The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University...

57
The complete experiment problem of pseudoscalar meson photoproduction in a truncated partial wave analysis - Numeric investigations - Yannick Wunderlich HISKP, University of Bonn 01.07.2014

Transcript of The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University...

Page 1: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

The complete experiment problem of pseudoscalarmeson photoproduction in a truncated partial wave

analysis

- Numeric investigations -

Yannick Wunderlich

HISKP, University of Bonn

01.07.2014

Page 2: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Definition of the TPWA problem

For low-energy processes: Truncate the partial wave expansion of the fullspin amplitudes at some finite `max, e.g.

F1(W , θ) =`max∑

=0

[`M`+ + E`+]P

′`+1 (cos θ) + [(`+ 1)M`− + E`−]P

′`−1 (cos θ)

,

and insert this truncated expansion into the polarization observablesΩα (W , θ) , α = 1, . . . , 16

of pseudoscalar meson photoproduction.

Y. Wunderlich Complete experiment in a TPWA

Page 3: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Definition of the TPWA problem

For low-energy processes: Truncate the partial wave expansion of the fullspin amplitudes at some finite `max, e.g.

F1(W , θ) =`max∑

=0

[`M`+ + E`+]P

′`+1 (cos θ) + [(`+ 1)M`− + E`−]P

′`−1 (cos θ)

,

and insert this truncated expansion into the polarization observablesΩα (W , θ) , α = 1, . . . , 16

of pseudoscalar meson photoproduction.

Truncated Partial Wave Analysis

Ωα (W , θ) = sinβα θ[aα0 (W ) + aα1 (W ) cos θ + aα2 (W ) cos2 θ + . . .

]= sinβα θ

2`max+γα∑k=0

aαk (W ) cosk θ,

aαk (W ) = 〈M(W )|Cαk |M(W )〉 , |M (W )〉 = (E`± (W ) ,M`± (W ))T .

→ How many and which observables have to be measured in order touniquely solve for the multipoles E`± (W ) ,M`± (W )?

Y. Wunderlich Complete experiment in a TPWA

Page 4: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Complete sets of observables

Study of the theoretical ambiguities of the group S observables(dσdΩ

)0,Σ,P,T

according to [A. S. Omelaenko (1981)] (see also

[Wunderlich/Beck/Tiator (2014)])

200 300 400 500 600

-4

-2

0

2

4

EΓ @MeVD

H±Φ1±

Φ2L@r

adD

MAID2007

Example: `max = 1

γp → π0pI.

I.

II.

II.

Results of Ambiguity diagrams:

I. the double ambiguity can bepredicted for all orders in `max

and for all energies Eγ

II. accidential ambiguities canoccur randomly in each energybin, but cannot be predicted

Y. Wunderlich Complete experiment in a TPWA

Page 5: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Complete sets of observables

Study of the theoretical ambiguities of the group S observables(dσdΩ

)0,Σ,P,T

according to [A. S. Omelaenko (1981)] (see also

[Wunderlich/Beck/Tiator (2014)])

200 300 400 500 600

-4

-2

0

2

4

EΓ @MeVD

H±Φ1±

Φ2L@r

adD

MAID2007

Example: `max = 1

γp → π0pI.

I.

II.

II.

Results of Ambiguity diagrams:

I. the double ambiguity can bepredicted for all orders in `max

and for all energies Eγ

II. accidential ambiguities canoccur randomly in each energybin, but cannot be predicted

→ Double polarization observables capable of resolving the ambiguities:

BT : F ,G, BR: Ox ′ ,Oz ′ ,Cx ′ ,Cz ′, T R: Tx ′ ,Tz ′ , Lx ′ , Lz ′→ Examples of complete sets: σ0,Σ,T ,P,F & σ0,Σ,T ,P,G→ Can these predictions be verified using numerical TPWA fits?

Y. Wunderlich Complete experiment in a TPWA

Page 6: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Details on the multipole Fit procedure I

Two step method:

1. Fit the angular distributions of observables, parametrized by

Ωα (W , θ) =2`max+βα+γα∑

k=βα

(aL)αk (W )Pβα

k (cos θ)

⇒ Angular fit parameters(aFitL

)αk

- Absorb sinβα θ factors into the fitting functions Pβα

k (cos θ)

- Pβα

k (cos θ) have the advantage of being orthogonal for cos θ ∈ [−1, 1]

Y. Wunderlich Complete experiment in a TPWA

Page 7: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Details on the multipole Fit procedure I

Two step method:

1. Fit the angular distributions of observables, parametrized by

Ωα (W , θ) =2`max+βα+γα∑

k=βα

(aL)αk (W )Pβα

k (cos θ)

⇒ Angular fit parameters(aFitL

)αk

- Absorb sinβα θ factors into the fitting functions Pβα

k (cos θ)

- Pβα

k (cos θ) have the advantage of being orthogonal for cos θ ∈ [−1, 1]

2. Minimize the chisquare functional:

χ2 =∑α,k

((aFitL

)αk− (aL)αk (M`)

)2=∑α,k

((aFitL

)αk− 〈M`| (CL)αk |M`〉

)2

using the MATHEMATICA method

FindMinimum[χ2 (M`) , Re [E0+] , (x1)0 , . . . , Im [M`max−] , (yn)0

]and varying the real and imaginary parts of the (possibly phaseconstrained) multipoles in the fit.

Y. Wunderlich Complete experiment in a TPWA

Page 8: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Details on the multipole Fit procedure I

Two step method:

1. Fit the angular distributions of observables, parametrized by

Ωα (W , θ) =2`max+βα+γα∑

k=βα

(aL)αk (W )Pβα

k (cos θ)

⇒ Angular fit parameters(aFitL

)αk

- Absorb sinβα θ factors into the fitting functions Pβα

k (cos θ)

- Pβα

k (cos θ) have the advantage of being orthogonal for cos θ ∈ [−1, 1]

2. Minimize the chisquare functional:

χ2 =∑α,k

((aFitL

)αk− (aL)αk (M`)

)2=∑α,k

((aFitL

)αk− 〈M`| (CL)αk |M`〉

)2

using the MATHEMATICA method

FindMinimum[χ2 (M`) , Re [E0+] , (x1)0 , . . . , Im [M`max−] , (yn)0

]and varying the real and imaginary parts of the (possibly phaseconstrained) multipoles in the fit.

Problem: How to constrain the start values of the Fit parameters?Y. Wunderlich Complete experiment in a TPWA

Page 9: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Details on the multipole fit procedure II

Remark: The approach presented in the following is presumably containedimplicitly in works such as [Sandorfi, Hoblit, Kamano and Lee (2011)]. However,until now I have not found it described explicitly in the literature.

Y. Wunderlich Complete experiment in a TPWA

Page 10: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Details on the multipole fit procedure II

Remark: The approach presented in the following is presumably containedimplicitly in works such as [Sandorfi, Hoblit, Kamano and Lee (2011)]. However,until now I have not found it described explicitly in the literature.

Ansatz: Use the total cross section σ (W ). Example: ` ≤ `max = 1,

phase constraint Im[E0+

]= 0 & Re

[E0+

]> 0:

σ(W ) ≈ 4π qk

(Re[E0+

]2

+ 6Re[E1+

]2

+ 6 Im[E1+

]2

+ 2Re[M1+

]2

+2 Im[M1+

]2

+ Re[M1−

]2

+ Im[M1−

]2 )

Y. Wunderlich Complete experiment in a TPWA

Page 11: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Details on the multipole fit procedure II

Remark: The approach presented in the following is presumably containedimplicitly in works such as [Sandorfi, Hoblit, Kamano and Lee (2011)]. However,until now I have not found it described explicitly in the literature.

Ansatz: Use the total cross section σ (W ). Example: ` ≤ `max = 1,

phase constraint Im[E0+

]= 0 & Re

[E0+

]> 0:

σ(W ) ≈ 4π qk

(Re[E0+

]2

+ 6Re[E1+

]2

+ 6 Im[E1+

]2

+ 2Re[M1+

]2

+2 Im[M1+

]2

+ Re[M1−

]2

+ Im[M1−

]2 )σ (W ) constrains the intervals of the multipoles:

Re[E0+

]∈[

0,√

kqσ(W )

], . . ., Im

[M1−

]∈[−√

kqσ(W )

4π ,√

kqσ(W )

]The total cross section, being quadratic form in the multipoles, alsodefines an ellipsoid in the multipole space.

Y. Wunderlich Complete experiment in a TPWA

Page 12: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Generation of start values for FindMinimum

1. The total cross section σ(W )constrains the (8`max− 1)-dimensionalmultipole space M`.

Re[E

0+

]

M` \ Re[E0+]

Y. Wunderlich Complete experiment in a TPWA

Page 13: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Generation of start values for FindMinimum

1. The total cross section σ(W )constrains the (8`max− 1)-dimensionalmultipole space M`.

2. σ(W ) defines an (8`max − 2)-dimensional ellipsoid in M`.

Re[E

0+

]

M` \ Re[E0+]

Y. Wunderlich Complete experiment in a TPWA

Page 14: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Generation of start values for FindMinimum

1. The total cross section σ(W )constrains the (8`max− 1)-dimensionalmultipole space M`.

2. σ(W ) defines an (8`max − 2)-dimensional ellipsoid in M`.

3. Solutions to the TPWA problem lie onthe ellipsoid defined by σ(W ).

Re[E

0+

]

M` \ Re[E0+]

Y. Wunderlich Complete experiment in a TPWA

Page 15: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Generation of start values for FindMinimum

1. The total cross section σ(W )constrains the (8`max− 1)-dimensionalmultipole space M`.

2. σ(W ) defines an (8`max − 2)-dimensional ellipsoid in M`.

3. Solutions to the TPWA problem lie onthe ellipsoid defined by σ(W ).

4. The start values for theFindMinimum-Fit are chosenrandomly on the σ(W )-ellipsoid.

⇒ Monte Carlo sampling of themultipole space.

Re[E

0+

]

M` \ Re[E0+]

Y. Wunderlich Complete experiment in a TPWA

Page 16: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Generation of start values for FindMinimum

5. An attempt was made to use theχ2 (M`) for the generation of thestart values.⇒ Clustering of start configurationsnear the minima (cf. [Sandorfi, Hoblit,

Kamano and Lee (2011)]).

However, this approach has not yetbeen usable due to interminablecalculation times (usingMATHEMATICA).

Re[E

0+

]

M` \ Re[E0+]

Y. Wunderlich Complete experiment in a TPWA

Page 17: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Generation of start values for FindMinimum

6. A FindMinimum-minimization isperformed for each of the randomlygenerated start configurations.

⇒ NMC = # of M.C. startconfigurations

= # of (possibly redundant)solutions R

e[E

0+

]

M` \ Re[E0+]

Y. Wunderlich Complete experiment in a TPWA

Page 18: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to truncated MAID theory data I

Fit of group S observables σ0,Σ,T ,P generated using MAID2007multipoles (γp → π0p) up to `max = 1 (Fit `max = 1, NMC = 1000):

Y. Wunderlich Complete experiment in a TPWA

Page 19: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to truncated MAID theory data I

Fit of group S observables σ0,Σ,T ,P generated using MAID2007multipoles (γp → π0p) up to `max = 1 (Fit `max = 1, NMC = 1000):

Re[ E

0+

] [10−

3mπ

+]

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Y. Wunderlich Complete experiment in a TPWA

Page 20: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to truncated MAID theory data I

Fit of group S observables σ0,Σ,T ,P generated using MAID2007multipoles (γp → π0p) up to `max = 1 (Fit `max = 1, NMC = 1000):

Re[ E

0+

] [10−

3mπ

+]

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2DAmb/χ

2Best ≈ 1

Y. Wunderlich Complete experiment in a TPWA

Page 21: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to truncated MAID theory data I

Fit of group S observables σ0,Σ,T ,P generated using MAID2007multipoles (γp → π0p) up to `max = 1 (Fit `max = 1, NMC = 1000):

Re[ E

0+

] [10−

3mπ

+]

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2DAmb/χ

2Best ≈ 1

Y. Wunderlich Complete experiment in a TPWA

Page 22: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to truncated MAID theory data I

Fit of group S observables σ0,Σ,T ,P generated using MAID2007multipoles (γp → π0p) up to `max = 1 (Fit `max = 1, NMC = 1000):

Re[ E

0+

] [10−

3mπ

+]

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Best χ2 solutionOriginal MAID/Double

Ambiguity

Y. Wunderlich Complete experiment in a TPWA

Page 23: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to truncated MAID theory data II

Fit of observables σ0,Σ,T ,P,G generated using MAID2007 multipolesup to `max = 1 (Fit `max = 1, NMC = 1000):

Y. Wunderlich Complete experiment in a TPWA

Page 24: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to truncated MAID theory data II

Fit of observables σ0,Σ,T ,P,G generated using MAID2007 multipolesup to `max = 1 (Fit `max = 1, NMC = 1000):

Re[ E

0+

] [10−

3mπ

+]

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Y. Wunderlich Complete experiment in a TPWA

Page 25: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to truncated MAID theory data II

Fit of observables σ0,Σ,T ,P,G generated using MAID2007 multipolesup to `max = 1 (Fit `max = 1, NMC = 1000):

Re[ E

0+

] [10−

3mπ

+]

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Y. Wunderlich Complete experiment in a TPWA

Page 26: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to truncated MAID theory data II

Fit of observables σ0,Σ,T ,P,G generated using MAID2007 multipolesup to `max = 1 (Fit `max = 1, NMC = 1000):

200 300 400 500 600 700 80001234567

Re[ E

0+

] [10−

3mπ

+]

200 300 400 500 600 700 800

0

5

10

15

20

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

200 300 400 500 600 700 800

-1.0

-0.5

0.0

Re[ E

1+

]

200 300 400 500 600 700 800-20

-15

-10

-5

0

5

Im[ M

1+

]

200 300 400 500 600 700 800

-0.50.00.51.01.52.02.5

Im[ M

1−]

200 300 400 500 600 700 800-1.0

-0.5

0.0

0.5

Im[ E

1+

]

200 300 400 500 600 700 8000.00.51.01.52.02.53.0

Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Y. Wunderlich Complete experiment in a TPWA

Page 27: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to truncated MAID theory data II

Fit of observables σ0,Σ,T ,P,G generated using MAID2007 multipolesup to `max = 1 (Fit `max = 1, NMC = 1000):

200 300 400 500 600 700 80001234567

Re[ E

0+

] [10−

3mπ

+]

200 300 400 500 600 700 800

0

5

10

15

20

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

200300400500600700800

-1.0

-0.5

0.0

Re[ E

1+

]

200 300 400 500 600 700 800-20-15-10

-505

Im[ M

1+

]

200300400500600700800

-0.50.00.51.01.52.02.5

Im[ M

1−]

200300400500600700800-1.0

-0.5

0.0

0.5

Im[ E

1+

]

200 300 400 500 600 700 8000.00.51.01.52.02.53.0

Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Original MAID solution

Y. Wunderlich Complete experiment in a TPWA

Page 28: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to full MAID theory data

Fit of observables σ0,Σ,T ,P,G generated using full MAID 2007 (Fit`max = 1, NMC = 1000):

Y. Wunderlich Complete experiment in a TPWA

Page 29: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to full MAID theory data

Fit of observables σ0,Σ,T ,P,G generated using full MAID 2007 (Fit`max = 1, NMC = 1000):

Re[ E

0+

] [10−

3mπ

+]

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Y. Wunderlich Complete experiment in a TPWA

Page 30: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to full MAID theory data

Fit of observables σ0,Σ,T ,P,G generated using full MAID 2007 (Fit`max = 1, NMC = 1000):

Re[ E

0+

] [10−

3mπ

+]

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Y. Wunderlich Complete experiment in a TPWA

Page 31: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to full MAID theory data

Fit of observables σ0,Σ,T ,P,G generated using full MAID 2007 (Fit`max = 1, NMC = 1000):

200 300 400 500 600 700 8000

5

10

15

20

Re[ E

0+

] [10−

3mπ

+]

200 300 400 500 600 700 800

-15-10

-505

1015

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

200 300 400 500 600 700 800-2

-1

0

1

2

3

Re[ E

1+

]

200 300 400 500 600 700 800-4

-2

0

2

4

6

Im[ M

1+

]

200 300 400 500 600 700 800

-4-2

0246

Im[ M

1−]

200 300 400 500 600 700 800-1.5-1.0-0.5

0.00.51.01.5

Im[ E

1+

]

200 300 400 500 600 700 800-10

-5

0

5

Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Y. Wunderlich Complete experiment in a TPWA

Page 32: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to full MAID theory data

Fit of observables σ0,Σ,T ,P,G generated using full MAID 2007 (Fit`max = 1, NMC = 1000):

200 300 400 500 600 700 8000

5

10

15

20

Re[ E

0+

] [10−

3mπ

+]

200 300 400 500 600 700 800

-10

0

10

20

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

200 300 400 500 600 700 800-2

-1

0

1

2

3

Re[ E

1+

]

200 300 400 500 600 700 800-20-15-10

-505

Im[ M

1+

]

200 300 400 500 600 700 800

-4-2

0246

Im[ M

1−]

200300400500600700800-1.5-1.0-0.5

0.00.51.01.5

Im[ E

1+

]

200 300 400 500 600 700 800-10

-5

0

5

Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Original MAID solution

Y. Wunderlich Complete experiment in a TPWA

Page 33: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Effect of higher multipoles in lower (aL)αk

∆ resonance: ELABγ ' 340MeV → |M`>1|∣∣∣M∆

`≤1

∣∣∣ = |M`>1||M1+| < |E2−|

|M1+| ' 0.04

-1.0 -0.5 0.0 0.5 1.0-4

-2

0

2

4

6

T[ µb sr

]

cos θ-1.0 -0.5 0.0 0.5 1.0

-1.0-0.5

0.00.51.01.52.0

G[ µb sr

]cos θ

Y. Wunderlich Complete experiment in a TPWA

Page 34: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Effect of higher multipoles in lower (aL)αk

∆ resonance: ELABγ ' 340MeV → |M`>1|∣∣∣M∆

`≤1

∣∣∣ = |M`>1||M1+| < |E2−|

|M1+| ' 0.04

-1.0 -0.5 0.0 0.5 1.0-4

-2

0

2

4

6

T[ µb sr

]

cos θ

T =q

k

[aT1 (M`≤1)P1

1 (cos θ)

+ aT2 (M`≤1)P12 (cos θ)

]

-1.0 -0.5 0.0 0.5 1.0

-1.0-0.5

0.00.51.01.52.0

G[ µb sr

]cos θ

G =q

k

[aG2 (M`≤1)P2

2 (cos θ)]

Y. Wunderlich Complete experiment in a TPWA

Page 35: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Effect of higher multipoles in lower (aL)αk

∆ resonance: ELABγ ' 340MeV → |M`>1|∣∣∣M∆

`≤1

∣∣∣ = |M`>1||M1+| < |E2−|

|M1+| ' 0.04

-1.0 -0.5 0.0 0.5 1.0-4

-2

0

2

4

6

T[ µb sr

]

cos θ

T =q

k

[aT1 (M`≤2)P1

1 (cos θ)

+ aT2 (M`≤2)P12 (cos θ)

]

-1.0 -0.5 0.0 0.5 1.0

-1.0-0.5

0.00.51.01.52.0

G[ µb sr

]cos θ

G =q

k

[aG2 (M`≤2)P2

2 (cos θ)]

Y. Wunderlich Complete experiment in a TPWA

Page 36: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Effect of higher multipoles in lower (aL)αk

∆ resonance: ELABγ ' 340MeV → |M`>1|∣∣∣M∆

`≤1

∣∣∣ = |M`>1||M1+| < |E2−|

|M1+| ' 0.04

-1.0 -0.5 0.0 0.5 1.0-4

-2

0

2

4

6

T[ µb sr

]

cos θ

T =q

k

[aT1 (M`≤2)P1

1 (cos θ)

+ aT2 (M`≤2)P12 (cos θ)

+ aT3 (M`≤2)P13 (cos θ)

]

-1.0 -0.5 0.0 0.5 1.0-1.5-1.0-0.5

0.00.51.01.52.0

G[ µb sr

]cos θ

G =q

k

[aG2 (M`≤2)P2

2 (cos θ)

+ aG3 (M`≤2)P23 (cos θ)

]Y. Wunderlich Complete experiment in a TPWA

Page 37: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Effect of higher multipoles in lower (aL)αk

∆ resonance: ELABγ ' 340MeV → |M`>1|∣∣∣M∆

`≤1

∣∣∣ = |M`>1||M1+| < |E2−|

|M1+| ' 0.04

-1.0 -0.5 0.0 0.5 1.0-4

-2

0

2

4

6

T[ µb sr

]

cos θ

T =q

k

[aT1 (M`≤2)P1

1 + aT2 (M`≤2)P12

+ aT3 (M`≤2)P13 + aT4 (M`≤2)P1

4

]

-1.0 -0.5 0.0 0.5 1.0-1.5-1.0-0.5

0.00.51.01.52.0

G[ µb sr

]cos θ

G =q

k

[aG2 (M`≤2)P2

2 + aG3 (M`≤2)P23

+ aG4 (M`≤2)P24

]Y. Wunderlich Complete experiment in a TPWA

Page 38: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Effect of higher multipoles in lower (aL)αk

∆ resonance: ELABγ ' 340MeV → |M`>1|∣∣∣M∆

`≤1

∣∣∣ = |M`>1||M1+| < |E2−|

|M1+| ' 0.04

-1.0 -0.5 0.0 0.5 1.0-4

-2

0

2

4

6

T[ µb sr

]

cos θ

T =q

k

[aT1 (M`≤2)P1

1 + aT2 (M`≤2)P12

+ aT3 (M`≤2)P13 + aT4 (M`≤2)P1

4

]

-1.0 -0.5 0.0 0.5 1.0

-1.0-0.5

0.00.51.01.52.0

G[ µb sr

]cos θ

G =q

k

[aG2 (M`≤3)P2

2 + aG3 (M`≤3)P23

+ aG4 (M`≤3)P24

]Y. Wunderlich Complete experiment in a TPWA

Page 39: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Interference terms in bilinear forms of the (aL)αk

(aL)αk =[M∗`≤`max

M∗`>`max

]

(CL)αk(CL)αk

[(CL)αk

]† (CL)αk

M`≤`max

M`>`max

Hi

Y. Wunderlich Complete experiment in a TPWA

Page 40: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Interference terms in bilinear forms of the (aL)αk

(aL)αk =[M∗`≤`max

M∗`>`max

]

(CL)αk(CL)αk

[(CL)αk

]† (CL)αk

M`≤`max

M`>`max

Hi

=∑m,n

(M`≤)∗m [(CL)αk ]m,n (M`≤)n +∑p,q

(M`≤)∗p

[(CL)αk

]p,q

(M`>)q

+∑r ,l

(M`>)∗r

[(CL)αk

]†r ,l

(M`≤)l +∑b,c

(M`>)∗b

[(CL)αk

]b,c

(M`>)c

Y. Wunderlich Complete experiment in a TPWA

Page 41: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Interference terms in bilinear forms of the (aL)αk

(aL)αk =[M∗`≤`max

M∗`>`max

]

(CL)αk(CL)αk

[(CL)αk

]† (CL)αk

M`≤`max

M`>`max

Hi

=∑m,n

(M`≤)∗m [(CL)αk ]m,n (M`≤)n +∑p,q

(M`≤)∗p

[(CL)αk

]p,q

(M`>)q

+∑r ,l

(M`>)∗r

[(CL)αk

]†r ,l

(M`≤)l +∑b,c

(M`>)∗b

[(CL)αk

]b,c

(M`>)c

'∑m,n

(M`≤)∗m [(CL)αk ]m,n (M`≤)n + 2Re

[∑p,q

(M`≤)∗p

[(CL)αk

]p,q

(M`>)q

]︸ ︷︷ ︸

Interference term, causing trouble

Y. Wunderlich Complete experiment in a TPWA

Page 42: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to full MAID theory data, using `max > 1 multipoles

Fit σ0,Σ,T ,P,G from full MAID 2007 (Fit `max = 1, NMC = 1000,higher multipoles 1 < `max ≤ 3 are fixed parameters in lower (aL)αk ):

Y. Wunderlich Complete experiment in a TPWA

Page 43: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to full MAID theory data, using `max > 1 multipoles

Fit σ0,Σ,T ,P,G from full MAID 2007 (Fit `max = 1, NMC = 1000,higher multipoles 1 < `max ≤ 3 are fixed parameters in lower (aL)αk ):

Re[ E

0+

] [10−

3mπ

+]

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Y. Wunderlich Complete experiment in a TPWA

Page 44: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to full MAID theory data, using `max > 1 multipoles

Fit σ0,Σ,T ,P,G from full MAID 2007 (Fit `max = 1, NMC = 1000,higher multipoles 1 < `max ≤ 3 are fixed parameters in lower (aL)αk ):

Re[ E

0+

] [10−

3mπ

+]

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Y. Wunderlich Complete experiment in a TPWA

Page 45: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to full MAID theory data, using `max > 1 multipoles

Fit σ0,Σ,T ,P,G from full MAID 2007 (Fit `max = 1, NMC = 1000,higher multipoles 1 < `max ≤ 3 are fixed parameters in lower (aL)αk ):

200 300 400 500 600 700 8000

2

4

6

8

Re[ E

0+

] [10−

3mπ

+]

200 300 400 500 600 700 800

0

5

10

15

20

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

200 300 400 500 600 700 800

-1.0

-0.5

0.0

Re[ E

1+

]

200 300 400 500 600 700 800-20-15-10

-505

Im[ M

1+

]

200 300 400 500 600 700 8000.0

0.5

1.0

1.5

2.0

2.5

Im[ M

1−]

200 300 400 500 600 700 800-1.0

-0.5

0.0

0.5

Im[ E

1+

]200 300 400 500 600 700 800

0

1

2

3

4

Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Y. Wunderlich Complete experiment in a TPWA

Page 46: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Fits to full MAID theory data, using `max > 1 multipoles

Fit σ0,Σ,T ,P,G from full MAID 2007 (Fit `max = 1, NMC = 1000,higher multipoles 1 < `max ≤ 3 are fixed parameters in lower (aL)αk ):

200 300 400 500 600 700 8000

2

4

6

8

Re[ E

0+

] [10−

3mπ

+]

200 300 400 500 600 700 800

0

5

10

15

20

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

200 300 400 500 600 700 800

-1.0

-0.5

0.0

Re[ E

1+

]

200 300 400 500 600 700 800-20-15-10

-505

Im[ M

1+

]

200 300 400 500 600 700 800-0.5

0.00.51.01.52.02.5

Im[ M

1−]

200 300 400 500 600 700 800-1.0

-0.5

0.0

0.5

Im[ E

1+

]200 300 400 500 600 700 800

0

1

2

3

4

Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Original MAID solutionY. Wunderlich Complete experiment in a TPWA

Page 47: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Conclusions and Outlook

I. Model independent TPWA fit approach developed using the totalcross section σ(W ) and the MATHEMATICA routineFindMinimum

II. Statements of [A. S. Omelaenko (1981)] verified by fitting theory datastemming from MAID2007 multipoles truncated at some order`max ≤ 4 (no contributions from higher multipoles)

→ Results confirmed and consistent up to `max = 4

III. Fit method also applicable for fitting the full MAID 2007 solution

→ Contributions of the higher multipoles M`>`max to the lower angular fitparameters aαk had to be taken into account in order to obtain sensiblesolutions

Y. Wunderlich Complete experiment in a TPWA

Page 48: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Conclusions and Outlook

I. Model independent TPWA fit approach developed using the totalcross section σ(W ) and the MATHEMATICA routineFindMinimum

II. Statements of [A. S. Omelaenko (1981)] verified by fitting theory datastemming from MAID2007 multipoles truncated at some order`max ≤ 4 (no contributions from higher multipoles)→ Results confirmed and consistent up to `max = 4

III. Fit method also applicable for fitting the full MAID 2007 solution→ Contributions of the higher multipoles M`>`max to the lower angular fit

parameters aαk had to be taken into account in order to obtain sensiblesolutions

Goal: Fitting real data

Study of the influence of statistical (and later systematic) errors(bootstrapping method)

Questions: Best model/parametrization for higher multipoles?, Howto fit the charged nπ+ channel?, ...

Y. Wunderlich Complete experiment in a TPWA

Page 49: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Appendices: Fits to full MAID theory data

Fit of observables σ0,Σ,T ,P,E ,G ,H,F generated using full MAID2007 (Fit `max = 1, NMC = 1000):

Y. Wunderlich Complete experiment in a TPWA

Page 50: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Appendices: Fits to full MAID theory data

Fit of observables σ0,Σ,T ,P,E ,G ,H,F generated using full MAID2007 (Fit `max = 1, NMC = 1000):

Re[ E

0+

] /mπ

+

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

Re[ E

1+

]Im[ M

1+

]Im[ M

1−]

Im[ E

1+

]Eγ [MeV]

Re[ M

1−]

Y. Wunderlich Complete experiment in a TPWA

Page 51: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Appendices: Fits to full MAID theory data

Fit of observables σ0,Σ,T ,P,E ,G ,H,F generated using full MAID2007 (Fit `max = 1, NMC = 1000):

200 300 400 500 600 700 8000

1

2

3

4

5

Re[ E

0+

] /mπ

+

200 300 400 500 600 700 800

-505

101520

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

200 300 400 500 600 700 800

-1.0

-0.5

0.0

0.5

Re[ E

1+

]

200 300 400 500 600 700 800

-20-15-10

-505

Im[ M

1+

]

200 300 400 500 600 700 8000

1

2

3

4

Im[ M

1−]

200 300 400 500 600 700 800

-1.0

-0.5

0.0

0.5

Im[ E

1+

]

200 300 400 500 600 700 800-2

-1

0

1

2

3

Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Y. Wunderlich Complete experiment in a TPWA

Page 52: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Appendices: Fits to full MAID theory data

Fit of observables σ0,Σ,T ,P,E ,G ,H,F generated using full MAID2007 (Fit `max = 1, NMC = 1000):

200 300 400 500 600 700 80001234567

Re[ E

0+

] /mπ

+

200 300 400 500 600 700 800

-505

101520

Eγ [MeV]

Re[ M

1+

]

Constraint:Im[E0+

]= 0 & Re

[E0+

]> 0

200300400500600700800

-1.0

-0.5

0.0

0.5

Re[ E

1+

]

200 300 400 500 600 700 800

-20-15-10

-505

Im[ M

1+

]

200 300 400 500 600 700 800

0

1

2

3

4

Im[ M

1−]

200300400500600700800

-1.0

-0.5

0.0

0.5

Im[ E

1+

]

200 300 400 500 600 700 800-2

-1

0

1

2

3

Eγ [MeV]

Re[ M

1−]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Original MAID solution

Y. Wunderlich Complete experiment in a TPWA

Page 53: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Appendices: Can higher multipoles fix the overall phase?

Fit σ0,Σ,T ,P,G from full MAID 2007 (Fit `max = 1, NMC = 1000,higher multipoles 1 < `max ≤ 3), without phase constraint:

Y. Wunderlich Complete experiment in a TPWA

Page 54: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Appendices: Can higher multipoles fix the overall phase?

Fit σ0,Σ,T ,P,G from full MAID 2007 (Fit `max = 1, NMC = 1000,higher multipoles 1 < `max ≤ 3), without phase constraint:

Re

[E0

+][

10−

3mπ

+]

Eγ [MeV]

Im[E

1+

]Re

[M1−

]

Im[E

0+

]Re

[M1

+]

Im[M

1−

]

Re

[E1

+]

Eγ [MeV]

Im[M

1+

]

Y. Wunderlich Complete experiment in a TPWA

Page 55: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Appendices: Can higher multipoles fix the overall phase?

Fit σ0,Σ,T ,P,G from full MAID 2007 (Fit `max = 1, NMC = 1000,higher multipoles 1 < `max ≤ 3), without phase constraint:

Re

[E0

+][

10−

3mπ

+]

Eγ [MeV]

Im[E

1+

]Re

[M1−

]

Im[E

0+

]Re

[M1

+]

Im[M

1−

]

Re

[E1

+]

Eγ [MeV]

Im[M

1+

]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Y. Wunderlich Complete experiment in a TPWA

Page 56: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Appendices: Can higher multipoles fix the overall phase?

Fit σ0,Σ,T ,P,G from full MAID 2007 (Fit `max = 1, NMC = 1000,higher multipoles 1 < `max ≤ 3), without phase constraint:

200 300 400 500 600 700 800-6

-4

-2

0

2

Re

[E0

+][

10−

3mπ

+]

200 300 400 500 600 700 800

-1.0

-0.5

0.0

0.5

Eγ [MeV]

Im[E

1+

]

200 300 400 500 600 700 800

-3

-2

-1

0

1

Re

[M1−

]

200 300 400 500 600 700 800

0

2

4

6

Im[E

0+

]

200 300 400 500 600 700 800-10

-5

0

5

10

15

Re

[M1

+]

200 300 400 500 600 700 8000.00.51.01.52.02.53.0

Im[M

1−

]200 300 400 500 600 700 800

-0.5

0.0

0.5

1.0

Re

[E1

+]

200 300 400 500 600 700 8000

5

10

15

20

25

Eγ [MeV]

Im[M

1+

]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Y. Wunderlich Complete experiment in a TPWA

Page 57: The complete experiment problem of pseudoscalar meson ... · Yannick Wunderlich HISKP, University of Bonn 01.07.2014. De nition of the TPWA problem For low-energy processes: Truncate

Appendices: Can higher multipoles fix the overall phase?

Fit σ0,Σ,T ,P,G from full MAID 2007 (Fit `max = 1, NMC = 1000,higher multipoles 1 < `max ≤ 3), without phase constraint:

200 300 400 500 600 700 800-6

-4

-2

0

2

Re

[E0

+][

10−

3mπ

+]

200 300 400 500 600 700 800

-1.0

-0.5

0.0

0.5

Eγ [MeV]

Im[E

1+

]

200 300 400 500 600 700 800

-3

-2

-1

0

1

Re

[M1−

]

200 300 400 500 600 700 800

0

2

4

6

Im[E

0+

]

200 300 400 500 600 700 800-10

-5

0

5

10

15

Re

[M1

+]

200 300 400 500 600 700 8000.00.51.01.52.02.53.0

Im[M

1−

]200 300 400 500 600 700 800

-0.5

0.0

0.5

1.0

Re

[E1

+]

200 300 400 500 600 700 8000

5

10

15

20

25

Eγ [MeV]

Im[M

1+

]

Best χ2 solution:χ2Amb/χ

2Best ≈ 1012

Original MAID solution

Y. Wunderlich Complete experiment in a TPWA