Introduction to analysis techniques: BW, Dalitz plots
Introduction to analysis techniques: BW, Dalitz plots
Introduction to analysis techniques: BW, Dalitz plots
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DALITZ PLOT TECHNIQUES II<br />
1<br />
Marco Pappagallo<br />
University of Glasgow<br />
Niccolo’ Cabeo School<br />
22 May 2012
OUTLINE<br />
Ø Part I<br />
Ø A bit of his<strong>to</strong>ry<br />
Ø Kinematic<br />
Ø Dynamic (Breit-Wigner, Barrier fac<strong>to</strong>rs, angular<br />
distribution)<br />
Ø How <strong>to</strong> fit a DP<br />
Ø Part II<br />
Ø Examples of DP <strong>analysis</strong><br />
2
SCALAR MESONS AND D MESON DECAYS<br />
Scalar meson candidates are <strong>to</strong>o<br />
numerous <strong>to</strong> fit in a single qq nonet. Some<br />
of them may be multiquark, glueball,<br />
meson-meson bound state, etc….<br />
Charm meson decays are a powerful <strong>to</strong>ol<br />
for investigating light quark spectroscopy:<br />
• Large coupling <strong>to</strong> scalar mesons<br />
• An initial state well defined J P = 0 -<br />
• Final spectrum not constrained by isospin and<br />
parity conservation<br />
I = 1 I = 1/2 I = 0<br />
f 0 (600)<br />
a 0 (980) κ(800)[?] f 0 (980)<br />
f 0 (1370)<br />
a 0 (1450) K* 0 (1430) f 0 (1500)<br />
f 0 (1710)<br />
3
D +<br />
S àΠ + Π-Π + DALITZ PLOT ANALYSIS<br />
E791<br />
Phys.Rev.Lett.:765,2001<br />
Phys.Lett.B585:200,2004<br />
Phys.Rev.D79:032003,2009<br />
I = 1 I = 1/2 I = 0<br />
f 0 (600)<br />
a 0 (980) κ(800)[?] f 0 (980)<br />
f 0 (1370)<br />
a 0 (1450) K* 0 (1430) f 0 (1500)<br />
f 0 (1710)<br />
4
THE D +<br />
S àΠ + Π-Π + DECAY<br />
D s +<br />
D s +<br />
π +<br />
f 0 , f 2<br />
ρ 0<br />
π +<br />
D s +<br />
D s +<br />
Ø f 0 (980), f 0 (1370), and f 2 (1270) expected<br />
π +<br />
π -<br />
π +<br />
π +<br />
ρ 0<br />
5
D +<br />
S àΠ + Π-Π + DALITZ PLOT<br />
Two identical particles<br />
in the final state<br />
Symmetrized DP<br />
Two points for each<br />
event on DP<br />
Likelihood must be<br />
symmetric as well<br />
6
D +<br />
S àΠ + Π-Π + DALITZ PLOT<br />
f 0 (980)<br />
f 0 (980)<br />
7
D +<br />
S àΠ + Π-Π + DALITZ PLOT<br />
f 2 (1270)<br />
f 2 (1270)<br />
8
D +<br />
S àΠ + Π-Π + DALITZ PLOT<br />
f 0 (1370)<br />
f 0 (1370)<br />
9
D +<br />
S àΠ + Π-Π + DALITZ PLOT<br />
ρ ???<br />
10
THE F 0 (980)<br />
The f 0 (980) has still uncertain parameters and interpretations because is just sitting<br />
at the KK threshold and strongly coupled <strong>to</strong> the KK and ππ final states<br />
Flatte’ Formula<br />
PHSP<br />
11
E791 RESULTS (900 EVTS)<br />
Ø Traditional <strong>Dalitz</strong> plot <strong>analysis</strong><br />
Ø f 0 (980) reference resonance<br />
Ø f 0 (980) and f 0 (1370) masses and widths floated<br />
12
K MATRIX FORMALISM IN Π + Π - S-WAVE<br />
Resonances in the K-matrix formalism appear<br />
as a sum of poles in the K-matrix<br />
K results<br />
Hermitian and<br />
symmetric, i.e. real<br />
and symmetric<br />
13
N RELATIVISTIC BREIT-WIGNER’S<br />
Consider two poles in a single channel:<br />
14
K MATRIX FORMALISM IN Π + Π - S-WAVE<br />
+<br />
+<br />
Pj<br />
0<br />
D<br />
0<br />
D<br />
0<br />
D<br />
π<br />
π<br />
K<br />
K<br />
+ …<br />
+<br />
π<br />
−<br />
π<br />
+<br />
π<br />
−<br />
π<br />
+<br />
π<br />
−<br />
π<br />
[I-iKρ] 1j -1<br />
K-Matrix formalism overcomes the main<br />
limitation of the <strong>BW</strong> model <strong>to</strong> parameterize<br />
large and overlapping S-wave ππ resonances.<br />
A<br />
D<br />
( s<br />
12<br />
, s<br />
13<br />
)<br />
=<br />
D 0 →K 0 π + π - amplitude<br />
<br />
F1<br />
π S−wave<br />
Provided by scattering experiment<br />
Initial production vec<strong>to</strong>r<br />
∑<br />
iδr<br />
+ are<br />
Ar<br />
( s12,<br />
s13)<br />
r <br />
<br />
π P,<br />
D−waves<br />
Kπ<br />
S,<br />
P,<br />
D−waves<br />
P<br />
∑<br />
R<br />
c<br />
[ -iKρ]<br />
F1 = I 1j Pj<br />
j<br />
I.J.R. Aitchison, Nucl. Phys. A189, 417 (1972)<br />
15<br />
a<br />
b<br />
-1
K MATRIX FORMALISM IN Π + Π - S-WAVE<br />
5 channels: 1=ππ 2=KK 3=multi-meson 4= ηη 5= ηη´<br />
V.V. Anisovich, A.V Sarantsev Eur. Phys. Jour. A16, 229 (2003)<br />
Global fit <strong>to</strong> the available data<br />
5 poles<br />
16
FOCUS RESULTS (1470 EVTS)<br />
17
MODEL INDEPENDENT PARTIAL WAVE ANALYSIS<br />
A<br />
D<br />
( s<br />
12<br />
, s<br />
13<br />
)<br />
=<br />
F<br />
1<br />
ππ S−wave<br />
∑<br />
iδr<br />
+ are<br />
Ar<br />
( s12,<br />
s13)<br />
r <br />
<br />
ππ P,<br />
D−waves<br />
ππ S-wave interpolation<br />
Ø N = 30 endpoints<br />
Ø Relaxed Cubic Spline<br />
• Piecewise cubic curve between two<br />
consecutive points<br />
• First and second derivatives are continuous<br />
• Second derivative is zero at each<br />
endpoint(Relaxed condition)<br />
Ø Adaptive binning: same number of π + π -<br />
combinations between two points<br />
18
MODEL INDEPENDENT PARTIAL WAVE ANALYSIS<br />
Spline DEMO:<br />
http://www.math.ucla.edu/~baker/java/hoefer/Spline.htm<br />
Why not S(m) = Re(c(m))+ i Im(c(m)) ?<br />
Pros<br />
• No periodicity in phase<br />
Cons<br />
• Physics is connected <strong>to</strong> module and phase<br />
• Non linear transformation (issue for the error)<br />
Used for<br />
guidelines and<br />
systematics<br />
19
BABAR RESULTS (13K EVTS)<br />
Results of an unbinned maximum likelihood fit<br />
Reference Mode<br />
Model Independent<br />
Partial Wave Analysis<br />
Sum of <strong>BW</strong>’s<br />
K-matrix Formalism<br />
• S-wave is the main contribution<br />
• Large f 2 (1270) contribution<br />
• Small ρ’s fit fractions<br />
20
Π + Π - S-WAVE<br />
• The S wave shows in both amplitude and phase the expected behavior for the f 0 (980)<br />
• Activity in the region f 0 (1370) and f 0 (1500) resonances<br />
• The S wave is small in the f 0 (600) region<br />
21
COMPARISON Π + Π - S-WAVE’S<br />
BABAR BABAR<br />
22
PHASE OF Π + Π - S-WAVE<br />
Watson Theorem<br />
Ø ππ phase should be the<br />
same up <strong>to</strong> the elastic limit<br />
Ø BUT the interaction<br />
between c and P<br />
introduces overall phase<br />
P<br />
R<br />
c<br />
a<br />
b<br />
23
D +<br />
S àK + K-Π + DALITZ PLOT ANALYSIS<br />
E687<br />
Phys.Rev.D83:052001,2011<br />
Phys.Rev.D79:072008,2009<br />
Phys.Lett.B351:591,1995<br />
I = 1 I = 1/2 I = 0<br />
f 0 (600)<br />
a 0 (980) κ(800)[?] f 0 (980)<br />
f 0 (1370)<br />
a 0 (1450) K* 0 (1430) f 0 (1500)<br />
f 0 (1710)<br />
24
THE D + àK + K- S Π + DECAY<br />
D s +<br />
D s +<br />
π +<br />
f 0 , f 2<br />
D s +<br />
K +<br />
K -<br />
π +<br />
K *0<br />
K +<br />
25
THE F 0 (980) AND A 0 (980)<br />
f 0 (980) à KK/ππ<br />
Flatte’ Formula<br />
PHSP<br />
a 0 (980) à KK/ηπ<br />
26
D + àK + K- + Π SAMPLE<br />
S<br />
Inclusive D s sample obtained with a likelihood<br />
selection using vertex separation and p*<br />
4σ<br />
Events used <strong>to</strong> obtain Bkg shape:<br />
(-10σ, -6σ) and (6σ, 10σ)<br />
101k events<br />
• No D wave in K + K -<br />
φ (1020)<br />
• No K - π + structure but a small K* 0 (1430)(~2%)<br />
Partial Wave Analysis<br />
f 0 (1700)<br />
K * (892) 0<br />
27
MOMENTS<br />
Let N be the number of events for a given mass interval:<br />
Using the orthogonality condition, the coefficients in<br />
the expansion are obtained from<br />
θ n is the value of theta for the n-th event<br />
28
PARTIAL WAVE ANALYSIS<br />
S.U. Chung, Phys. Rev. D56, 7299(1997):<br />
0 0 1 0 3 0 5 0 ⎛⎛3 2 1⎞⎞<br />
I( θ)<br />
= ∑ YLYL= Y0+ Y1cosθ+<br />
Y2 ⎜⎜ cosθ−<br />
π π<br />
⎟⎟<br />
L<br />
4π<br />
4 4 ⎝⎝ 2 2⎠⎠<br />
Hp: Lmax<br />
=<br />
M( θ)<br />
= ∑ ALYL = S + P cos θ<br />
L<br />
π π<br />
0<br />
1 1 3<br />
4 4<br />
2 1 3<br />
I( θ ) = M(<br />
θ)<br />
= S+ Pcos θ<br />
4π 4π<br />
⎧⎧ 0 2 2<br />
4π<br />
Y0<br />
= S + P<br />
⎪⎪<br />
⎪⎪<br />
0<br />
⎨⎨ 4π Y1<br />
= 2 S P cosφ<br />
⎪⎪<br />
0 2 2<br />
⎪⎪⎩⎩<br />
4π Y2<br />
= P<br />
5<br />
2<br />
SP<br />
29
PARTIAL WAVE ANALYIS AT K + K -<br />
Events weighted by the spherical harmonic Y 0 ℓ (cos θ KK )(ℓ=0,1,2)<br />
π +<br />
Ds +<br />
θKK<br />
• Background subtracted<br />
• Efficiency corrected<br />
• Phase space corrected<br />
Phenomenological description<br />
of the S wave <strong>to</strong> be used in the<br />
DP <strong>analysis</strong><br />
Solid line is the result of a<br />
binned fit (Breit-Wigner 30 for the<br />
P wave and a “Breit-Wigner<br />
like” function for the S wave)
MODEL INDEPENDENT EXTRACTION OF P-WAVE<br />
[I.E. Φ(1020)] AND S-WAVE[I.E. F 0 (980)] RATIOS<br />
S-P interference<br />
integrates <strong>to</strong> zero<br />
Phase space fac<strong>to</strong>r<br />
31
D + àK + K- S Π + RESULTS<br />
Reference Mode<br />
Results of an unbinned maximum likelihood fit<br />
BaBar CLEO<br />
Ø K*(892) 0 and f 0 (1370) masses and widths are<br />
floated parameters<br />
Ø f 0 (980) parameterized by the effective<br />
parameterization extracted by the PWA<br />
Ø χ2 computed by an adaptive binning algorithm<br />
• Decay dominated by vec<strong>to</strong>r<br />
intermediated resonances<br />
Ø K*(892) 0 and f0 (1370) masses and widths are<br />
floated parameters<br />
Ø f 0 (980) parameterized by a Flatte formula<br />
• Contribution from K* 1 (1410),<br />
K 2 (1430), κ(800), f 0 (1500),<br />
f 2 (1270), f 2 ’(1525) consistent<br />
with zero<br />
K*(892) 0 width<br />
5 MeV lower<br />
than PDG08<br />
32
K + K - MOMENTS<br />
Each event was weighted by the spherical<br />
harmonic Y0 ℓ (cos θKK ) (ℓ=1,2,3)<br />
f 0 (980)/φ (1020)<br />
interference<br />
π +<br />
D s +<br />
θKK<br />
33
K - Π + MOMENTS<br />
Each event was weighted by the spherical<br />
harmonic and Y0 ℓ (cos θKπ ) (ℓ=1,2,3) K<br />
D +<br />
s +<br />
Small S-P<br />
interference ⇒<br />
No κ(800) ?<br />
θ Kπ<br />
34
Π + Π - AND K + K - S-WAVE COMPARISON<br />
Remarks:<br />
• Agreement between K + K - S wave and π + π - S waves<br />
despite the interferences with the other scalar mesons<br />
(especially in the π + π - system)<br />
• Agreement between the KK S waves extracted by D 0<br />
and D s decays. Are f 0 (980) and a 0 (980) 4-quark states?*<br />
*L. Maiani, A. D. Polosa, and V. Riquer, Phys. Lett.B651, 129 (2007)<br />
K<br />
35<br />
+ K- and π + π- S waves extracted by a Model<br />
Independent way. Opportunity <strong>to</strong> obtain new<br />
information about f0 (980)!
D + àK - Π + Π + DALITZ PLOT ANALYSIS<br />
Phys.Rev.D73:032004,2005 E791<br />
Phys.Rev.D78:052001,2008<br />
I = 1 I = 1/2 I = 0<br />
f 0 (600)<br />
a 0 (980) κ(800)[?] f 0 (980)<br />
f 0 (1370)<br />
a 0 (1450) K* 0 (1430) f 0 (1500)<br />
f 0 (1710)<br />
36
D + àK - Π + Π + DALITZ PLOT<br />
K * (892) 0<br />
140k events<br />
K * (892) 0<br />
E791<br />
S wave<br />
interfering with<br />
K * (892) 0<br />
37
SCALAR MESON K(800) AND D + àK - Π + Π +<br />
Reference Mode<br />
Breit-Wigner<br />
E791 CLEO-c<br />
No. Events 15090(Purity=94%) 140793(Purity=99%)<br />
Isobar MIPWA Isobar Isobar MIPWA<br />
Fit Fraction(%) Fit Fraction(%)<br />
K*(892) 0 π + 12.6±1.6 11.9±0.2±2.6 11.2±0.2±2.0 5.15±0.24 4.94±0.23<br />
K*1(1680) 0 π + 2.1±0.4 1.2±0.6±1.2 1.28±0.04±0.28 0.238±0.024 0.098±0.059<br />
K*2(1430) 0 π + 0.5±0.1 0.2±0.1±0.1 0.38±0.02±0.03 0.124±0.011 0.102±0.020<br />
NR 16.1±5.3 ------- 8.9±0.3±1.4 38.0±1.9 -------<br />
κ(800)π + 45.6±10.7 ------- 33.2±0.4±2.4 8.5±0.5 -------<br />
K* 0 (1430) 0 π + 12.2±1.3 ------- 10.4±0.6±0.5 7.53±0.65 6.65±0.31<br />
K - π + S-wave ------- 78.6±1.4±1.8 ------- ------- 41.9±1.9<br />
I=2 π + π + S wave ------- ------- ------- 13.4±2.3 15.5±2.8<br />
χ 2 /ν 1.08 1.00 1.36 1.10 1.03<br />
E791:“At the statistical level of this experiment,<br />
differences between the MIPWA and the isobar model<br />
result are not found <strong>to</strong> be significant, and both provide<br />
good descriptions of the data”<br />
CLEO-c: “The addition of the I=2 ππ S wave <strong>to</strong><br />
either the isobar model or the model-independent<br />
38<br />
partial wave approach is the key piece that gives<br />
good agreement with data in both cases”
K - Π + S-WAVE<br />
Dashed curves = ±1σ of S wave<br />
parameters in the isobar model<br />
E791<br />
K* 0 (1430)<br />
phase motion<br />
Low Kπ enhancement removed<br />
by including I=2 ππ S-wave<br />
Flat distribution if<br />
K* 0 (1430) removed<br />
39
TEST OF WATSON’S THEOREM<br />
S wave<br />
P wave<br />
D wave<br />
E791<br />
Solid curves = ±1σ of S wave<br />
parameters in MIPWA<br />
S, P, D Kπ wave<br />
(I=1/2) from LASS<br />
(K - p → K - π + n)<br />
40
I = 1 I = 1/2 I = 0<br />
f 0 (600)<br />
a 0 (980) κ(800)[?] f 0 (980)<br />
f 0 (1370)<br />
a 0 (1450) K* 0 (1430) f 0 (1500)<br />
D 0 àK + K - Π 0 DALITZ PLOT ANALYSIS<br />
Phys.Rev.D76:011102,2007<br />
Phys.Rev.D74:031108(R),2006<br />
f 0 (1710)<br />
41
D 0 àK + K - Π 0 DALITZ PLOT<br />
φ (1020)<br />
K*(982) -<br />
11.2k events<br />
Motivation<br />
• Nature of Kπ S wave below 1.4 GeV<br />
• Is there a charged κ(800) + state?<br />
• Nature of f 0 (980)/a 0 (980): KK wave<br />
K*(982) +<br />
42
FIT RESULTS OF D 0 àK + K - Π 0<br />
Breit-Wigner<br />
Reference Mode<br />
LASS<br />
parameterization<br />
CLEO-c BaBar<br />
No. Events 735 11200<br />
Decay Mode Fit Fraction(%) Fit Fraction(%)<br />
f 0 (980)π 0 ------- ------- 6.7±1.4±1.2 10.5±1.1±1.2<br />
[a 0 (980)π 0 ] ------- ------- [6.0±1.8±1.2] [11.0±1.5±1.2]<br />
φ(1020)π 0 14.9±1.6 16.1±1.9 19.3±0.6±0.4 19.4±0.6±0.5<br />
f' 2 (1525)π 0 ------- ------- 0.08±0.04±0.05 -------<br />
κ(800) + K - ------- 12.6±5.<br />
8<br />
------- -------<br />
K + π 0 S wave ------- ------- 16.3±3.4±2.1 71.1±3.7±1.9<br />
K*(892) + K - 46.1±3.1 48.1±4.<br />
5<br />
45.2±0.8±0.6 44.4±0.8±0.6<br />
K*(1410) + K - ------- ------- 3.7±1.1±1.1 -------<br />
κ(800) - K + ------- 11.1±4.7 ------- -------<br />
K - π 0 S wave ------- ------- 2.7±1.4±0.8 3.9±0.9±1.0<br />
K*(892) - K + 12.3±2.2 12.9±2.<br />
6<br />
16.0±0.8±0.6 15.9±0.7±0.6<br />
K*(1410) - K + ------- ------- 4.8±1.8±1.2 -------<br />
NR 36.0±3.7 ------- ------- -------<br />
CLEO: “ A m b i g u i t y<br />
between a NR and a<br />
Breit-Wigner kappa”<br />
BaBar:<br />
• Lass amplitude is<br />
favoured. E791 amplitude<br />
used for systematics<br />
• Ambiguity between a<br />
large K + π 0 S wave and<br />
K*(1410), f’ 2 (1525)<br />
• No higher f 0 states<br />
• No charged kappa<br />
43
PARTIAL WAVE ANALYSIS IN K + K -<br />
44
D 0 àΠ + Π - Π 0 DALITZ PLOT ANALYSIS<br />
Phys.Rev.Lett.99,251801,2007<br />
45
ρ(770)<br />
+<br />
D 0 àΠ + Π - Π 0 DALITZ PLOT<br />
ρ(770)<br />
-<br />
Six-fold symmetry<br />
45k events<br />
ρ(770)<br />
0<br />
Although states of isospin zero, one, and two are<br />
possible in principle, the <strong>Dalitz</strong> plot shows strong<br />
depopulation along each of its symmetry axes,<br />
characteristic of a final state with isospin zero<br />
Zemach, Phys.Rev.133(1964), B1201<br />
• No natural explanation in the<br />
usual fac<strong>to</strong>rization picture<br />
• Unknown broad state coupling<br />
strongly <strong>to</strong> 3 pions?<br />
46<br />
*M. Gaspero et al., Phys. Rev.D78, 014015 (2008)<br />
*B. Bhattacharya et al., Phys.rev.D81, 096008 (2010)
I = 1 I = 1/2 I = 0<br />
f 0 (600)<br />
a 0 (980) κ(800) f 0 (980)<br />
f 0 (1370)<br />
a 0 (1450) K* 0 (1430) f 0 (1500)<br />
D + àΠ + Π - Π + DALITZ PLOT ANALYSIS<br />
Phys.Rev.D76:012001,2007<br />
Phys.Lett.B585:200,2004<br />
Phys.Rev.Lett.:765,2001 E791<br />
f 0 (1710)<br />
47
D + àΠ + Π - Π + DALITZ PLOT<br />
K 0 s ve<strong>to</strong><br />
No visible structures:<br />
Ø Decay dominated by S wave<br />
Ø 50% of events are background<br />
48
FIT RESULTS OF D + àΠ + Π - Π +<br />
E791 FOCUS CLEO-c<br />
No. Events ≈1170 ≈1500 ≈2600(Purity=55%)<br />
Model Isobar K-Matrix Isobar Schechter Achasov<br />
f 0 (600)π + 46.3±9.0±2.1 ------- 41.8±2.9 ------- -------<br />
f 0 (980)π + 6.2±1.3±0.4 ------- 4.1±0.9 ------- -------<br />
Low S wave ------- ------- “45.9±3.0” 43.4±11.8 75±7<br />
f 0 (1370)π + 2.3±1.5±0.8 ------- 2.6±1.9 2.6±1.7 3.2±0.7<br />
f 0 (1500)π + ------- ------- 3.4±1.3 4.3±2.4 4.0±0.8<br />
NR 7.8±6.0±2.7 ------- ------- ------- -------<br />
S wave π + ------- 56.0±3.2±2.1 ------- ------- -------<br />
ρ(770) 0 π + 33.6±3.2±2.2 30.8±3.1±2.3 20.0±2.5 19.6±7.4 18.4±4.0<br />
ρ(1450) 0 π + 0.7±0.7±0.3 ------- ------- ------- -------<br />
f 2 (1270)π + 19.4±2.5±0.4 11.7±1.9±0.2 18.2±2.7 18.4±7.4 23.2±5.0<br />
I=2 π + π + S wave ------- ------- ------- ------- 16.6±3.2<br />
49
Π + Π - S-WAVE<br />
Dotted curves = ±1σ of<br />
S wave parameters in<br />
the isobar model<br />
“The S wave shapes are quite<br />
similar up <strong>to</strong> the interplay<br />
with other resonances, and<br />
with the data set we have in<br />
hand we are not sensitive <strong>to</strong><br />
the details of the S wave<br />
parametrization.”<br />
Magnitude Phase<br />
With a 10x statistics, a<br />
MIPWA could distinguish<br />
between different models<br />
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SEARCH FOR CP VIOLATION IN D + àK + K - Π +<br />
Phys.Rev.D84:112008,2011<br />
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MIRANDA PROCEDURE<br />
Model-independent<br />
search for CP violation<br />
No CP violation<br />
Number of particles Number of anti-particles<br />
CP violation<br />
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SEARCH FOR CP VIOLATION<br />
Luminosity = 35 pb -1<br />
N. Evts = 350k<br />
No CP violation so far…..but data<br />
collected in 2011 ~ 1fb -1 and more in 2012<br />
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FROM D TO B MESONS<br />
D 0 àK - π + π 0 B 0 àK - π + π 0<br />
Same model?<br />
B <strong>Dalitz</strong> plot features:<br />
54<br />
Ø Large NR component<br />
Ø Large (destructive) interferences as well<br />
Ø Total fit fraction ~ 300%
CONCLUSION<br />
World effort <strong>to</strong>wards understanding the 3-body decay<br />
International cooperation “Les Nabis”<br />
Experimentalists:<br />
Ø Improve selection of signals<br />
Ø Understand efficiency and background<br />
Ø Binning <strong>analysis</strong> (Miranda procedure and many others)<br />
Ø Make fitter faster (DP with several million of events are<br />
already on tape)<br />
Ø Improve minimization<br />
Ø Parallel computation<br />
Ø Graphics Processing Unit (GPU)<br />
Theorists:<br />
Ø Rescattering effects<br />
Ø 3-body unitary<br />
Ø Model independent <strong>analysis</strong><br />
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CONCLUSION(2)<br />
<strong>Dalitz</strong> <strong>plots</strong> play a fundamental role in<strong>to</strong> the front line<br />
of flavour physics.<br />
High statistical data are available and allow <strong>to</strong> explore:<br />
Ø Angles of The Unitary Triangle<br />
Ø Physics beyond the SM by the search of CP violation<br />
Ø Light meson spectroscopy<br />
Ø Discovery of new states<br />
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