The DESC stellarator code suite Part 3: Quasi-symmetry optimization
@article{Dudt2022TheDS, title={The DESC stellarator code suite Part 3: Quasi-symmetry optimization}, author={Daniel Dudt and Rory Conlin and Dario Panici and Egemen Kolemen}, journal={Journal of Plasma Physics}, year={2022}, volume={89} }
The DESC stellarator optimization code takes advantage of advanced numerical methods to search the full parameter space much faster than conventional tools. Only a single equilibrium solution is needed at each optimization step thanks to automatic differentiation, which efficiently provides exact derivative information. A Gauss–Newton trust-region optimization method uses second-order derivative information to take large steps in parameter space and converges rapidly. With just-in-time…
8 Citations
The DESC stellarator code suite. Part 1. Quick and accurate equilibria computations
- Computer ScienceJournal of Plasma Physics
- 2023
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 are detailed.
The DESC stellarator code suite. Part 2. Perturbation and continuation methods
- PhysicsJournal of Plasma Physics
- 2023
A new perturbation and continuation method is presented for computing and analysing stellarator equilibria. The method is formally derived from a series expansion about the equilibrium condition…
Mapping the space of quasisymmetric stellarators using optimized near-axis expansion
- PhysicsJournal of Plasma Physics
- 2022
A method is demonstrated to rapidly calculate the shapes and properties of quasi-axisymmetric and quasi-helically symmetric stellarators. In this approach, optimization is applied to the equations of…
Optimization of quasi-symmetric stellarators with self-consistent bootstrap current and energetic particle confinement
- PhysicsPhysics of Plasmas
- 2022
Quasi-symmetry can greatly improve the confinement of energetic particles and thermal plasma in a stellarator. The magnetic field of a quasi-symmetric stellarator at high plasma pressure is…
Direct stellarator coil optimization for nested magnetic surfaces with precise quasi-symmetry
- PhysicsPhysics of Plasmas
- 2023
We present a robust optimization algorithm for the design of electromagnetic coils that generate vacuum magnetic fields with nested flux surfaces and precise quasi-symmetry. The method is based on a…
Single-stage stellarator optimization: combining coils with fixed boundary equilibria
- PhysicsPlasma Physics and Controlled Fusion
- 2023
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…
Unsupervised discovery of nonlinear plasma physics using differentiable kinetic simulations
- Physics, Computer ScienceJournal of Plasma Physics
- 2022
This work creates a differentiable solver for the three-dimensional partial-differential equation describing the plasma kinetics and introduces a domain-specific objective function, and performs gradient-based optimization of neural networks that provide forcing function parameters to the differentiablesolver given a set of initial conditions.
Magnetic Fields with General Omnigenity
- Physics
- 2023
Omnigenity is a desirable property of toroidal magnetic fields that enables the confinement of trapped particles. Equilibrium solutions that approximate omnigenity have previously been discovered for…
35 References
The DESC stellarator code suite. Part 1. Quick and accurate equilibria computations
- Computer ScienceJournal of Plasma Physics
- 2023
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 are detailed.
The DESC stellarator code suite. Part 2. Perturbation and continuation methods
- PhysicsJournal of Plasma Physics
- 2023
A new perturbation and continuation method is presented for computing and analysing stellarator equilibria. The method is formally derived from a series expansion about the equilibrium condition…
DESC: A stellarator equilibrium solver
- Physics
- 2020
The new code DESC is presented to solve for fixed-boundary ideal magnetohydrodynamic equilibria in stellarators. The approach directly solves the equilibrium force balance as a system of nonlinear…
Direct construction of optimized stellarator shapes. Part 2. Numerical quasisymmetric solutions
- PhysicsJournal of Plasma Physics
- 2019
Quasisymmetric stellarators are appealing intellectually and as fusion reactor candidates since the guiding-centre particle trajectories and neoclassical transport are isomorphic to those in a…
Gradient-based optimization of 3D MHD equilibria
- PhysicsJournal of Plasma Physics
- 2021
Using recently developed adjoint methods for computing the shape derivatives of functions that depend on magnetohydrodynamic (MHD) equilibria (Antonsen et al., J. Plasma Phys., vol. 85, issue 2,…
Single-stage gradient-based stellarator coil design: Optimization for near-axis quasi-symmetry
- PhysicsJ. Comput. Phys.
- 2022
Adjoint approach to calculating shape gradients for three-dimensional magnetic confinement equilibria. Part 2. Applications
- PhysicsJournal of Plasma Physics
- 2020
The shape gradient is a local sensitivity function defined on the surface of an object which provides the change in a characteristic quantity, or figure of merit, associated with a perturbation to…
Optimized finite-build stellarator coils using automatic differentiation
- Physics
- 2020
The results suggest that finite-build effects should be accounted for in the optimization of stellarators with low coil tolerances.
V3FIT: a code for three-dimensional equilibrium reconstruction
- Physics
- 2009
The V3FIT code for performing equilibrium reconstruction in three-dimensional plasmas is described. It is a modular code that has the potential to be coupled with a variety of equilibrium solvers to…
Adjoint approach to calculating shape gradients for three-dimensional magnetic confinement equilibria
- PhysicsJournal of Plasma Physics
- 2019
The shape gradient quantifies the change in some figure of merit resulting from differential perturbations to a shape. Shape gradients can be applied to gradient-based optimization, sensitivity…