Periodic Korteweg-de Vries soliton potentials generate quasisymmetric magnetic fields
W. Sengupta, N. Nikulsin, S. Buller, R. Madan, E.J. Paul, R. Nies, A.A. Kaptanoglu, S.R.Hudson, A. Bhattacharjee

TL;DR
This paper reveals a deep connection between quasisymmetry in magnetic fields and soliton theory, offering new insights for stellarator design and optimization through analytical and machine learning methods.
Contribution
It uncovers a hidden symmetry linking quasisymmetry to soliton equations like KdV, enabling more efficient stellarator optimization and understanding of magnetic field structures.
Findings
B approaches 1-soliton reflectionless potential near the outer surface.
Diverging connection length suggests possible X-point or cusp formation.
Machine learning recovers KdV and Gardner's equations from stellarator data.
Abstract
Quasisymmetry (QS) is a hidden symmetry of the magnetic field strength, B, that effectively confines charged particles in a three-dimensional toroidal plasma equilibrium. Here, we show that QS has a deep connection to the underlying symmetry that makes solitons possible. Our approach uncovers a hidden lower dimensionality of B on a magnetic flux surface, which could make stellarator optimization schemes significantly more efficient. Recent numerical breakthroughs (M. Landreman and E. Paul, Phys. Rev. Lett. 128, 035001 (2022)) have yielded configurations with excellent volumetric QS and surprisingly low magnetic shear. Given B, it may be possible to deduce an upper bound on the maximum quasisymmetric toroidal volume which depends only on the properties of B. This has been verified for the Landreman-Paul precise quasiaxisymmetric (QA) stellarator configuration. In the neighborhood of theâŠ
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Email: ][email protected]
Periodic Korteweg-de Vries soliton potentials generate magnetic field strength with exact quasisymmetry
W. Sengupta
[
Department of Astrophysical Sciences, Princeton University, Princeton, NJ, 08543
Princeton Plasma Physics Laboratory, Princeton, NJ, 08540
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N. Nikulsin
Department of Astrophysical Sciences, Princeton University, Princeton, NJ, 08543
Princeton Plasma Physics Laboratory, Princeton, NJ, 08540
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E.J.Paul
Department of Astrophysical Sciences, Princeton University, Princeton, NJ, 08543
Princeton Plasma Physics Laboratory, Princeton, NJ, 08540
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S. Buller
Institute for Research in Electronics and Applied Physics, University of Maryland, College Park, Maryland 20742, USA
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R.Nies
Department of Astrophysical Sciences, Princeton University, Princeton, NJ, 08543
Princeton Plasma Physics Laboratory, Princeton, NJ, 08540
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S.R.Hudson
Princeton Plasma Physics Laboratory, Princeton, NJ, 08540
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A. Bhattacharjee
Department of Astrophysical Sciences, Princeton University, Princeton, NJ, 08543
Princeton Plasma Physics Laboratory, Princeton, NJ, 08540
Abstract
Quasisymmetry (QS) is a hidden symmetry of the magnetic field strength, , that confines charged particles effectively in a nonsymmetric toroidal plasma equilibrium. Recent numerical breakthroughs have shown that excellent QS can be realized in a toroidal volume. Here, we show that the hidden symmetry of QS has a deep connection to the underlying symmetry that makes solitons possible. In particular, we demonstrate that a class of quasisymmetric is described by a periodic finite-gap soliton potential of the well-known Korteweg-de Vries (KdV) equation. Our exact and non-perturbative method drastically reduces the number of independent parameters on a magnetic flux surface to just three, which could make stellarator optimization schemes significantly more efficient. Furthermore, we deduce an upper bound on the maximum toroidal volume that can be quasisymmetric. In the neighborhood of the outermost surface, approaches the form of the 1-soliton reflectionless potential.
â â preprint: AIP/123-QED
Physical systems possessing hidden symmetries (HS) attract serious attention Charalambous, Dubovsky, and Ivanov (2021); Lee et al. (2021); Liu and Tegmark (2022); Landreman and Paul (2022); Moser (1979); Leach and Andriopoulos (2008) because of the far-reaching impact of the symmetry on the physical properties of the systems. HS manifests only in special coordinates, which are constructed, along with the invariants, as part of the solution to the problem. In the presence of HS, the partial differential equations (PDEs) governing classical dynamical fields often reduce to integrable PDEs. (Moser, 1979; Ovsienko and Khesin, 1987; Leach and Andriopoulos, 2008) An example of the latter is the well-known Korteweg-de Vries (KdV) equation with soliton solutions.Gardner et al. (1967); Novikov et al. (1984)
An analogous and well-studiedLewis Jr (1967); Leach and Andriopoulos (2008); Gjaja and Bhattacharjee (1992) mechanical example of HS occurs in the one-dimensional time-dependent harmonic oscillator problem, which can be shown to admit the so-called Ermakov-Lewis invariant (ELI). The ELI is the action variable for the harmonic oscillator. The symmetry that leads to the ELI is nontrivial Leach and Andriopoulos (2008) and related to that underlying the KdV.Brezhnev (2008); Leach and Andriopoulos (2008) Furthermore, for soliton (or reflectionless) potentials, the adiabatic invariants obtained using the eikonal (Wentzel-Kramers-Brillouin or WKB) approximation become exact invariants. (Gjaja and Bhattacharjee, 1992; Berry and Howls, 1990)
In plasma physics, a hidden symmetry called quasisymmetry (QS), (Boozer, 1983; Helander, 2014) forces the magnetic field strength, , to be symmetric,(Boozer, 1983; Rodriguez, 2022) whereas B itself is fully three-dimensional (3D). Several practical reasons exist for building 3D toroidal magnetic confinement fusion devices called stellarators with quasisymmetric . The HS in makes the bounce action (second adiabatic invariant), , independent of the field-line label,(Helander, 2014) which guarantees excellent particle confinement on a torus. The 3D nature of B allows stellarators to avoid intrinsic difficulties (such as powerful transients) associated with large plasma currents. (Helander, 2014)
It is currently unknown whether QS can be achieved exactly in a toroidal volume for a magnetic field that satisfies the constraint of force-balance in ideal magnetohydrodynamics (MHD).Freidberg (2014)(Burby, Kallinikos, and MacKay, 2020; Helander, 2014; Plunk and Helander, 2018; Garren and Boozer, 1991a, b) Analytical results (Garren and Boozer, 1991a, b; Plunk and Helander, 2018; Landreman and Sengupta, 2019) seem to indicate that in the presence of scalar plasma pressure, the resulting 3D nonlinear system of PDEs is overdetermined and does not have solutions in a toroidal volume.(Garren and Boozer, 1991a, b; Landreman and Sengupta, 2019; Constantin, Drivas, and Ginsberg, 2021; RodrĂguez, Helander, and Bhattacharjee, 2020; RodrĂguez, Sengupta, and Bhattacharjee, 2022) In particular, the near-axis expansion (NAE),(Garren and Boozer, 1991a, b; Landreman and Sengupta, 2018) an asymptotic expansion in the distance from the magnetic axis, is typically divergent beyond the second-order. On the other hand, designs with a precise level of QS and MHD force balance have been obtained through large-scale numerical optimization, hinting at the possible existence of special solutions to the overdetermined problem.
Further analytical insight into these unique configurations that approximately solve the overdetermination problem is needed. In the special case of isodynamic magnetic fields, which satisfy a constraint more restrictive but related to QS,(Helander, 2014; Schief, 2003) the soliton solutions(Schief, 2003) of the vortex filament equations play a significant role. However, the overdetermination problem for QS is more complicated than that for isodynamic fields. Hence we focus on the functional form of QS magnetic field strength without enforcing a force-balance condition. Our motivation here is to study the possible connections between QS and other HS with an invariant, such as the ELI,Leach and Andriopoulos (2008); Gjaja and Bhattacharjee (1992) analogous to the field-line label independence of .
In this Letter, starting from the basic definitions and properties of QS, we show non-perturbatively that QS admits a class of analytic that is a periodic solution(Novikov et al., 1984; Kamchatnov, 2000) of the KdV equation. The exact analytic solution for is valid in a toroidal volume and is consistent with the NAE predictions close to the magnetic axis. The connection with periodic KdV solitons allows us to describe on a magnetic flux surface with only three functions of the magnetic flux, related to the so-called âspectral parameterâ(Novikov et al., 1984) of the KdV. We show that these functions are closely related to the spectrum of in Boozer coordinates Helander (2014) where the HS is manifest, thereby highlighting the low dimensionality of the Boozer spectrum. Furthermore, our analysis shows that the periodicity of is maintained only when these functions are distinct. Consequently, we can estimate the region of validity of volumetric quasisymmetry based on where the two spectral parameters intersect (shown below). Remarkably, near the point of intersection, the connection length (period of ) begins to diverge, and approaches the form of a reflectionless potential (a single soliton that decays at infinity). We demonstrate that our analytic theory can describe a vacuum equilibrium with precise quasi-axisymmetry (QA)Landreman and Paul (2022) and many other numerically-optimized quasisymmetric configurations.
We begin by reviewing some of the known basic properties of QS. We enforce QS through the condition (Freidberg, 2014)
[TABLE]
which is equivalent to the âtriple-productâ form of QS.(Rodriguez, 2022; RodrĂguez, Helander, and Bhattacharjee, 2020) Moreover, due to the toroidal setting, is subject to the following periodic boundary condition (Helander, 2014)
[TABLE]
Here, is the standard Clebsch coordinate system such that ,Helander (2014) with flux label , field-line label , and , the arclength along the magnetic field. Since is a multi-valued function, we impose suitable toroidal cuts. The period of , , is called the connection length and is a quantity of great physical interest. In terms of the translation operator such that , the periodic boundary condition can be written . In addition, (1) implies Freidberg (2014) that
[TABLE]
where is independent of and depends on the definition of the origin of . There is a considerable degree of freedom in choosing . For example, by redefining , we can reduce (3) to .(Freidberg, 2014) Furthermore, because of (1), any integral along the magnetic field line between two points of equal values of satisfies
[TABLE]
Omnigeneous magnetic fields, Helander (2014) in contrast with quasisymmetric ones, satisfy (4) but not (2).
We now address the central problem of this Letter. We shall consider the quasisymmetric system (1), (2), and (3) as a PDE system on a constant flux surface . We will define a time-like variable, , and a space-like variable, , where both proportionality factors depend only on . The fundamental problem is to find periodic time-dependent that support time-independent integrals that obey (4). In particular, we shall focus on PDEs with exact ELI.
In our search for a special that has an exact invariant, we are led to the ELI (or equivalently Courant-Snyder Courant and Snyder (1958)) theory. Leach and Andriopoulos (2008); Lewis Jr (1967); Gjaja and Bhattacharjee (1992) A harmonic oscillator with a variable frequency, possesses the nontrivial exact ELI, . The oscillator equation (Brezhnev, 2008; Gjaja and Bhattacharjee, 1992) is nothing but the time-independent Schrodinger equation (SE)
[TABLE]
with as a potential and , a real constant. The exact solution to the SE (5) is of the form , where , and satisfies the nonlinear Ermakov-Pinney Leach and Andriopoulos (2008); Brezhnev (2008) equation
[TABLE]
Moreover, since is periodic in , the Floquet-Bloch theorem Magnus and Winkler (2013); Novikov et al. (1984); Kamchatnov (2000) guarantees that there exists simultaneous eigenfunctions, , such that
[TABLE]
where is now called the spectral parameter. The Floquet multiplier, , also known as the quasimomentum, Novikov et al. (1984) is given by , where is the real part of . Thus is an exact invariant and is proportional to .
The SE (5) enjoys a special connection with soliton theory since it is also one of the Lax pairs,Gardner et al. (1967); Lax (1968); Novikov et al. (1984) for the KdV equation, (Kamchatnov, 2000; Novikov et al., 1984)
[TABLE]
The fundamental idea behind Lax pairs Lax (1968); Tao (2009) is that most integrable nonlinear systems can be obtained as a consistency condition of the overdetermined linear system
[TABLE]
where are linear operators. The isospectral () consistency condition of the system (9), given by the Lax equation,
[TABLE]
then leads to an integrable nonlinear PDE. The choice of the Schrodinger operator as a Lax pair, i.e., , together with suitable choices for , leads to the KdV hierarchy.Novikov et al. (1984) Since the evolution is isospectral, the quasimomentum remains independent of time if evolves under KdV. Moreover, the Lax equation guarantees an infinite number of conserved quantities of the form (4). We note that the periodicity condition, together with the Lax equation, imposes severe restrictions Gesztesy and Weikard (1996); Dubrovin, Krichever, and Novikov (1990) on the choice of . Consequently, the Floquet-Bloch spectrum can be shown to have only a finite number of gaps.Novikov et al. (1984); Brezhnev (2008)
With these results from soliton theory in mind, let us now turn to the QS problem. As discussed earlier, a special finite-gap potential , which solves KdV, is guaranteed to have invariants (4) and the ELI, . However, to gain physical insight, we shall now consider the WKB limit of the SE (5) for . In the WKB approach, we obtain . Froman (1979), from which it follows that is the adiabatic invariant
[TABLE]
Here we have interpreted to be related to the particle energy. Since only the real part of is involved, integration is performed in the region . Therefore, both passing and trapped orbits Helander (2014); Froman (1979) are accounted for. From the QS condition (4), it then follows that , and in general, given by (7), are time-independent. Furthermore, for passing orbits, an alternative approach based on a large limit Novikov et al. (1984) shows that generates the infinite hierarchy of time-independent KdV integrals that are polynomials in and its derivatives, and satisfy (4).
Noting the relation between the KdV and QS invariants, we now consider the consistency between the QS conditions (1)-(3) and the KdV equations. The structure of equation (3) suggests that the search for a quasisymmetric can be further restricted to traveling wave solutions of the KdV equation, i.e., . The equation obtained from the KdV equation by first moving to the traveling wave frame and integrating twice Kamchatnov (2000) is indeed of the form (1) with the function being a cubic function of , that is,
[TABLE]
where the roots of the cubic polynomial, , are functions of , and is a proportionality factor. The exact solution of (12) subject to the periodicity constraint (2) can be expressed in terms of elliptic functions.(Kamchatnov, 2000; Novikov et al., 1984) Thus, we have shown that given by a periodic traveling wave solution of the KdV equation meets the QS requirements (1)-(4).
Note that the QS constraints by themselves are not sufficient to restrict the form of the arbitrary function in the equation (1) to a simple cubic in (12). However, if we make the connection between the QS invariants and the ELI, the cubic relation follows from periodicity (2) and the isospectral (Lax) condition (10).
To obtain the proportionality factors between and explicitly, we now proceed from (12) and derive the KdV equation. Differentiating (12) twice with and using the equation (3) we get (8), the KdV equation for . Here, the coordinates are defined in terms of as
[TABLE]
The relation (3), now takes the following form of a 1D traveling wave equation with speed ,
[TABLE]
is then obtained from the cnoidal solution (Kamchatnov, 2000) of KdV,
[TABLE]
Here, is the Jacobi cosine elliptic function with modulus . varies between and . The period of , , diverges logarithmically as . One would expect this behavior near a separatrix, where periodicity along a field line is lost because the field line cannot cross the X-point. In particular, it is interesting to note that in the limit, takes the form of the infinite KdV soliton (reflectionless potential).
The connection with KdV significantly reduces the dimensionality of this class of quasisymmetric . We first note that on any flux surface , we have four flux functions that determine , namely and , the three real roots of the cubic polynomial in (12). However, as shown in Appendix A can be expressed in terms of the rotational transform and the roots. Therefore, the connection with KdV points to a hidden low-dimensionality of the description of .
The functions and denote the values of on a flux surface at the maxima and minima, and is a third root of the polynomial. The behavior of in Boozer coordinates is well known (Garren and Boozer, 1991a, b; Landreman and Sengupta, 2018) near the magnetic axis and is consistent with (12). On the axis is a constant, , and varies as near the axis. Here, is the well-known Boozer angle.(Landreman and Sengupta, 2018) The constant dominates the maximum variation of on a flux surface, with the term being only a small second-order correction. Within the NAE framework, and are constant throughout the volume, with . The NAE predicts
[TABLE]
Evolution of under KdV guarantees the well-known property that these roots are constants on a flux surface. The limiting surface where corresponding to is the separatrix. We can use (16) to approximately predict its location.
We shall now demonstrate numerically that a large class of quasisymmetric satisfies the integrated form of KdV as given in (12). As demonstrated in Fig. 1(a), , when plotted as a function of , has the form of a cubic polynomial in the precise QA equilibrium. Landreman and Paul (2022) The scatter is due to imperfect QS. On the other hand, Fig. 1(b) shows that increasing the polynomial order beyond three does not lead to an observable decrease in error (defined as , where is the coefficient of determination), as the fit error is dominated by QS error. Thus, Fig. 1 supports equation (12) as a model for a device with perfect QS. A similar analysis for other configurations, which tend to have more QS error, is shown in Appendix B. (Note that is the normalized toroidal flux in all figures.)
In Fig. 2, we demonstrate that appears roughly sinusoidal far from the separatrix but becomes soliton-like (sharper peaks, flatter troughs) as the separatrix is approached. Note that the shown in Fig. 2 is perfectly quasisymmetric, as symmetry-breaking modes have been filtered out. The period of increases as on the separatrix.
With the global description of the exact quasisymmetric , (15) at our disposal, we now investigate a key element of this theory: the physical meaning of the roots . In Fig. 3Â b, we show the typical behavior of the roots. Symmetry-breaking modes have been filtered out, and the roots are obtained by a cubic fit of the numerical data. Points represent the actual minimum and maximum values of on each flux surface. Surprisingly, the NAE description of and continues to hold even far from the axis. The third root depends quite sensitively on the profiles (Fig. 4). The relationship between the profile, shear, and will be studied in more detail in a future publication. For now, we point out that the constant value of predicted by the NAE (16) is valid only when the magnetic shear is negligible (see Fig. 3(b)). We show in Fig. 4 that for small but finite shear, tracks the profile quite closely but varies more for positive shear.
Understanding the roots enables us to estimate the maximum volume that a quasisymmetric field can occupy since the periodicity of is maintained as long as . As we saw earlier, the limit was the limit in which the connection length diverges. Using the simple NAE estimates for the roots and , we can estimate where the two roots will intersect, thereby signaling the breakdown of periodicity. We have demonstrated in Fig. 3 how this estimate can predict the maximum volume of nested surfaces in precise QA extended using coils developed recently. Wechsung et al. (2022) The appearance of the island chain in Fig. 3 is due to the failure of QS (which guarantees nested flux surfaces RodrĂguez, Helander, and Bhattacharjee (2020)) and not due to a resonance with the helicity of the QA. RodrĂguez and Bhattacharjee (2021)
In summary, we have demonstrated that periodic soliton solutions of the KdV equation lead to a broad class of exactly quasisymmetric . Several results follow from the connection between QS and KdV.
Firstly, the description of a class of exactly quasisymmetric can be reduced to understanding the behavior of the roots of a cubic polynomial. These roots correspond to extrema or saddle points of on a surface. In particular, , which satisfies the periodic KdV, is a solution of the periodic Schrodinger equation where âs are related to the endpoints of the band gap.(Kamchatnov, 2000; Novikov et al., 1984) Since the spectrum of KdV is time-independent, the roots do not depend on time. This confirms the well-known statement that the extrema or saddle points of depend only on the flux label in QS.Helander (2014) Furthermore since various aspects of the flux surface shaping can be deduced (Rodriguez, 2022) from the Fourier coefficients of B, the hidden lower dimensionality is beneficial for understanding shaping.
Secondly, the hierarchy of quasisymmetric invariants, as given by (4), can be understood in terms of the hierarchy of the conserved quantities of KdV. Evolution under KdV guarantees the field-line independence of these quantities. Thirdly, we can estimate the maximum toroidal volume QS allows from the properties of the rootsâthe overlap of the third root with the second signals the breakdown of periodicity of , as demonstrated numerically. Finally, the connection length can be much larger than the major radius, typically assumed in the literature. A longer connection length may have important implications for linear and nonlinear stability in devices with QS.
Although we have not imposed any constraints from ideal MHD and therefore have avoided the overdetermination problem, we have verified that several existing numerically-obtained configurations are well described by our theory. Given the well-known robust stability of soliton solutions,Tao (2009) further work is needed to elucidate the possible implications for the stability of QS equilibria.
We conclude by thanking E. Rodriguez, H. Weitzner, V. Duarte, F.P. Diaz, and M. Landreman for helpful discussions and suggestions. This research was supported by a grant from the Simons Foundation/SFARI (560651, AB) and DoE Grant No. DE-AC02-09CH11466.
Appendix A Derivation of in equation (12)
We present here the derivation of the function , which appears in
[TABLE]
in terms of the roots , , the rotational transform, and the quasihelicity . Helander (2014); Landreman and Sengupta (2018)
For the derivation, we shall utilize the following facts. Firstly, is periodic with period . Thus, . Secondly, the average is a flux function. To show this, we use Boozer coordinates Landreman and Sengupta (2018), where the Jacobian is given by
[TABLE]
Note that are flux functions related to the poloidal and toroidal currents. Helander (2014) Since in , (17) takes the form
[TABLE]
Integrating (18) with respect to from [math] to and noting that the net change in the Boozer angle is , we get
[TABLE]
Finally, we shall need some basic identities satisfied by elliptic functions (see Appendix A of reference [28]). In particular, we shall use
[TABLE]
where dn, cn are standard Jacobi elliptic functions, and K, E are the complete elliptic integrals of the first and second kind.Kamchatnov (2000)
We are now in a position to derive an expression for . To simplify the derivation, we shall work in the frame of reference where (see discussion under (3)). In this frame, the solution to (12) is
[TABLE]
which follows from (13),(15) and (20).
From the periodicity of and the Jacobi elliptic function dn (20), it follows that
[TABLE]
Moreover, integrating (21) over we obtain
[TABLE]
Combining together the two different expressions of the given by (19) and (23), and using the relation between and from (22), we finally obtain
[TABLE]
Appendix B Additional configurations that satisfy the integrated KdV equation (12)
Here, we present figures similar to Figs. 1 and 3 in the main text, using data from different stellarator devices.
The precise QA configuration with larger negative shear in Fig. 6 was obtained by a series of optimizations starting from the precise QA.Landreman and Paul (2022) Specifically, we start from the same objective function used to optimize the precise QA, and the precise QA configuration itself. The mean shear was extracted from the precise QA configuration, and a new least-squares term was added to the objective function, where the target value for mean shear is taken to be slightly different from the extracted value. This new objective is then optimized locally, using the precise QA as the initial state. This ensures that the additional least-squares term is almost zero, so the precise QA is approximately an optimum to the modified objective function. Hence, the new local optimum can be expected to be close to the initial configuration. This process is then repeated starting from the slightly modified optimum, each step generating a similar equilibrium with a slightly different mean shear. Mean shear is here defined as , where is the result of fitting a first-order polynomial to the iota profile, where is the normalized toroidal flux; is the rotational transform averaged over all radii. The mean shear in the original precise QA is about , and we incremented the target negative shear in steps of .
Figs. 8 and 9 show equilibria that were not derived from the precise QA/QH. Instead, they were only optimized for quasisymmetry on the outermost flux surface, with the quasisymmetry degrading as the axis is approached. For both cases, the ratio of symmetry-breaking modes to quasisymmetric modes near the axis is . While this may seem a small value, the resulting ripple creates enough noise in the vs. plot to render it meaningless, and the error for all fits is in that region. The symmetry-breaking modes were filtered out when calculating the roots shown in panels (c). Note that the equilibrium shown in Fig. 8 is the same one used in Fig. 2 in the main text.
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