An adjoint method for gradient-based optimization of stellarator coil shapes
arXiv:1801.04317 · doi:10.1088/1741-4326/aac1c7
Abstract
We present a method for stellarator coil design via gradient-based optimization of the coil-winding surface. The REGCOIL (Landreman 2017 Nucl. Fusion 57 046003) approach is used to obtain the coil shapes on the winding surface using a continuous current potential. We apply the adjoint method to calculate derivatives of the objective function, allowing for efficient computation of analytic gradients while eliminating the numerical noise of approximate derivatives. We are able to improve engineering properties of the coils by targeting the root-mean-squared current density in the objective function. We obtain winding surfaces for W7-X and HSX which simultaneously decrease the normal magnetic field on the plasma surface and increase the surface-averaged distance between the coils and the plasma in comparison with the actual winding surfaces. The coils computed on the optimized surfaces feature a smaller toroidal extent and curvature and increased inter-coil spacing. A technique for visualization of the sensitivity of figures of merit to normal surface displacement of the winding surface is presented, with potential applications for understanding engineering tolerances.
Submitted to Nuclear Fusion
References in corpus (2)
Cited by in corpus (18)
- A quasi-isodynamic configuration with good confinement of fast ions at low plasma
- Single-stage gradient-based stellarator coil design: stochastic optimization
- Combined plasma-coil optimization algorithms
- Designing stellarators using perpendicular permanent magnets
- Direct computation of magnetic surfaces in Boozer coordinates and coil optimization for quasi-symmetry
- Optimized finite-build stellarator coils using automatic differentiation
- Proof of concept of a fast surrogate model of the VMEC code via neural networks in Wendelstein 7-X scenarios
- Non-Planar Coil Winding Angle Optimization for Compatibility with Non-Insulated High-Temperature Superconducting Magnets
- Design of an arrangement of cubic magnets for a quasi-axisymmetric stellarator experiment
- An adjoint method for neoclassical stellarator optimization
- Adjoint approach to calculating shape gradients for 3D magnetic confinement equilibria
- Gradient-based optimization of 3D MHD equilibria
- ThinCurr: An open-source 3D thin-wall eddy current modeling code for the analysis of large-scale systems of conducting structures
- Computing the shape gradient of stellarator coil complexity with respect to the plasma boundary
- Stellarator coil design using cubic splines for improved access on the outboard side
- Adjoint methods for quasisymmetry of vacuum fields on a surface
- Physics-regularized neural network of the ideal-MHD solution operator in Wendelstein 7-X configurations
- A framework for discrete optimization of stellarator coils