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9c4c8863 1/**************************************************************************
2 * Copyright(c) 1998-1999, ALICE Experiment at CERN, All rights reserved. *
3 * *
4 * Author: The ALICE Off-line Project. *
5 * Contributors are mentioned in the code where appropriate. *
6 * *
7 * Permission to use, copy, modify and distribute this software and its *
8 * documentation strictly for non-commercial purposes is hereby granted *
9 * without fee, provided that the above copyright notice appears in all *
10 * copies and that both the copyright notice and this permission notice *
11 * appear in the supporting documentation. The authors make no claims *
12 * about the suitability of this software for any purpose. It is *
13 * provided "as is" without express or implied warranty. *
14 **************************************************************************/
15
16///////////////////////////////////////////////////////////////////////////////
17//
18// Kalman-Filter-like fit
19// to a straight-line crossing a set of arbitrarily oriented planes.
20// The resulting line is given by the equation:
21// (x-x0)/vx = (y-y0)/1 = (z-z0)/vz
22// Parameters of the fit are:
23// x0,y0,z0 (a point on the line) and
24// vx,1,vz (a vector collinear with the line)
25//
26// LIMITATION: The line must not be perpendicular to the Y axis.
27//
28// Origin: Iouri Belikov, CERN, Jouri.Belikov@cern.ch
29//
30//////////////////////////////////////////////////////////////////////////////
31
32#include <TMatrixD.h>
33#include <TMatrixDSym.h>
34
b7a98e0a 35#include "AliLog.h"
9c4c8863 36#include "AliTrackFitterKalman.h"
37
38ClassImp(AliTrackFitterKalman)
39
40const Double_t AliTrackFitterKalman::fgkMaxChi2=33.;
41
42AliTrackFitterKalman::
43AliTrackFitterKalman(AliTrackPointArray *array, Bool_t owner):
44 AliTrackFitter(array,owner),
1c568c03 45 fMaxChi2(fgkMaxChi2)
9c4c8863 46{
47 //
48 // Constructor
49 //
50}
51
57c8a1c2 52Bool_t AliTrackFitterKalman::Begin(Int_t first, Int_t last) {
53 //
54 // Make a seed out of the track points with the indices "first" and "last".
55 // This is the "default" seed.
56 //
bead9796 57 fPoints->Sort();
57c8a1c2 58 AliTrackPoint fp,lp;
59 fPoints->GetPoint(fp,first); fPoints->GetPoint(lp,last);
60 return MakeSeed(&fp,&lp);
61}
62
63
64Bool_t AliTrackFitterKalman::
9c4c8863 65MakeSeed(const AliTrackPoint *p0, const AliTrackPoint *p1) {
66 //
67 // Make a seed out of the two track points
68 //
69 Double_t x0=p0->GetX(), y0=p0->GetY(), z0=p0->GetZ();
70 Double_t dx=p1->GetX()-x0, dy=p1->GetY()-y0, dz=p1->GetZ()-z0;
b7a98e0a 71 if (dy==0.) {
72 AliError("Seeds perpendicular to Y axis are not allowed !");
73 return kFALSE;
74 }
9c4c8863 75 Double_t vx=dx/dy;
76 Double_t vz=dz/dy;
77 Double_t par[5]={x0,y0,z0,vx,vz};
78
79 const Float_t *cv0=p0->GetCov();
80 const Float_t *cv1=p1->GetCov();
9c4c8863 81 Double_t rdy2=(cv0[3]+cv1[3])/dy/dy;
b7a98e0a 82 Double_t svx2=(cv0[0]+cv1[0])/dy/dy + vx*vx*rdy2;
83 Double_t svz2=(cv0[5]+cv1[5])/dy/dy + vz*vz*rdy2;
9c4c8863 84 Double_t cov[15]={
85 cv0[0],
86 cv0[1],cv0[3],
87 cv0[2],cv0[4],cv0[5],
88 0.,0.,0.,svx2,
89 0.,0.,0.,0.,svz2
90 };
91
92 SetSeed(par,cov);
57c8a1c2 93
94 return kTRUE;
9c4c8863 95}
96
97Bool_t AliTrackFitterKalman::AddPoint(const AliTrackPoint *p)
98{
99 //
100 // Add a point to the fit
101 //
102
103 if (!Propagate(p)) return kFALSE;
104 Double_t chi2=GetPredictedChi2(p);
105 if (chi2>fMaxChi2) return kFALSE;
106 if (!Update(p,chi2)) return kFALSE;
107
108 return kTRUE;
109}
110
111
112Double_t AliTrackFitterKalman::GetPredictedChi2(const AliTrackPoint *p) const {
113 //
114 // Calculate the predicted chi2 increment.
115 //
116
117 Float_t txyz[3]={GetParam()[0],GetParam()[1],GetParam()[2]};
118 TMatrixDSym &cv=*fCov;
119 Float_t tcov[6]={
120 cv(0,0),cv(1,0),cv(2,0),
121 cv(1,1),cv(2,1),
122 cv(2,2)
123 };
124 AliTrackPoint tp(txyz,tcov,p->GetVolumeID());
125
126 Double_t chi2=p->GetResidual(tp,kTRUE);
127
128 return chi2;
129}
130
131
132Bool_t AliTrackFitterKalman::Propagate(const AliTrackPoint *p) {
133 //
134 // Propagate the track towards the measured point "p"
135 //
136
137 TMatrixDSym &cv=*fCov;
138 Double_t s=p->GetY() - fParams[1];
139 Double_t sig2=s*s/12.;
140
141 Double_t vx=fParams[3], vz=fParams[4];
142 fParams[0] += s*vx;
143 fParams[1] += s;
144 fParams[2] += s*vz;
145
146 Double_t
147 c00 = cv(0,0) + 2*s*cv(3,0) + s*s*cv(3,3) + vx*vx*sig2,
148
149 c10 = cv(1,0) + s*cv(1,3) + vx*sig2, c11=cv(1,1) + sig2,
150
151 c20 = cv(2,0) + s*(cv(4,0) + cv(2,3)) + s*s*cv(4,3) + vx*vz*sig2,
152 c21 = cv(2,1) + s*cv(4,1) + vz*sig2,
153 c22 = cv(2,2) + 2*s*cv(4,2) + s*s*cv(4,4) + vz*vz*sig2,
154
155 c30 = cv(3,0) + s*cv(3,3), c31 = cv(3,1),
156 c32 = cv(3,2) + s*cv(3,4), c33 = cv(3,3),
157
158 c40 = cv(4,0) + s*cv(4,3), c41 = cv(4,1),
159 c42 = cv(4,2) + s*cv(4,4), c43 = cv(4,3), c44 = cv(4,4);
160
161
162 cv(0,0)=c00; cv(0,1)=c10; cv(0,2)=c20; cv(0,3)=c30; cv(0,4)=c40;
163 cv(1,0)=c10; cv(1,1)=c11; cv(1,2)=c21; cv(1,3)=c31; cv(1,4)=c41;
164 cv(2,0)=c20; cv(2,1)=c21; cv(2,2)=c22; cv(2,3)=c32; cv(2,4)=c42;
165 cv(3,0)=c30; cv(3,1)=c31; cv(3,2)=c32; cv(3,3)=c33; cv(3,4)=c43;
166 cv(4,0)=c40; cv(4,1)=c41; cv(4,2)=c42; cv(4,3)=c43; cv(4,4)=c44;
167
168 return kTRUE;
169}
170
171Bool_t AliTrackFitterKalman::Update(const AliTrackPoint *p, Double_t chi2) {
172 //
173 // Update the track params using the measured point "p"
174 //
175
176 TMatrixDSym &c=*fCov;
177 const Float_t *cov=p->GetCov();
178
179 TMatrixDSym v(3);
180 v(0,0)=cov[0]+c(0,0); v(0,1)=cov[1]+c(0,1); v(0,2)=cov[2]+c(0,2);
181 v(1,0)=cov[1]+c(1,0); v(1,1)=cov[3]+c(1,1); v(1,2)=cov[4]+c(1,2);
182 v(2,0)=cov[2]+c(2,0); v(2,1)=cov[4]+c(2,1); v(2,2)=cov[5]+c(2,2);
2bece746 183 if (TMath::Abs(v.Determinant()) < 1.e-33) return kFALSE;
9c4c8863 184 v.Invert();
185
186 TMatrixD ch(5,3);
187 ch(0,0)=c(0,0); ch(0,1)=c(0,1); ch(0,2)=c(0,2);
188 ch(1,0)=c(1,0); ch(1,1)=c(1,1); ch(1,2)=c(1,2);
189 ch(2,0)=c(2,0); ch(2,1)=c(2,1); ch(2,2)=c(2,2);
190 ch(3,0)=c(3,0); ch(3,1)=c(3,1); ch(3,2)=c(3,2);
191 ch(4,0)=c(4,0); ch(4,1)=c(4,1); ch(4,2)=c(4,2);
192
193 TMatrixD k(ch,TMatrixD::kMult,v);
194
195 TMatrixD d(3,1);
196 d(0,0) = p->GetX() - fParams[0];
197 d(1,0) = p->GetY() - fParams[1];
198 d(2,0) = p->GetZ() - fParams[2];
199
200 TMatrixD x(k,TMatrixD::kMult,d);
201
202 fParams[0]+=x(0,0);
203 fParams[1]+=x(1,0);
204 fParams[2]+=x(2,0);
205 fParams[3]+=x(3,0);
206 fParams[4]+=x(4,0);
207
208 TMatrixD hc(3,5);
209 hc(0,0)=c(0,0);hc(0,1)=c(0,1);hc(0,2)=c(0,2);hc(0,3)=c(0,3);hc(0,4)=c(0,4);
210 hc(1,0)=c(1,0);hc(1,1)=c(1,1);hc(1,2)=c(1,2);hc(1,3)=c(1,3);hc(1,4)=c(1,4);
211 hc(2,0)=c(2,0);hc(2,1)=c(2,1);hc(2,2)=c(2,2);hc(2,3)=c(2,3);hc(2,4)=c(2,4);
212
213 TMatrixD s(k,TMatrixD::kMult,hc);
214
215 c(0,0)-=s(0,0);c(0,1)-=s(0,1);c(0,2)-=s(0,2);c(0,3)-=s(0,3);c(0,4)-=s(0,4);
216 c(1,0)-=s(1,0);c(1,1)-=s(1,1);c(1,2)-=s(1,2);c(1,3)-=s(1,3);c(1,4)-=s(1,4);
217 c(2,0)-=s(2,0);c(2,1)-=s(2,1);c(2,2)-=s(2,2);c(2,3)-=s(2,3);c(2,4)-=s(2,4);
218 c(3,0)-=s(3,0);c(3,1)-=s(3,1);c(3,2)-=s(3,2);c(3,3)-=s(3,3);c(3,4)-=s(3,4);
219 c(4,0)-=s(4,0);c(4,1)-=s(4,1);c(4,2)-=s(4,2);c(4,3)-=s(4,3);c(4,4)-=s(4,4);
220
221 fChi2 += chi2;
222 fNdf += 2;
223
224 return kTRUE;
225}
226
227//_____________________________________________________________________________
228Bool_t AliTrackFitterKalman::GetPCA(const AliTrackPoint &p, AliTrackPoint &i) const
229{
230 //
231 // Get the intersection point "i" between the track and the plane
232 // the point "p" belongs to.
233 //
234
235 TMatrixD t(3,1);
236 Double_t s=p.GetY() - fParams[1];
237 Double_t vx=fParams[3], vz=fParams[4];
238 t(0,0) = fParams[0] + s*vx;
239 t(1,0) = fParams[1] + s;
240 t(2,0) = fParams[2] + s*vz;
241
242 TMatrixDSym tC(3);
243 {
244 Double_t sig2=s*s/12.;
93a7cb17 245
246 tC(0,0) = vx*vx*sig2;
247 tC(1,0) = vx*sig2;
248 tC(1,1) = sig2;
249 tC(2,0) = vx*vz*sig2;
250 tC(2,1) = vz*sig2;
251 tC(2,2) = vz*vz*sig2;
9c4c8863 252
253 tC(0,1) = tC(1,0); tC(0,2) = tC(2,0);
254 tC(1,2) = tC(2,1);
255 }
256
257 TMatrixD m(3,1);
258 m(0,0)=p.GetX();
259 m(1,0)=p.GetY();
260 m(2,0)=p.GetZ();
261
262 TMatrixDSym mC(3);
263 {
264 const Float_t *cv=p.GetCov();
265 mC(0,0)=cv[0]; mC(0,1)=cv[1]; mC(0,2)=cv[2];
266 mC(1,0)=cv[1]; mC(1,1)=cv[3]; mC(1,2)=cv[4];
267 mC(2,0)=cv[2]; mC(2,1)=cv[4]; mC(2,2)=cv[5];
268 }
269
270 TMatrixDSym tmW(tC);
271 tmW+=mC;
2bece746 272 if (TMath::Abs(tmW.Determinant()) < 1.e-33) return kFALSE;
9c4c8863 273 tmW.Invert();
274
11721007 275 TMatrixD mW(tC,TMatrixD::kMult,tmW);
276 TMatrixD tW(mC,TMatrixD::kMult,tmW);
9c4c8863 277
278 TMatrixD mi(mW,TMatrixD::kMult,m);
279 TMatrixD ti(tW,TMatrixD::kMult,t);
280 ti+=mi;
281
282 TMatrixD iC(tC,TMatrixD::kMult,tmW);
283 iC*=mC;
21404e08 284 Double_t sig2=1.; // Releasing the matrix by 1 cm along the track direction
285 iC(0,0) += vx*vx*sig2;
286 iC(0,1) += vx*sig2;
287 iC(1,1) += sig2;
288 iC(0,2) += vx*vz*sig2;
289 iC(1,2) += vz*sig2;
290 iC(2,2) += vz*vz*sig2;
291
9c4c8863 292
293 Float_t cov[6]={
294 iC(0,0), iC(0,1), iC(0,2),
295 iC(1,1), iC(1,2),
296 iC(2,2)
297 };
298 i.SetXYZ(ti(0,0),ti(1,0),ti(2,0),cov);
299 UShort_t id=p.GetVolumeID();
300 i.SetVolumeID(id);
301
302 return kTRUE;
303}
304
305
306//_____________________________________________________________________________
307void
308AliTrackFitterKalman::SetSeed(const Double_t par[5], const Double_t cov[15]) {
309 //
310 // Set the initial approximation for the track parameters
311 //
312 for (Int_t i=0; i<5; i++) fParams[i]=par[i];
313 fParams[5]=0.;
314
315 delete fCov;
316 fCov=new TMatrixDSym(5);
317 TMatrixDSym &cv=*fCov;
318
319 cv(0,0)=cov[0 ];
320 cv(1,0)=cov[1 ]; cv(1,1)=cov[2 ];
321 cv(2,0)=cov[3 ]; cv(2,1)=cov[4 ]; cv(2,2)=cov[5 ];
322 cv(3,0)=cov[6 ]; cv(3,1)=cov[7 ]; cv(3,2)=cov[8 ]; cv(3,3)=cov[9 ];
323 cv(4,0)=cov[10]; cv(4,1)=cov[11]; cv(4,2)=cov[12]; cv(4,3)=cov[13]; cv(4,4)=cov[14];
324
325 cv(0,1)=cv(1,0);
326 cv(0,2)=cv(2,0); cv(1,2)=cv(2,1);
327 cv(0,3)=cv(3,0); cv(1,3)=cv(3,1); cv(2,3)=cv(3,2);
328 cv(0,4)=cv(4,0); cv(1,4)=cv(4,1); cv(2,4)=cv(4,2); cv(3,4)=cv(4,3);
329
330}