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LazMode.jl
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LazMode.jl
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module LazMode
using StatsBase,HDF5, LsqFit, PyCall, FITSIO, Images, PyPlot, FFTW, Statistics
using LazCore, LazType, LazThermal, LazNewCore
using Base.Threads
np=pyimport("numpy");
#=
KH Yuen @ Lazarian Technology
Original code CL03decompo_v10.jl
1st Modified : Jan 06 2018
2nd Modified : Dec 19 2018
Migrated to LazMode
3rd Modified : Dec 22 2019
Previous Note:
(1) Numerical setting:
(a) my cube has sonic speed of 0.19195751
(b) my cube's mean field is always z
(c) B field is scaled up by sqrt(2pi), i.e. real B = b in numerical cube/2pi
(2) CL02 has the correct cos^2 factor
and both CL03 and CL02 are actually using "mean field" for decomposition
(3) The method is not applicable to Ma>1
(4) The method is very memory intensive
(5) In the new version of Julia v1.0, multiple lines have to be changed.
Current Note:
(1) Only one mode is out for each calculation
(2) there is no further assumption on direction of B and cs. they are now input parameters
(3) The CL02 version is wrong since the fast and slow modes are mistakenly swapped.
(4) Recently added alf mode B algorithm.
=#
export getmode,getdensitymode,get_Bmode,getmode_mt,get_Bmode_mt
function s(vx::Cube,vy::Cube,vz::Cube)
return vx.*vx.+vy.*vy.+vz.*vz;
end
function s(vx::Number,vy::Number,vz::Number)
return vx.*vx.+vy.*vy.+vz.*vz;
end
function dot_product(a1,a2,a3,b1,b2,b3)
return a1*b1+a2*b2+a3*b3
end
function dot_product(a::Vec,b::Vec)
return sum(a.*b);
end
function cross_product(a1,a2,a3,b1,b2,b3)
#==
| x̂ ŷ ẑ|
|a1 a2 a3|
|b1 b2 b3|
==#
return [a2*b3-a3*b2,a3*b1-a1*b3,a1*b2-a2*b1]
end
function double_cross(a1,a2,a3,b1,b2,b3,c1,c2,c3)
# a x (b x c)
return cross_product(a1,a2,a3,cross_product(b1,b2,b3,c1,c2,c3)...)
end
function t(a1,a2,a3,b1,b2,b3)
x=dot_product(a1,a2,a3,b1,b2,b3)/sqrt(s(a1,a2,a3))/sqrt(s(b1,b2,b3));
if (x>1)
x=1
end;
if (x<-1)
x=-1
end;
return acos(x)
end
function getmode(d::Cube,vx::Cube,vy::Cube,vz::Cube,bx::Cube,by::Cube,bz::Cube;cs=1,mode=0)
# mode
# 0: Alfven
# 1: Slow
# 2: Fast
#v2=s(vx,vy,vz);
b2=s(bx,by,bz);
#ma=sqrt(mean(d.*v2./b2));
#ms=sqrt(var(vx)+var(vy)+var(vz))/cs;
alpha=mean(d.*cs.*cs)./mean(b2)
v2=0;b2=0;GC.gc()
# get mean direction in cube
mbx=mean(bx);
mby=mean(by);
mbz=mean(bz);
vxf=fftshift(fft(vx));
vyf=fftshift(fft(vy));
vzf=fftshift(fft(vz));
vxq=zeros(typeof(vxf[1]),size(vx))
vyq=zeros(typeof(vxf[1]),size(vx))
vzq=zeros(typeof(vxf[1]),size(vx))
nx,ny,nz=size(vx);
for i in 1:nx, j in 1:ny, k in 1:nz
idx=i-div(nx,2)-1;
jdx=j-div(ny,2)-1;
kdx=k-div(nz,2)-1;
kk=sqrt(s(idx,jdx,kdx))
kx=0;
ky=0;
kz=0;
if (kk>0)
theta=t(mbx,mby,mbz,idx,jdx,kdx)
D=(1+alpha)^2-4*alpha*cos(theta)*cos(theta)
# fast mode
prefactor1 = 1-sqrt(D)+alpha;
prefactor2 = 1+sqrt(D)-alpha;
# slow mode
prefactor3 = 1-sqrt(D)-alpha;
prefactor4 = 1+sqrt(D)+alpha;
k_ll = kk*cos(theta)
k_pp = kk*sin(theta)
kunit_ll=[mbx,mby,mbz]./sqrt(s(mbx,mby,mbz));
kvec=[idx,jdx,kdx];
kvec_pp = kvec.-dot_product(kvec[1],kvec[2],kvec[3],kunit_ll[1],kunit_ll[2],kunit_ll[3]).*kunit_ll;
kunit_pp=kvec_pp./sqrt(s(kvec_pp[1],kvec_pp[2],kvec_pp[3]))
phi_unit = cross_product(kunit_pp[1],kunit_pp[2],kunit_pp[3],kunit_ll[1],kunit_ll[2],kunit_ll[3])
# Find the unit vectors
if (mode==0)
# Alfven mode
#= CL02:
z_a=k_ll x k_pp
=#
if (1.0.-abs.(dot_product(kvec[1],kvec[2],kvec[3],kunit_ll[1],kunit_ll[2],kunit_ll[3]))>1/2/size(bx)[1]^2)
ka=phi_unit./sqrt(s(phi_unit[1],phi_unit[2],phi_unit[3]))
kx=ka[1]
ky=ka[2]
kz=ka[3]
else
ka=0
end
elseif (mode==1)
# Slow mode
#= CL03 (Corrected by LY18a):
z_s \propto (-1-sqrt(D)+alpha) k_ll +(1-sqrt(D)+alpha)k_pp
=#
#ks=k_ll.*kunit_ll.+((prefactor3/prefactor4)*cot(theta)^2).*k_pp.*kunit_pp;
ks = (-prefactor2).*k_ll.*kunit_ll.+prefactor1.*k_pp.*kunit_pp;
ks=ks./sqrt(s(ks[1],ks[2],ks[3]))
kx=ks[1]
ky=ks[2]
kz=ks[3]
elseif (mode==2)
# Fast mode
#= CL03 (Corrected by LY18a):
z_f \propto (-1+sqrt(D)+alpha)k_ll + (1+sqrt(D)+alpha) k_pp
=#
#kf=((prefactor1/prefactor2)*tan(theta)^2).*k_ll.*kunit_ll.+k_pp.*kunit_pp;
kf=(-prefactor3).*k_ll.*kunit_ll.+prefactor4.*k_pp.*kunit_pp;
kf=kf./sqrt(s(kf[1],kf[2],kf[3]))
kx=kf[1]
ky=kf[2]
kz=kf[3]
end
vxq[i,j,k]=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*kx
vyq[i,j,k]=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*ky
vzq[i,j,k]=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*kz
else
vxq[i,j,k]=0
vyq[i,j,k]=0
vzq[i,j,k]=0
end
end
vxq[isnan.(vxq)].=0;
vyq[isnan.(vyq)].=0;
vzq[isnan.(vzq)].=0;
vxq=real(ifft(ifftshift(vxq)))
vyq=real(ifft(ifftshift(vyq)))
vzq=real(ifft(ifftshift(vzq)))
return vxq,vyq,vzq
end
function getmode_mt(d::Cube,vx::Cube,vy::Cube,vz::Cube,bx::Cube,by::Cube,bz::Cube;cs=1,mode=0)
# mode
# 0: Alfven
# 1: Slow
# 2: Fast
#v2=s(vx,vy,vz);
b2=s(bx,by,bz);
#ma=sqrt(mean(d.*v2./b2));
#ms=sqrt(var(vx)+var(vy)+var(vz))/cs;
alpha=mean(d.*cs.*cs)./mean(b2)
v2=0;b2=0;GC.gc()
# get mean direction in cube
mbx=mean(bx);
mby=mean(by);
mbz=mean(bz);
vxf=fftshift(fft(vx));
vyf=fftshift(fft(vy));
vzf=fftshift(fft(vz));
vxq=zeros(typeof(vxf[1]),size(vx))
vyq=zeros(typeof(vxf[1]),size(vx))
vzq=zeros(typeof(vxf[1]),size(vx))
nx,ny,nz=size(vx);
@threads for ii in 1:nx*ny*nz
i,j,k=idx2ijk(ii,nx)
idx=i-div(nx,2)-1;
jdx=j-div(ny,2)-1;
kdx=k-div(nz,2)-1;
kk=sqrt(s(idx,jdx,kdx))
kx=0;
ky=0;
kz=0;
if (kk>0)
theta=t(mbx,mby,mbz,idx,jdx,kdx)
D=(1+alpha)^2-4*alpha*cos(theta)*cos(theta)
# fast mode
prefactor1 = 1-sqrt(D)+alpha;
prefactor2 = 1+sqrt(D)-alpha;
# slow mode
prefactor3 = 1-sqrt(D)-alpha;
prefactor4 = 1+sqrt(D)+alpha;
k_ll = kk*cos(theta)
k_pp = kk*sin(theta)
kunit_ll=[mbx,mby,mbz]./sqrt(s(mbx,mby,mbz));
kvec=[idx,jdx,kdx];
kvec_pp = kvec.-dot_product(kvec[1],kvec[2],kvec[3],kunit_ll[1],kunit_ll[2],kunit_ll[3]).*kunit_ll;
kunit_pp=kvec_pp./sqrt(s(kvec_pp[1],kvec_pp[2],kvec_pp[3]))
phi_unit = cross_product(kunit_pp[1],kunit_pp[2],kunit_pp[3],kunit_ll[1],kunit_ll[2],kunit_ll[3])
# Find the unit vectors
if (mode==0)
# Alfven mode
#= CL02:
z_a=k_ll x k_pp
=#
if (1.0.-abs.(dot_product(kvec[1],kvec[2],kvec[3],kunit_ll[1],kunit_ll[2],kunit_ll[3]))>1/2/size(bx)[1]^2)
ka=phi_unit./sqrt(s(phi_unit[1],phi_unit[2],phi_unit[3]))
kx=ka[1]
ky=ka[2]
kz=ka[3]
else
ka=0
end
elseif (mode==1)
# Slow mode
#= CL03 (Corrected by LY18a):
z_s \propto (-1-sqrt(D)+alpha) k_ll +(1-sqrt(D)+alpha)k_pp
=#
#ks=k_ll.*kunit_ll.+((prefactor3/prefactor4)*cot(theta)^2).*k_pp.*kunit_pp;
ks = (-prefactor2).*k_ll.*kunit_ll.+prefactor1.*k_pp.*kunit_pp;
ks=ks./sqrt(s(ks[1],ks[2],ks[3]))
kx=ks[1]
ky=ks[2]
kz=ks[3]
elseif (mode==2)
# Fast mode
#= CL03 (Corrected by LY18a):
z_f \propto (-1+sqrt(D)+alpha)k_ll + (1+sqrt(D)+alpha) k_pp
=#
#kf=((prefactor1/prefactor2)*tan(theta)^2).*k_ll.*kunit_ll.+k_pp.*kunit_pp;
kf=(-prefactor3).*k_ll.*kunit_ll.+prefactor4.*k_pp.*kunit_pp;
kf=kf./sqrt(s(kf[1],kf[2],kf[3]))
kx=kf[1]
ky=kf[2]
kz=kf[3]
end
vxq[i,j,k]=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*kx
vyq[i,j,k]=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*ky
vzq[i,j,k]=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*kz
else
vxq[i,j,k]=0
vyq[i,j,k]=0
vzq[i,j,k]=0
end
end
vxq[isnan.(vxq)].=0;
vyq[isnan.(vyq)].=0;
vzq[isnan.(vzq)].=0;
vxq=real(ifft(ifftshift(vxq)))
vyq=real(ifft(ifftshift(vyq)))
vzq=real(ifft(ifftshift(vzq)))
return vxq,vyq,vzq
end
function getdensitymode(d::Cube,vx::Cube,vy::Cube,vz::Cube,bx::Cube,by::Cube,bz::Cube;cs=1,mode=1)
# mode
# 1: Slow
# 2: Fast
#v2=s(vx,vy,vz);
b2=s(bx,by,bz);
#ma=sqrt(mean(d.*v2./b2));
#ms=sqrt(var(vx)+var(vy)+var(vz))/cs;
alpha=mean(d.*cs.*cs)./mean(b2)
va=sqrt(mean(b2./d));
v2=0;b2=0;GC.gc()
# get mean direction in cube
mbx=mean(bx);
mby=mean(by);
mbz=mean(bz);
bb=sqrt(s(mbx,mby,mbz));
vxf=fftshift(fft(vx));
vyf=fftshift(fft(vy));
vzf=fftshift(fft(vz));
vxq=zeros(typeof(vxf[1]),size(vx))
vyq=zeros(typeof(vxf[1]),size(vx))
vzq=zeros(typeof(vxf[1]),size(vx))
dq=zeros(typeof(vxf[1]),size(d));
nx,ny,nz=size(vx);
for i in 1:nx, j in 1:ny, k in 1:nz
idx=i-div(nx,2)-1;
jdx=j-div(ny,2)-1;
kdx=k-div(nz,2)-1;
kvec=[idx,jdx,kdx];
kk=sqrt(s(idx,jdx,kdx))
kx=0;
ky=0;
kz=0;
cc=va;
if (kk>0)
theta=t(mbx,mby,mbz,idx,jdx,kdx)
D=(1+alpha)^2-4*alpha*cos(theta)*cos(theta)
# fast mode
prefactor1 = 1-sqrt(D)+alpha;
prefactor2 = 1+sqrt(D)-alpha;
# slow mode
prefactor3 = 1-sqrt(D)-alpha;
prefactor4 = 1+sqrt(D)+alpha;
k_ll = kk*cos(theta)
k_pp = kk*sin(theta)
kunit_ll=[mbx,mby,mbz]./sqrt(s(mbx,mby,mbz));
kvec_pp = kvec.-dot_product(kvec[1],kvec[2],kvec[3],kunit_ll[1],kunit_ll[2],kunit_ll[3]).*kunit_ll;
kunit_pp=kvec_pp./sqrt(s(kvec_pp[1],kvec_pp[2],kvec_pp[3]))
phi_unit = cross_product(kunit_pp[1],kunit_pp[2],kunit_pp[3],kunit_ll[1],kunit_ll[2],kunit_ll[3])
# Find the unit vectors
if (mode==0)
# Alfven mode
#= CL02:
z_a=k_ll x k_pp
=#
if (1.0.-abs.(dot_product(kvec[1],kvec[2],kvec[3],kunit_ll[1],kunit_ll[2],kunit_ll[3]))>1/2/size(bx)[1]^2)
ka=phi_unit./sqrt(s(phi_unit[1],phi_unit[2],phi_unit[3]))
kx=ka[1]
ky=ka[2]
kz=ka[3]
else
ka=0
end
elseif (mode==1)
# Slow mode
#= CL03 (Corrected by LY18a):
z_s \propto (-1-sqrt(D)+alpha) k_ll +(1-sqrt(D)+alpha)k_pp
=#
#ks=k_ll.*kunit_ll.+((prefactor3/prefactor4)*cot(theta)^2).*k_pp.*kunit_pp;
ks = (-prefactor2).*k_ll.*kunit_ll.+prefactor1.*k_pp.*kunit_pp;
ks=ks./sqrt(s(ks[1],ks[2],ks[3]))
kx=ks[1]
ky=ks[2]
kz=ks[3]
cc=sqrt(0.5*va*va*(1+alpha-sqrt(D)))
elseif (mode==2)
# Fast mode
#= CL03 (Corrected by LY18a):
z_f \propto (-1+sqrt(D)+alpha)k_ll + (1+sqrt(D)+alpha) k_pp
=#
#kf=((prefactor1/prefactor2)*tan(theta)^2).*k_ll.*kunit_ll.+k_pp.*kunit_pp;
kf=(-prefactor3).*k_ll.*kunit_ll.+prefactor4.*k_pp.*kunit_pp;
kf=kf./sqrt(s(kf[1],kf[2],kf[3]))
kx=kf[1]
ky=kf[2]
kz=kf[3]
cc=sqrt(0.5*va*va*(1+alpha+sqrt(D)))
end
vxq[i,j,k]=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*kx
vyq[i,j,k]=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*ky
vzq[i,j,k]=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*kz
dq[i,j,k]=mean(d)/cc/kk*dot_product(kvec[1],kvec[2],kvec[3],vxq[i,j,k],vyq[i,j,k],vzq[i,j,k]);
else
vxq[i,j,k]=0
vyq[i,j,k]=0
vzq[i,j,k]=0
dq[i,j,k]=0;
end
end
vxq[isnan.(vxq)].=0;
vyq[isnan.(vyq)].=0;
vzq[isnan.(vzq)].=0;
dq[isnan.(dq)].=0;
vxq=real(ifft(ifftshift(vxq)))
vyq=real(ifft(ifftshift(vyq)))
vzq=real(ifft(ifftshift(vzq)))
dq=real(ifft(ifftshift(dq)))
return dq,vxq,vyq,vzq
end
function get_Bmode(d::Cube,vx::Cube,vy::Cube,vz::Cube,bx::Cube,by::Cube,bz::Cube;cs=1,mode=0)
# CL03 right before eqA35
# b_k = 1/c * hat{k} cross (B cross v_k)
# Alfven mode speed = v_A
# mode
# 0: Alfven
v2=s(vx,vy,vz);
b2=s(bx,by,bz);
#ma=sqrt(mean(d.*v2./b2));
#ms=sqrt(var(vx)+var(vy)+var(vz))/cs;
alpha=mean(d.*cs.*cs)./mean(b2);
va=sqrt(mean(b2./d));
v2=0;b2=0;GC.gc()
# get mean direction in cube
mbx=mean(bx);
mby=mean(by);
mbz=mean(bz);
vxf=fftshift(fft(vx));
vyf=fftshift(fft(vy));
vzf=fftshift(fft(vz));
bxq=zeros(typeof(vxf[1]),size(vx))
byq=zeros(typeof(vxf[1]),size(vx))
bzq=zeros(typeof(vxf[1]),size(vx))
nx,ny,nz=size(vx);
for i in 1:nx, j in 1:ny, k in 1:nz
idx=i-div(nx,2)-1;
jdx=j-div(ny,2)-1;
kdx=k-div(nz,2)-1;
kk=sqrt(s(idx,jdx,kdx))
kx=0;
ky=0;
kz=0;
if (kk>0)
theta=t(mbx,mby,mbz,idx,jdx,kdx)
D=(1+alpha)^2-4*alpha*cos(theta)*cos(theta)
cfast=sqrt(0.5*va^2*((1+alpha)+sqrt((1+alpha)^2-4*alpha*cos(theta)*cos(theta))))
cslow=sqrt(0.5*va^2*((1+alpha)-sqrt((1+alpha)^2-4*alpha*cos(theta)*cos(theta))))
# fast mode
prefactor1 = 1-sqrt(D)+alpha;
prefactor2 = 1+sqrt(D)-alpha;
# slow mode
prefactor3 = 1-sqrt(D)-alpha;
prefactor4 = 1+sqrt(D)+alpha;
k_ll = kk*cos(theta)
k_pp = kk*sin(theta)
kunit_ll=[mbx,mby,mbz]./sqrt(s(mbx,mby,mbz));
kvec=[idx,jdx,kdx];
kvec_pp = kvec.-dot_product(kvec[1],kvec[2],kvec[3],kunit_ll[1],kunit_ll[2],kunit_ll[3]).*kunit_ll;
kunit_pp=kvec_pp./sqrt(s(kvec_pp[1],kvec_pp[2],kvec_pp[3]))
phi_unit = cross_product(kunit_pp[1],kunit_pp[2],kunit_pp[3],kunit_ll[1],kunit_ll[2],kunit_ll[3])
if (mode==0)
# Alfven mode
#= CL02:
z_a=k_ll x k_pp
=#
if (1.0.-abs.(dot_product(kvec[1],kvec[2],kvec[3],kunit_ll[1],kunit_ll[2],kunit_ll[3]))>1/2/size(bx)[1]^2)
ka=phi_unit./sqrt(s(phi_unit[1],phi_unit[2],phi_unit[3]))
kx=ka[1]
ky=ka[2]
kz=ka[3]
else
ka=0
end
elseif (mode==1)
# Slow mode
#= CL03 (Corrected by LY18a):
z_s \propto (-1-sqrt(D)+alpha) k_ll +(1-sqrt(D)+alpha)k_pp
=#
#ks=k_ll.*kunit_ll.+((prefactor3/prefactor4)*cot(theta)^2).*k_pp.*kunit_pp;
ks = (-prefactor2).*k_ll.*kunit_ll.+prefactor1.*k_pp.*kunit_pp;
ks=ks./sqrt(s(ks[1],ks[2],ks[3]))
kx=ks[1]
ky=ks[2]
kz=ks[3]
elseif (mode==2)
# Fast mode
#= CL03 (Corrected by LY18a):
z_f \propto (-1+sqrt(D)+alpha)k_ll + (1+sqrt(D)+alpha) k_pp
=#
#kf=((prefactor1/prefactor2)*tan(theta)^2).*k_ll.*kunit_ll.+k_pp.*kunit_pp;
kf=(-prefactor3).*k_ll.*kunit_ll.+prefactor4.*k_pp.*kunit_pp;
kf=kf./sqrt(s(kf[1],kf[2],kf[3]))
kx=kf[1]
ky=kf[2]
kz=kf[3]
end
vxq=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*kx
vyq=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*ky
vzq=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*kz
if (mode==0)
bxq[i,j,k],byq[i,j,k],bzq[i,j,k]=double_cross(idx/kk,jdx/kk,kdx/kk,mbx,mby,mbz,vxq,vyq,vzq)./va;
elseif (mode==1)
bxq[i,j,k],byq[i,j,k],bzq[i,j,k]=double_cross(idx/kk,jdx/kk,kdx/kk,mbx,mby,mbz,vxq,vyq,vzq)./cslow;
elseif (mode==2)
bxq[i,j,k],byq[i,j,k],bzq[i,j,k]=double_cross(idx/kk,jdx/kk,kdx/kk,mbx,mby,mbz,vxq,vyq,vzq)./cfast;
end
else
bxq[i,j,k]=0
byq[i,j,k]=0
bzq[i,j,k]=0
end
end
bxq[isnan.(bxq)].=0;
byq[isnan.(byq)].=0;
bzq[isnan.(bzq)].=0;
bxq[.~isfinite.(bxq)].=0;
byq[.~isfinite.(byq)].=0;
bzq[.~isfinite.(bzq)].=0;
bxq=real(ifft(ifftshift(bxq)))
byq=real(ifft(ifftshift(byq)))
bzq=real(ifft(ifftshift(bzq)))
return bxq,byq,bzq
end
function get_Bmode_mt(d::Cube,vx::Cube,vy::Cube,vz::Cube,bx::Cube,by::Cube,bz::Cube;cs=1,mode=0)
# CL03 right before eqA35
# b_k = 1/c * hat{k} cross (B cross v_k)
# Alfven mode speed = v_A
# mode
# 0: Alfven
v2=s(vx,vy,vz);
b2=s(bx,by,bz);
#ma=sqrt(mean(d.*v2./b2));
#ms=sqrt(var(vx)+var(vy)+var(vz))/cs;
alpha=mean(d.*cs.*cs)./mean(b2);
va=sqrt(mean(b2./d));
v2=0;b2=0;GC.gc()
# get mean direction in cube
mbx=mean(bx);
mby=mean(by);
mbz=mean(bz);
vxf=fftshift(fft(vx));
vyf=fftshift(fft(vy));
vzf=fftshift(fft(vz));
bxq=zeros(typeof(vxf[1]),size(vx))
byq=zeros(typeof(vxf[1]),size(vx))
bzq=zeros(typeof(vxf[1]),size(vx))
nx,ny,nz=size(vx);
@threads for ii in 1:nx*ny*nz
i,j,k=idx2ijk(ii,nx)
idx=i-div(nx,2)-1;
jdx=j-div(ny,2)-1;
kdx=k-div(nz,2)-1;
kk=sqrt(s(idx,jdx,kdx))
kx=0;
ky=0;
kz=0;
if (kk>0)
theta=t(mbx,mby,mbz,idx,jdx,kdx)
D=(1+alpha)^2-4*alpha*cos(theta)*cos(theta)
cfast=sqrt(0.5*va^2*((1+alpha)+sqrt((1+alpha)^2-4*alpha*cos(theta)*cos(theta))))
cslow=sqrt(0.5*va^2*((1+alpha)-sqrt((1+alpha)^2-4*alpha*cos(theta)*cos(theta))))
# fast mode
prefactor1 = 1-sqrt(D)+alpha;
prefactor2 = 1+sqrt(D)-alpha;
# slow mode
prefactor3 = 1-sqrt(D)-alpha;
prefactor4 = 1+sqrt(D)+alpha;
k_ll = kk*cos(theta)
k_pp = kk*sin(theta)
kunit_ll=[mbx,mby,mbz]./sqrt(s(mbx,mby,mbz));
kvec=[idx,jdx,kdx];
kvec_pp = kvec.-dot_product(kvec[1],kvec[2],kvec[3],kunit_ll[1],kunit_ll[2],kunit_ll[3]).*kunit_ll;
kunit_pp=kvec_pp./sqrt(s(kvec_pp[1],kvec_pp[2],kvec_pp[3]))
phi_unit = cross_product(kunit_pp[1],kunit_pp[2],kunit_pp[3],kunit_ll[1],kunit_ll[2],kunit_ll[3])
if (mode==0)
# Alfven mode
#= CL02:
z_a=k_ll x k_pp
=#
if (1.0.-abs.(dot_product(kvec[1],kvec[2],kvec[3],kunit_ll[1],kunit_ll[2],kunit_ll[3]))>1/2/size(bx)[1]^2)
ka=phi_unit./sqrt(s(phi_unit[1],phi_unit[2],phi_unit[3]))
kx=ka[1]
ky=ka[2]
kz=ka[3]
else
ka=0
end
elseif (mode==1)
# Slow mode
#= CL03 (Corrected by LY18a):
z_s \propto (-1-sqrt(D)+alpha) k_ll +(1-sqrt(D)+alpha)k_pp
=#
#ks=k_ll.*kunit_ll.+((prefactor3/prefactor4)*cot(theta)^2).*k_pp.*kunit_pp;
ks = (-prefactor2).*k_ll.*kunit_ll.+prefactor1.*k_pp.*kunit_pp;
ks=ks./sqrt(s(ks[1],ks[2],ks[3]))
kx=ks[1]
ky=ks[2]
kz=ks[3]
elseif (mode==2)
# Fast mode
#= CL03 (Corrected by LY18a):
z_f \propto (-1+sqrt(D)+alpha)k_ll + (1+sqrt(D)+alpha) k_pp
=#
#kf=((prefactor1/prefactor2)*tan(theta)^2).*k_ll.*kunit_ll.+k_pp.*kunit_pp;
kf=(-prefactor3).*k_ll.*kunit_ll.+prefactor4.*k_pp.*kunit_pp;
kf=kf./sqrt(s(kf[1],kf[2],kf[3]))
kx=kf[1]
ky=kf[2]
kz=kf[3]
end
vxq=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*kx
vyq=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*ky
vzq=(vxf[i,j,k]*kx+vyf[i,j,k]*ky+vzf[i,j,k]*kz)*kz
if (mode==0)
bxq[i,j,k],byq[i,j,k],bzq[i,j,k]=double_cross(idx/kk,jdx/kk,kdx/kk,mbx,mby,mbz,vxq,vyq,vzq)./va;
elseif (mode==1)
bxq[i,j,k],byq[i,j,k],bzq[i,j,k]=double_cross(idx/kk,jdx/kk,kdx/kk,mbx,mby,mbz,vxq,vyq,vzq)./cslow;
elseif (mode==2)
bxq[i,j,k],byq[i,j,k],bzq[i,j,k]=double_cross(idx/kk,jdx/kk,kdx/kk,mbx,mby,mbz,vxq,vyq,vzq)./cfast;
end
else
bxq[i,j,k]=0
byq[i,j,k]=0
bzq[i,j,k]=0
end
end
bxq[isnan.(bxq)].=0;
byq[isnan.(byq)].=0;
bzq[isnan.(bzq)].=0;
bxq[.~isfinite.(bxq)].=0;
byq[.~isfinite.(byq)].=0;
bzq[.~isfinite.(bzq)].=0;
bxq=real(ifft(ifftshift(bxq)))
byq=real(ifft(ifftshift(byq)))
bzq=real(ifft(ifftshift(bzq)))
return bxq,byq,bzq
end
end # mode LazMode