measured by satisfaction of MHD force balance is presented for each code, along with the computation time. It is shown that DESC is able to achieve more accurate solutions, especially near-axis. The importance of higher accuracy equilibria is shown in DESC's better agreement of stability metrics with asymptotic formulae. DESC's global Fourier-Zernike basis also yields the solution with analytic derivatives explicitly everywhere in the plasma volume, provides improved accuracy in the radial direction versus conventional finite differences, and allows for exponential convergence. Further, DESC can compute the same accuracy solution as VMEC in an order of magnitude less time.
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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.