lazarus/components/tachart/numlib_fix/ipf.pas
ask 41682039b8 TAChart: Fixup for r31504 #1dfc811dc9
git-svn-id: trunk@31506 -
2011-07-02 14:11:40 +00:00

950 lines
23 KiB
ObjectPascal

{
This file is part of the Numlib package.
Copyright (c) 1986-2000 by
Kees van Ginneken, Wil Kortsmit and Loek van Reij of the
Computational centre of the Eindhoven University of Technology
FPC port Code by Marco van de Voort (marco@freepascal.org)
documentation by Michael van Canneyt (Michael@freepascal.org)
Interpolate and (curve) fitting.
Slegpb in this unit patched parameters slightly. Units IPF and sle
were not in the same revision in this numlib copy (which was a
copy of the work directory of the author) .
Contains two undocumented functions. If you recognize the algoritm,
mail us.
See the file COPYING.FPC, included in this distribution,
for details about the copyright.
This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.
**********************************************************************}
{
}
unit ipf;
{$I direct.inc}
interface
uses typ, mdt, dsl, sle, spe;
{ Determine natural cubic spline "s" for data set (x,y), output to (a,d2a)
term=1 success,
=2 failure calculating "s"
=3 wrong input (e.g. x,y is not sorted increasing on x)}
procedure ipffsn(n: ArbInt; var x, y, a, d2a: ArbFloat; var term: ArbInt);
{calculate d2s from x,y, which can be used to calculate s}
procedure ipfisn(n: ArbInt; var x, y, d2s: ArbFloat; var term: ArbInt);
{Calculate function value for dataset (x,y), with n.c. spline d2s for
x value t. Return (corrected) y value.
s calculated from x,y, with e.g. ipfisn}
function ipfspn(n: ArbInt; var x, y, d2s: ArbFloat; t: ArbFloat;
var term: ArbInt): ArbFloat;
{Calculate minimum and maximum values for the n.c. spline d2s.
Does NOT take source points into account.}
procedure ipfsmm(
n: ArbInt; var x, y, d2s, minv, maxv: ArbFloat; var term: ArbInt);
{Calculate n-degree polynomal b for dataset (x,y) with n elements
using the least squares method.}
procedure ipfpol(m, n: ArbInt; var x, y, b: ArbFloat; var term: ArbInt);
{**** undocumented ****}
function spline( n : ArbInt;
x : complex;
var ac : complex;
var gammar: ArbFloat;
u1 : ArbFloat;
pf : complex): ArbFloat;
{**** undocumented ****}
procedure splineparameters
( n : ArbInt;
var ac, alfadc : complex;
var lambda,
gammar, u1,
kwsom, energie : ArbFloat;
var pf : complex);
implementation
procedure ipffsn(n: ArbInt; var x, y, a, d2a: ArbFloat; var term: ArbInt);
var i, j, sr, n1s, ns1, ns2: ArbInt;
s, lam, lam0, lam1, lambda, ey, ca, p, q, r: ArbFloat;
px, py, pd, pa, pd2a,
h, z, diagb, dinv, qty, qtdinvq, c, t, tl: ^arfloat1;
ub: boolean;
procedure solve; {n, py, qty, h, qtdinvq, dinv, lam, t, pa, pd2a, term}
var i: ArbInt;
p, q, r, ca: ArbFloat;
f, c: ^arfloat1;
begin
getmem(f, 3*ns1); getmem(c, ns1);
for i:=1 to n-1 do
begin
f^[3*i]:=qtdinvq^[3*i]+lam*t^[2*i];
if i > 1
then
f^[3*i-1]:=qtdinvq^[3*i-1]+lam*t^[2*i-1];
if i > 2
then
f^[3*i-2]:=qtdinvq^[3*i-2];
if lam=0
then
c^[i]:=qty^[i]
else
c^[i]:=lam*qty^[i]
end;
slegpb(n-1, 2,{ 3,} f^[1], c^[1], pd2a^[1], ca, term);
if term=2
then
begin
freemem(f, 3*ns1); freemem(c, ns1);
exit
end;
p:=1/h^[1];
if lam=0
then
r:=1
else
r:=1/lam;
q:=1/h^[2]; pa^[1]:=py^[1]-r*dinv^[1]*p*pd2a^[1];
pa^[2]:=py^[2]-r*dinv^[2]*(pd2a^[2]*q-(p+q)*pd2a^[1]); p:=q;
for i:=3 to n-1 do
begin
q:=1/h^[i];
pa^[i]:=py^[i]-r*dinv^[i]*
(p*pd2a^[i-2]-(p+q)*pd2a^[i-1]+q*pd2a^[i]);
p:=q
end;
q:=1/h^[n];
pa^[n]:=py^[n]-r*dinv^[n]*(p*pd2a^[n-2]-(p+q)*pd2a^[n-1]);
pa^[n+1]:=py^[n+1]-r*dinv^[n+1]*q*pd2a^[n-1];
if lam=0
then
for i:=1 to n-1 do
pd2a^[i]:=0;
freemem(f, 3*ns1); freemem(c, ns1);
end; {solve}
function e(var c, h: ArbFloat; n:ArbInt): ArbFloat;
var i:ArbInt;
s:ArbFloat;
pc, ph: ^arfloat1;
begin
ph:=@h; pc:=@c;
s:=ph^[1]*pc^[1]*pc^[1];
for i:=1 to n-2 do
s:=s+(pc^[i]*(pc^[i]+pc^[i+1])+pc^[i+1]*pc^[i+1])*ph^[i+1];
e:=(s+pc^[n-1]*pc^[n-1]*ph^[n])/3
end; {e}
function cr(lambda: ArbFloat): ArbFloat;
var s, crs: ArbFloat;
i: ArbInt;
begin
cr:=0; lam:=lambda;
solve; { n, py, qty, h, qtdinvq, dinv, lam, t, pa, pd2a, term }
if term=2
then
exit;
crs:=ey;
if lam <> 0
then
begin
crs:=crs+e(pd2a^[1], h^[1], n);
s:=0;
for i:=1 to n-1 do
s:=s+pd2a^[i]*qty^[i];
crs:=crs-2*s
end;
s:=0;
for i:=1 to n+1 do
s:=s+sqr(pa^[i]-py^[i])*diagb^[i];
cr:=crs-s
end; {cr}
procedure roof1r(a, b, ae, re: ArbFloat; var x: ArbFloat);
var fa, fb, c, fc, m, tol, w1, w2 : ArbFloat;
k : ArbInt;
stop : boolean;
begin
fa:=cr(a);
if term=2
then
exit;
fb:=cr(b);
if term=2
then
exit;
if abs(fb)>abs(fa)
then
begin
c:=b; fc:=fb; x:=a; b:=a; fb:=fa; a:=c; fa:=fc
end
else
begin
c:=a; fc:=fa; x:=b
end;
k:=0;
tol:=ae+re*spemax(abs(a), abs(b));
w1:=abs(b-a); stop:=false;
while (abs(b-a)>tol) and (fb<>0) and (not stop) do
begin
m:=(a+b)/2;
if (k>=2) or (fb=fc)
then
x:=m
else
begin
x:=(b*fc-c*fb)/(fc-fb);
if abs(b-x)<tol
then
x:=b-tol*spesgn(b-a);
if spesgn(x-m)=spesgn(x-b)
then
x:=m
end;
c:=b; fc:=fb; b:=x; fb:=cr(x);
if term=2
then
exit;
if spesgn(fa)*spesgn(fb)>0
then
begin
a:=c; fa:=fc; k:=0
end
else
k:=k+1;
if abs(fb)>=abs(fa)
then
begin
c:=b; fc:=fb; x:=a; b:=a; fb:=fa; a:=c; fa:=fc; k:=0
end;
tol:=ae+re*spemax(abs(a), abs(b));
w2:=abs(b-a);
if w2>=w1
then
stop:=true;
w1:=w2
end
end; {roof1r}
procedure NoodGreep;
var I, j: ArbInt;
begin
i:=1;
while i <= n do
begin
if (pd^[i] <= 0) or (px^[i+1] <= px^[i])
then
begin
term:=3;
exit
end;
i:=i+1
end;
if pd^[n+1] <= 0
then
begin
term:=3;
exit
end;
for i:=1 to n+1 do
dinv^[i]:=1/pd^[i];
for i:=1 to n do
h^[i]:=px^[i+1]-px^[i];
t^[2]:=(h^[1]+h^[2])/3;
for i:=2 to n-1 do
begin
t^[2*i]:=(h^[i]+h^[i+1])/3; t^[2*i-1]:=h^[i]/6
end;
move(t^[1], tl^[1], ns2);
mdtgpb(n-1, 1, 2, tl^[1], ca, term);
if term=2
then
exit;
z^[1]:=1/(h^[1]*tl^[2]);
for j:=2 to n-1 do
z^[j]:=-(tl^[2*j-1]*z^[j-1])/tl^[2*j];
s:=0;
for j:=1 to n-1 do
s:=s+sqr(z^[j]);
diagb^[1]:=s;
z^[1]:=(-1/h^[1]-1/h^[2])/tl^[2];
if n>2
then
z^[2]:=(1/h^[2]-tl^[3]*z^[1])/tl^[4];
for j:=3 to n-1 do
z^[j]:=-tl^[2*j-1]*z^[j-1]/tl^[2*j];
s:=0;
for j:=1 to n-1 do
s:=s+sqr(z^[j]);
diagb^[2]:=s;
for i:=2 to n-2 do
begin
z^[i-1]:=1/(h^[i]*tl^[2*(i-1)]);
z^[i]:=(-1/h^[i]-1/h^[i+1]-tl^[2*i-1]*z^[i-1])/tl^[2*i];
z^[i+1]:=(1/h^[i+1]-tl^[2*i+1]*z^[i])/tl^[2*(i+1)];
for j:=i+2 to n-1 do
z^[j]:=-tl^[2*j-1]*z^[j-1]/tl^[2*j];
s:=0;
for j:=i-1 to n-1 do
s:=s+sqr(z^[j]);
diagb^[i+1]:=s
end;
z^[n-2]:=1/(h^[n-1]*tl^[2*(n-2)]);
z^[n-1]:=(-1/h^[n-1]-1/h^[n]-tl^[2*n-3]*z^[n-2])/tl^[2*(n-1)];
s:=0;
for j:=n-2 to n-1 do
s:=s+sqr(z^[j]);
diagb^[n]:=s;
diagb^[n+1]:=1/sqr(h^[n]*tl^[2*(n-1)]);
p:=1/h^[1];
for i:=2 to n do
begin
q:=1/h^[i]; qty^[i-1]:=py^[i+1]*q-py^[i]*(p+q)+py^[i-1]*p;
p:=q
end;
p:=1/h^[1]; q:=1/h^[2]; r:=1/h^[3];
qtdinvq^[3]:=dinv^[1]*p*p+dinv^[2]*(p+q)*(p+q)+dinv^[3]*q*q;
if n>2
then
begin
qtdinvq^[6]:=dinv^[2]*q*q+dinv^[3]*(q+r)*(q+r)+dinv^[4]*r*r;
qtdinvq^[5]:=-(dinv^[2]*(p+q)+dinv^[3]*(q+r))*q;
p:=q; q:=r;
for i:=3 to n-1 do
begin
r:=1/h^[i+1];
qtdinvq^[3*i]:=dinv^[i]*q*q+dinv^[i+1]*(q+r)*(q+r)+dinv^[i+2]*r*r;
qtdinvq^[3*i-1]:=-(dinv^[i]*(p+q)+dinv^[i+1]*(q+r))*q;
qtdinvq^[3*i-2]:=dinv^[i]*p*q;
p:=q; q:=r
end
end;
dslgpb(n-1, 1, 2, tl^[1], qty^[1], c^[1], term);
if term=2
then
exit;
ey:=e(c^[1], h^[1], n);
lam0:=0;
s:=cr(lam0);
if term=2
then
exit;
if s >= 0
then
begin
lambda:=0; term:=4
end
else
begin
lam1:=1e-8; ub:=false;
while (not ub) and (lam1<=1.1e8) do
begin
s:=cr(lam1);
if term=2
then
exit;
if s >= 0
then
ub:=true
else
begin
lam0:=lam1; lam1:=10*lam1
end
end;
if not ub
then
begin
term:=4; lambda:=lam0
end
else
roof1r(lam0, lam1, 0, 1e-6, lambda);
if term=2
then
exit
end;
end;
begin
term:=1;
if n < 2
then
begin
term:=3; exit
end;
sr:=sizeof(ArbFloat);
n1s:=(n+1)*sr;
ns2:=2*(n-1)*sr;
ns1:=(n-1)*sr;
getmem(dinv, n1s);
getmem(h, n*sr);
getmem(t, ns2);
getmem(tl, ns2);
getmem(z, ns1);
getmem(diagb, n1s);
getmem(qtdinvq, 3*ns1);
getmem(c, ns1);
getmem(qty, ns1);
getmem(pd, n1s);
{ pd:=@d; }
px:=@x;
py:=@y;
pa:=@a;
pd2a:=@d2a;
{ de gewichten van de punten worden op 1 gezet}
for i:=1 to n+1 do
pd^[i]:=1;
NoodGreep;
freemem(dinv, n1s);
freemem(h, n*sr);
freemem(t, ns2);
freemem(tl, ns2);
freemem(z, ns1);
freemem(diagb, n1s);
freemem(qtdinvq, 3*ns1);
freemem(c, ns1);
freemem(qty, ns1);
freemem(pd, n1s);
end; {ipffsn}
procedure ortpol(m, n: ArbInt; var x, alfa, beta: ArbFloat);
// this function used to use mark/release.
var
i, j, ms : ArbInt;
xppn1, ppn1, ppn, p, alfaj, betaj : ArbFloat;
px, pal, pbe, pn, pn1 : ^arfloat1;
begin
px:=@x; pal:=@alfa; pbe:=@beta; ms:=m*sizeof(ArbFloat);
getmem(pn, ms); getmem(pn1, ms);
xppn1:=0; ppn1:=m;
for i:=1 to m do
begin
pn^[i]:=0; pn1^[i]:=1; xppn1:=xppn1+px^[i]
end;
pal^[1]:=xppn1/ppn1; pbe^[1]:=0;
for j:=2 to n do
begin
alfaj:=pal^[j-1]; betaj:=pbe^[j-1];
ppn:=ppn1; ppn1:=0; xppn1:=0;
for i:=1 to m do
begin
p:=(px^[i]-alfaj)*pn1^[i]-betaj*pn^[i];
pn^[i]:=pn1^[i]; pn1^[i]:=p; p:=p*p;
ppn1:=ppn1+p; xppn1:=xppn1+px^[i]*p
end; {i}
pal^[j]:=xppn1/ppn1; pbe^[j]:=ppn1/ppn
end; {j}
freemem(pn); freemem(pn1);
end; {ortpol}
procedure ortcoe(m, n: ArbInt; var x, y, alfa, beta, a: ArbFloat);
// this function used to use mark/release.
var i, j, mr : ArbInt;
fpn, ppn, p, alphaj, betaj : ArbFloat;
px, py, pal, pbe, pa, pn, pn1 : ^arfloat1;
begin
mr:=m*sizeof(ArbFloat);
px:=@x; py:=@y; pal:=@alfa; pbe:=@beta; pa:=@a;
getmem(pn, mr); getmem(pn1, mr);
fpn:=0;
for i:=1 to m do
begin
pn^[i]:=0; pn1^[i]:=1; fpn:=fpn+py^[i]
end; {i}
pa^[1]:=fpn/m;
for j:=1 to n do
begin
fpn:=0; ppn:=0; alphaj:=pal^[j]; betaj:=pbe^[j];
for i:=1 to m do
begin
p:=(px^[i]-alphaj)*pn1^[i]-betaj*pn^[i];
pn^[i]:=pn1^[i]; pn1^[i]:=p;
fpn:=fpn+py^[i]*p; ppn:=ppn+p*p
end; {i}
pa^[j+1]:=fpn/ppn
end; {j}
freemem(pn); freemem(pn1);
end; {ortcoe}
procedure polcoe(n:ArbInt; var alfa, beta, a, b: ArbFloat);
var k, j : ArbInt;
pal, pbe : ^arfloat1;
pa, pb : ^arfloat0;
begin
pal:=@alfa; pbe:=@beta; pa:=@a; pb:=@b;
move(pa^[0], pb^[0], (n+1)*sizeof(ArbFloat));
for j:=0 to n-1 do
for k:=n-j-1 downto 0 do
begin
pb^[k+j]:=pb^[k+j]-pal^[k+1]*pb^[k+j+1];
if k+j<>n-1
then
pb^[k+j]:=pb^[k+j]-pbe^[k+2]*pb^[k+j+2]
end
end; {polcoe}
procedure ipfpol(m, n: ArbInt; var x, y, b: ArbFloat; var term: ArbInt);
var i, ns: ArbInt;
fsum: ArbFloat;
px, py, alfa, beta: ^arfloat1;
pb, a: ^arfloat0;
begin
if (n<0) or (m<1)
then
begin
term:=3; exit
end;
term:=1;
if n = 0
then
begin
py:=@y; pb:=@b;
fsum:=0;
for i:=1 to m do
fsum:=fsum+py^[i];
pb^[0]:=fsum/m
end
else
begin
if n>m-1
then
begin
pb:=@b;
fillchar(pb^[m], (n-m+1)*sizeof(ArbFloat), 0);
n:=m-1
end;
ns:=n*sizeof(ArbFloat);
getmem(alfa, ns); getmem(beta, ns);
getmem(a, (n+1)*sizeof(ArbFloat));
ortpol(m, n, x, alfa^[1], beta^[1]);
ortcoe(m, n, x, y, alfa^[1], beta^[1], a^[0]);
polcoe(n, alfa^[1], beta^[1], a^[0], b);
freemem(alfa, ns); freemem(beta, ns);
freemem(a, (n+1)*sizeof(ArbFloat));
end
end; {ipfpol}
procedure ipfisn(n: ArbInt; var x, y, d2s: ArbFloat; var term: ArbInt);
var
s, i : ArbInt;
p, q, ca : ArbFloat;
px, py, h, b, t : ^arfloat0;
pd2s : ^arfloat1;
begin
px:=@x; py:=@y; pd2s:=@d2s;
term:=1;
if n < 2
then
begin
term:=3; exit
end; {n<2}
s:=sizeof(ArbFloat);
getmem(h, n*s);
getmem(b, (n-1)*s);
getmem(t, 2*(n-1)*s);
for i:=0 to n-1 do
h^[i]:=px^[i+1]-px^[i];
q:=1/6; p:=2*q;
t^[1]:=p*(h^[0]+h^[1]);
for i:=2 to n-1 do
begin
t^[2*i-1]:=p*(h^[i-1]+h^[i]); t^[2*i-2]:=q*h^[i-1]
end; {i}
p:=1/h^[0];
for i:=2 to n do
begin
q:=1/h^[i-1]; b^[i-2]:=py^[i]*q-py^[i-1]*(p+q)+py^[i-2]*p; p:=q
end;
slegpb(n-1, 1, {2,} t^[1], b^[0], pd2s^[1], ca, term);
freemem(h, n*s);
freemem(b, (n-1)*s);
freemem(t, 2*(n-1)*s);
end; {ipfisn}
function ipfspn(n: ArbInt; var x, y, d2s: ArbFloat; t:ArbFloat;
var term: ArbInt): ArbFloat;
var
px, py : ^arfloat0;
pd2s : ^arfloat1;
i, j, m : ArbInt;
d, s3, h, dy : ArbFloat;
begin
i:=1; term:=1;
if n<2
then
begin
term:=3; exit
end; {n<2}
px:=@x; py:=@y; pd2s:=@d2s;
if t <= px^[0]
then
begin
h:=px^[1]-px^[0];
dy:=(py^[1]-py^[0])/h-h*pd2s^[1]/6;
ipfspn:=py^[0]+(t-px^[0])*dy
end { t <= x[0] }
else
if t >= px^[n]
then
begin
h:=px^[n]-px^[n-1];
dy:=(py^[n]-py^[n-1])/h+h*pd2s^[n-1]/6;
ipfspn:=py^[n]+(t-px^[n])*dy
end { t >= x[n] }
else
begin
i:=0; j:=n;
while j <> i+1 do
begin
m:=(i+j) div 2;
if t>=px^[m]
then
i:=m
else
j:=m
end; {j}
h:=px^[i+1]-px^[i];
d:=t-px^[i];
if i=0
then
begin
s3:=pd2s^[1]/h;
dy:=(py^[1]-py^[0])/h-h*pd2s^[1]/6;
ipfspn:=py^[0]+d*(dy+d*d*s3/6)
end
else
if i=n-1
then
begin
s3:=-pd2s^[n-1]/h;
dy:=(py^[n]-py^[n-1])/h-h*pd2s^[n-1]/3;
ipfspn:=py^[n-1]+d*(dy+d*(pd2s^[n-1]/2+d*s3/6))
end
else
begin
s3:=(pd2s^[i+1]-pd2s^[i])/h;
dy:=(py^[i+1]-py^[i])/h-h*(2*pd2s^[i]+pd2s^[i+1])/6;
ipfspn:=py^[i]+d*(dy+d*(pd2s^[i]/2+d*s3/6))
end
end { x[0] < t < x[n] }
end; {ipfspn}
procedure ipfsmm(
n: ArbInt; var x, y, d2s, minv, maxv: ArbFloat; var term: ArbInt);
var
i: ArbInt;
h: ArbFloat;
px, py: ^arfloat0;
pd2s: ^arfloat1;
procedure UpdateMinMax(v: ArbFloat);
begin
if (0 >= v) or (v >= h) then exit;
v := ipfspn(n, x, y, d2s, px^[i]+v, term);
if v < minv then
minv := v;
if v > maxv then
maxv := v;
end;
procedure MinMaxOnSegment;
var
a, b, c: ArbFloat;
d: ArbFloat;
begin
h:=px^[i+1]-px^[i];
if i=0
then
begin
a:=pd2s^[1]/h/2;
b:=0;
c:=(py^[1]-py^[0])/h-h*pd2s^[1]/6;
end
else
if i=n-1
then
begin
a:=-pd2s^[n-1]/h/2;
b:=pd2s^[n-1];
c:=(py^[n]-py^[n-1])/h-h*pd2s^[n-1]/3;
end
else
begin
a:=(pd2s^[i+1]-pd2s^[i])/h/2;
b:=pd2s^[i];
c:=(py^[i+1]-py^[i])/h-h*(2*pd2s^[i]+pd2s^[i+1])/6;
end;
if a=0 then exit;
d := b*b-4*a*c;
if d<0 then exit;
d:=Sqrt(d);
UpdateMinMax((-b+d)/(2*a));
UpdateMinMax((-b-d)/(2*a));
end;
begin
term:=1;
if n<2 then begin
term:=3;
exit;
end;
px:=@x; py:=@y; pd2s:=@d2s;
for i:=0 to n-1 do
MinMaxOnSegment;
end;
function p(x, a, z:complex): ArbFloat;
begin
x.sub(a);
p:=x.Inp(z)
end;
function e(x, y: complex): ArbFloat;
const c1: ArbFloat = 0.01989436788646;
var s: ArbFloat;
begin x.sub(y);
s := x.norm;
if s=0 then e:=0 else e:=c1*s*ln(s)
end;
function spline( n : ArbInt;
x : complex;
var ac : complex;
var gammar: ArbFloat;
u1 : ArbFloat;
pf : complex): ArbFloat;
var i : ArbInt;
s : ArbFloat;
a : arcomp0 absolute ac;
gamma : arfloat0 absolute gammar;
begin
s := u1 + p(x, a[n-2], pf);
for i:=0 to n do s := s + gamma[i]*e(x,a[i]);
spline := s
end;
procedure splineparameters
( n : ArbInt;
var ac, alfadc : complex;
var lambda,
gammar, u1,
kwsom, energie : ArbFloat;
var pf : complex);
procedure SwapC(var v, w: complex);
var x: complex;
begin
x := v; v := w; w := x
end;
procedure pxpy(a, b, c: complex; var p:complex);
var det: ArbFloat;
begin
b.sub(a); c.sub(a); det := b.xreal*c.imag-b.imag*c.xreal;
b.sub(c); p.Init(b.imag/det, -b.xreal/det)
end;
procedure pfxpfy(a, b, c: complex; f: vector; var pf: complex);
begin
b.sub(a); c.sub(a);
f.j := f.j-f.i; f.k := f.k-f.i;
pf.init(f.j*c.imag - f.k*b.imag, -f.j*c.xreal + f.k*b.xreal);
pf.scale(1/(b.xreal*c.imag - b.imag*c.xreal))
end;
function InpV(n: ArbInt; var v1, v2: ArbFloat): ArbFloat;
var i: ArbInt;
a1: arfloat0 absolute v1;
a2: arfloat0 absolute v2;
s : ArbFloat;
begin
s := 0;
for i:=0 to n-1 do s := s + a1[i]*a2[i];
InpV := s
end;
PROCEDURE SPDSOL( N : INTEGER;
VAR AP : pointer;
VAR B : ArbFloat);
VAR I, J, K : INTEGER;
H : ArbFloat;
a : ^ar2dr absolute ap;
bx : arfloat0 absolute b;
BEGIN
for k:=0 to n do
BEGIN
h := sqrt(a^[k]^[k]-InpV(k, a^[k]^[0], a^[k]^[0]));
a^[k]^[k] := h;
FOR I:=K+1 TO N do a^[i]^[k] := (a^[i]^[k] - InpV(k, a^[k]^[0], a^[i]^[0]))/h;
BX[K] := (bx[k] - InpV(k, a^[k]^[0], bx[0]))/h
END;
FOR I:=N DOWNTO 0 do
BEGIN
H := BX[I];
FOR J:=I+1 TO N DO H := H - A^[J]^[I]*BX[J];
BX[I] := H/A^[I]^[I]
END
END;
var i, j, i1 : ArbInt;
x, h,
absdet,
absdetmax,
s, s1, ca: ArbFloat;
alfa, dv, hulp,
u, v, w : vector;
e22 : array[0..2] of vector;
e21, b : ^arvect0;
k, c : ^ar2dr;
gamma : arfloat0 absolute gammar;
an2, an1, an, z,
vz, wz : complex;
a : arcomp0 absolute ac;
alfad : arcomp0 absolute alfadc;
begin
i1:=0;
x:=a[0].xreal;
for i:=1 to n do
begin
h:=a[i].xreal;
if h<x then begin i1:=i; x:=h end
end;
SwapC(a[n-2], a[i1]);
SwapC(alfad[n-2], alfad[i1]);
x:=a[0].xreal;
i1 := 0;
for i:=1 to n do
begin
h:=a[i].xreal;
if h>x then begin i1:=i; x:=h end
end;
SwapC(a[n-1], a[i1]);
SwapC(alfad[n-1], alfad[i1]);
vz := a[n-2]; vz.sub(a[n-1]);
absdetmax := -1;
for i:=0 to n do
begin
wz := a[i]; wz.sub(a[n-2]);
absdet := abs(wz.imag*vz.xreal-wz.xreal*vz.imag);
if absdet>absdetmax then begin i1:=i; absdetmax:=absdet end
end;
SwapC(a[n], a[i1]);
SwapC(alfad[n], alfad[i1]);
an2 := a[n-2]; an1 := a[n-1]; an := a[n];
alfa.i := alfad[n-2].xreal; dv.i := alfad[n-2].imag;
alfa.j := alfad[n-1].xreal; dv.j := alfad[n-1].imag;
alfa.k := alfad[n ].xreal; dv.k := alfad[n ].imag;
n := n - 3;
GetMem(k, (n+1)*SizeOf(pointer));
for j:=0 to n do GetMem(k^[j], (j+1)*SizeOf(ArbFloat));
GetMem(e21, (n+1)*SizeOf(vector));
GetMem(b, (n+1)*SizeOf(vector));
pxpy(an2,an1,an,z); for i:=0 to n do b^[i].i:=1+p(a[i],an2,z);
pxpy(an1,an,an2,z); for i:=0 to n do b^[i].j:=1+p(a[i],an1,z);
pxpy(an,an2,an1,z); for i:=0 to n do b^[i].k:=1+p(a[i],an,z);
e22[0].init(0,e(an1,an2),e(an,an2));
e22[1].init(e(an1,an2),0,e(an,an1));
e22[2].init(e(an,an2),e(an,an1),0);
for j:=0 to n do e21^[j].init(e(an2,a[j]),e(an1,a[j]),e(an,a[j]));
GetMem(c, (n+1)*SizeOf(pointer));
for j:=0 to n do GetMem(c^[j], (j+1)*SizeOf(ArbFloat));
for i:=0 to n do
for j:=0 to i do
begin
if j=i then s:=0 else s:=e(a[i],a[j]);
hulp.init(b^[j].Inprod(e22[0]), b^[j].Inprod(e22[1]), b^[j].Inprod(e22[2]));
hulp.sub(e21^[j]);
k^[i]^[j] := s+b^[i].InProd(hulp)-b^[j].Inprod(e21^[i]);
if j=i then s:=1/alfad[i].imag else s:=0;
hulp.init(b^[j].i/dv.i, b^[j].j/dv.j, b^[j].k/dv.k);
c^[i]^[j] := k^[i]^[j] + (s + b^[i].Inprod(hulp))/lambda
end;
for i:=0 to n do gamma[i]:=alfad[i].xreal - b^[i].Inprod(alfa);
SpdSol(n, pointer(c), gamma[0]);
for j:=n downto 0 do FreeMem(c^[j], (j+1)*SizeOf(ArbFloat));
FreeMem(c, (n+1)*SizeOf(pointer));
s:=0; for j:=0 to n do s:=s+b^[j].i*gamma[j]; w.i:=s; gamma[n+1] := -s;
s:=0; for j:=0 to n do s:=s+b^[j].j*gamma[j]; w.j:=s; gamma[n+2] := -s;
s:=0; for j:=0 to n do s:=s+b^[j].k*gamma[j]; w.k:=s; gamma[n+3] := -s;
FreeMem(b, (n+1)*SizeOf(vector));
u.init(w.i/dv.i, w.j/dv.j, w.k/dv.k);
u.scale(1/lambda);
u.add(alfa);
s:=0; for j:=0 to n do s:=s+e21^[j].i*gamma[j]; v.i := e22[0].inprod(w)-s;
s:=0; for j:=0 to n do s:=s+e21^[j].j*gamma[j]; v.j := e22[1].inprod(w)-s;
s:=0; for j:=0 to n do s:=s+e21^[j].k*gamma[j]; v.k := e22[2].inprod(w)-s;
FreeMem(e21, (n+1)*SizeOf(vector));
u.add(v);
pfxpfy(an2, an1, an, u, pf); u1:=u.i;
kwsom := 0; for j:=0 to n do kwsom:=kwsom+sqr(gamma[j])/alfad[j].imag;
kwsom := kwsom+sqr(w.i)/dv.i+sqr(w.j)/dv.j+sqr(w.k)/dv.k;
kwsom := kwsom/sqr(lambda);
s:=0;
for i:=0 to n do
begin s1:=0;
for j:=0 to i do s1:=s1+k^[i]^[j]*gamma[j];
for j:=i+1 to n do s1:=s1+k^[j]^[i]*gamma[j];
s := gamma[i]*s1+s
end;
for j:=n downto 0 do FreeMem(k^[j], (j+1)*SizeOf(ArbFloat));
FreeMem(k, (n+1)*SizeOf(pointer));
energie := s
end {splineparameters};
end.