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magnetostatics.py
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magnetostatics.py
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"""
Define MagneticStatics class to calculate common static magnetic fields
as first raised in issue #100.
"""
import abc
import numbers
import numpy as np
import scipy.special
from astropy import constants
from astropy import units as u
from plasmapy.utils.decorators import validate_quantities
class MagnetoStatics(abc.ABC):
"""Abstract class for all kinds of magnetic static fields"""
@abc.abstractmethod
def magnetic_field(self, p: u.m) -> u.T:
"""
Calculate magnetic field generated by this wire at position `p`
Parameters
----------
p : `astropy.units.Quantity`
three-dimensional position vector
Returns
-------
B : `astropy.units.Quantity`
magnetic field at the specified positon
"""
class MagneticDipole(MagnetoStatics):
"""
Simple magnetic dipole - two nearby opposite point charges.
Parameters
----------
moment: `astropy.units.Quantity`
Magnetic moment vector, in units of A * m^2
p0: `astropy.units.Quantity`
Position of the dipole
"""
@validate_quantities
def __init__(self, moment: u.A * u.m**2, p0: u.m):
self.moment = moment.value
self.p0 = p0.value
def __repr__(self):
return "{name}(moment={moment}, p0={p0})".format(
name=self.__class__.__name__,
moment=self.moment,
p0=self.p0
)
def magnetic_field(self, p: u.m) -> u.T:
r"""
Calculate magnetic field generated by this wire at position `p`
Parameters
----------
p : `astropy.units.Quantity`
three-dimensional position vector
Returns
-------
B : `astropy.units.Quantity`
magnetic field at the specified positon
"""
r = p - self.p0
m = self.moment
B = constants.mu0.value/4/np.pi \
* (3*r*np.dot(m, r)/np.linalg.norm(r)**5 - m/np.linalg.norm(r)**3)
return B*u.T
class Wire(MagnetoStatics):
"""Abstract wire class for concrete wires to be inherited from."""
class GeneralWire(Wire):
r"""
General wire class described by its parametric vector equation
Parameters
----------
parametric_eq: Callable
A vector-valued (with units of position) function of a single real
parameter.
t1: float
lower bound of the parameter, smaller than t2
t2: float
upper bound of the parameter, larger than t1
current: `astropy.units.Quantity`
electric current
"""
@validate_quantities
def __init__(self, parametric_eq,
t1,
t2,
current: u.A):
if callable(parametric_eq):
self.parametric_eq = parametric_eq
else:
raise ValueError("Argument parametric_eq should be a callable")
if t1 < t2:
self.t1 = t1
self.t2 = t2
else:
raise ValueError(f"t1={t1} is not smaller than t2={t2}")
self.current = current.value
def magnetic_field(self, p: u.m, n: numbers.Integral = 1000) -> u.T:
r"""
Calculate magnetic field generated by this wire at position `p`
Parameters
----------
p : `astropy.units.Quantity`
three-dimensional position vector
n : int, optional
Number of segments for Wire calculation
(defaults to 1000)
Returns
-------
B : `astropy.units.Quantity`
magnetic field at the specified positon
Notes
-----
For simplicity, we segment the wire into n equal pieces,
and assume each segment is straight. Default n is 1000.
.. math::
\vec B
\approx \frac{\mu_0 I}{4\pi} \sum_{i=1}^{n}
\frac{[\vec l(t_{i}) - \vec l(t_{i-1})] \times
\left[\vec p - \frac{\vec l(t_{i}) + \vec l(t_{i-1})}{2}\right]}
{\left|\vec p - \frac{\vec l(t_{i}) + \vec l(t_{i-1})}{2}\right|^3},
\quad \text{where}\, t_i = t_{\min}+i/n*(t_{\max}-t_{\min})
"""
p1 = self.parametric_eq(self.t1)
step = (self.t2 - self.t1) / n
t = self.t1
B = 0
for i in range(n):
t = t + step
p2 = self.parametric_eq(t)
dl = p2 - p1
p1 = p2
R = p - (p2 + p1) / 2
B += np.cross(dl, R)/np.linalg.norm(R)**3
B = B*constants.mu0.value/4/np.pi*self.current
return B*u.T
class FiniteStraightWire(Wire):
"""
Finite length straight wire class.
p1 to p2 direction is the possitive current direction.
Parameters
----------
p1: `astropy.units.Quantity`
three-dimensional Cartesian coordinate of one end of the straight wire
p2: `astropy.units.Quantity`
three-dimensional Cartesian coordinate of another end of the straight wire
current: `astropy.units.Quantity`
electric current
"""
@validate_quantities
def __init__(self, p1: u.m, p2: u.m, current: u.A):
self.p1 = p1.value
self.p2 = p2.value
if np.all(p1 == p2):
raise ValueError("p1, p2 should not be the same point.")
self.current = current.value
def __repr__(self):
return "{name}(p1={p1}, p2={p2}, current={current})".format(
name=self.__class__.__name__,
p1=self.p1,
p2=self.p2,
current=self.current
)
def magnetic_field(self, p) -> u.T:
r"""
Calculate magnetic field generated by this wire at position `p`
Parameters
----------
p : `astropy.units.Quantity`
three-dimensional position vector
Returns
-------
B : `astropy.units.Quantity`
magnetic field at the specified positon
Notes
-----
Let :math:`P_f` be the foot of perpendicular, :math:`\theta_1`(:math:`\theta_2`) be the
angles between :math:`\overrightarrow{PP_1}`(:math:`\overrightarrow{PP_2}`)
and :math:`\overrightarrow{P_2P_1}`.
.. math:
\vec B = \frac{(\overrightarrow{P_2P_1}\times\overrightarrow{PP_f})^0}
{|\overrightarrow{PP_f}|}
\frac{\mu_0 I}{4\pi} (\cos\theta_1 - \cos\theta_2)
"""
# foot of perpendicular
p1, p2 = self.p1, self.p2
p2_p1 = p2 - p1
ratio = np.dot(p - p1, p2_p1)/np.dot(p2_p1, p2_p1)
pf = p1 + p2_p1*ratio
# angles: theta_1 = <p - p1, p2 - p1>, theta_2 = <p - p2, p2 - p1>
cos_theta_1 = np.dot(p - p1, p2_p1)/np.linalg.norm(p - p1)/np.linalg.norm(p2_p1)
cos_theta_2 = np.dot(p - p2, p2_p1)/np.linalg.norm(p - p2)/np.linalg.norm(p2_p1)
B_unit = np.cross(p2_p1, p - pf)
B_unit = B_unit/np.linalg.norm(B_unit)
B = B_unit/np.linalg.norm(p-pf)*(cos_theta_1 - cos_theta_2) \
* constants.mu0.value/4/np.pi*self.current
return B*u.T
def to_GeneralWire(self):
"""Convert this `Wire` into a `GeneralWire`."""
p1, p2 = self.p1, self.p2
return GeneralWire(lambda t: p1+(p2-p1)*t, 0, 1, self.current*u.A)
class InfiniteStraightWire(Wire):
"""
Infinite straight wire class.
Parameters
----------
direction:
three-dimensional direction vector of the wire, also the positive current direction
p0: `astropy.units.Quantity`
one point on the wire
current: `astropy.units.Quantity`
electric current
"""
@validate_quantities
def __init__(self, direction, p0: u.m, current: u.A):
self.direction = direction/np.linalg.norm(direction)
self.p0 = p0.value
self.current = current.value
def __repr__(self):
return "{name}(direction={direction}, p0={p0}, current={current})".format(
name=self.__class__.__name__,
direction=self.direction,
p0=self.p0,
current=self.current
)
def magnetic_field(self, p) -> u.T:
r"""
Calculate magnetic field generated by this wire at position `p`
Parameters
----------
p : `astropy.units.Quantity`
three-dimensional position vector
Returns
-------
B : `astropy.units.Quantity`
magnetic field at the specified positon
Notes
-----
.. math:
\vec B = \frac{\mu_0 I}{2\pi r}*(\vec l^0\times \vec{PP_0})^0,
\text{where}\, \vec l^0\, \text{is the unit vector of current direction},
r\, \text{is the perpendicular distance between} P_0 \text{and the infinite wire}
"""
r = np.cross(self.direction, p - self.p0)
B_unit = r / np.linalg.norm(r)
r = np.linalg.norm(r)
return B_unit/r*constants.mu0.value/2/np.pi*self.current*u.T
class CircularWire(Wire):
"""
Circular wire(coil) class
Parameters
----------
normal:
three-dimensional normal vector of the circular coil
center: `astropy.units.Quantity`
three-dimensional position vector of the circular coil's center
radius: `astropy.units.Quantity`
radius of the circular coil
current: `astropy.units.Quantity`
electric current
"""
@validate_quantities
def __init__(self, normal, center: u.m, radius: u.m,
current: u.A, n=300):
self.normal = normal/np.linalg.norm(normal)
self.center = center.value
if radius > 0:
self.radius = radius.value
else:
raise ValueError("Radius should bu larger than 0")
self.current = current.value
# parametric equation
# find other two axises in the disc plane
z = np.array([0, 0, 1])
axis_x = np.cross(z, self.normal)
axis_y = np.cross(self.normal, axis_x)
if np.linalg.norm(axis_x) == 0:
axis_x = np.array([1, 0, 0])
axis_y = np.array([0, 1, 0])
else:
axis_x = axis_x/np.linalg.norm(axis_x)
axis_y = axis_y/np.linalg.norm(axis_y)
self.axis_x = axis_x
self.axis_y = axis_y
def curve(t):
if isinstance(t, np.ndarray):
t = np.expand_dims(t, 0)
axis_x_mat = np.expand_dims(axis_x, 1)
axis_y_mat = np.expand_dims(axis_y, 1)
return self.radius*(np.matmul(axis_x_mat, np.cos(t))
+ np.matmul(axis_y_mat, np.sin(t))) \
+ np.expand_dims(self.center, 1)
else:
return self.radius*(np.cos(t)*axis_x + np.sin(t)*axis_y) + self.center
self.curve = curve
self.roots_legendre = scipy.special.roots_legendre(n)
self.n = n
def __repr__(self):
return "{name}(normal={normal}, center={center}, \
radius={radius}, current={current})".format(
name=self.__class__.__name__,
normal=self.normal,
center=self.center,
radius=self.radius,
current=self.current
)
def magnetic_field(self, p) -> u.T:
r"""
Calculate magnetic field generated by this wire at position `p`
Parameters
----------
p : `astropy.units.Quantity`
three-dimensional position vector
Returns
-------
B : `astropy.units.Quantity`
magnetic field at the specified positon
Notes
-----
.. math:
\vec B
= \frac{\mu_0 I}{4\pi}
\int \frac{d\vec l\times(\vec p - \vec l(t))}{|\vec p - \vec l(t)|^3}\\
= \frac{\mu_0 I}{4\pi} \int_{-\pi}^{\pi} {(-r\sin\theta \hat x + r\cos\theta \hat y)}
\times \frac{\vec p - \vec l(t)}{|\vec p - \vec l(t)|^3} d\theta
We use n points Gauss-Legendre quadrature to compute the integral. The default n is 300.
"""
x, w = self.roots_legendre
t = x*np.pi
pt = self.curve(t)
dl = self.radius*(
- np.matmul(np.expand_dims(self.axis_x, 1), np.expand_dims(np.sin(t), 0))
+ np.matmul(np.expand_dims(self.axis_y, 1), np.expand_dims(np.cos(t), 0))) # (3, n)
r = np.expand_dims(p, 1) - pt # (3, n)
r_norm_3 = np.linalg.norm(r, axis=0)**3
ft = np.cross(dl, r, axisa=0, axisb=0)/np.expand_dims(r_norm_3, 1) # (n, 3)
return np.pi*np.matmul(np.expand_dims(w, 0), ft).squeeze(0) \
* constants.mu0.value/4/np.pi*self.current*u.T
def to_GeneralWire(self):
"""Convert this `Wire` into a `GeneralWire`."""
return GeneralWire(self.curve, -np.pi, np.pi, self.current*u.A)