bGesellschaft für Schwerionenforschung (GSI), 64220 Darmstadt, Germany
Phase-shift analyses of pp elastic scattering cross sections are available
(e.g. Refs. [2,3]), yielding elaborate
parametrizations that are generally in good agreement with the data. Nonetheless,
the complexity of such analyses makes them cumbersome to use for fast MC
simulations. Within this context, a few-parameter global function
of the center-of-mass (cm) scattering angle
and the total cm energy
is most convenient [4].
The two peaks are fitted with the symmetric Gaussian-like function
![]() |
(1) |
requiring three independent coefficients,
0-2.
The intermediate region was fitted with a sixth-order even polynomial
whose rank was optimized to minimize the reduced
2
function:
| (2) |
To prevent Eq. (2) from interfering with the fitting
of the peaks by Eq. (1), an "envelope" function was
devised as a weight for the former:
| (3) |
This is effectively a step function, equal to unity over the ``flat'' region of the spectrum, and decaying rapidly near the onset of the peaks. The cutoff parameter of 78 deg, once determined by trial-and-error, was fixed.
Last, adding the quadratic function
| (4) |
was found to improve the fitting by smoothing out the transition between the peaks and the intermediate region.
The full function used for fitting the SAID
cm angular-distribution spectra (Fig. 1) is:
| (5) |
All the coefficients were fitted as polynomials fni
| (6) |
with rank ni varying for each coefficient
i=0-7,
with the exception of
0
in the lower-mass region for which
| (7) |
was used instead. In the lower-mass region
0,3
were fitted up to 2.3 and 2.2 GeV/c2 respectively, to supply
enough data points for the free parameters, although above 2.1 GeV/c2
the large-mass parametrization is preferred (Fig. 2).
The full parametrization
(Table 1), obtained by substituting the invariant-mass
dependent coefficients
0-7(mpp)
into Eq. (5), is in good agreement with the SAID
spectra (dotted curves in Fig. 1).
Noting that
is an ansatz for
,
the total cross section
![]() |
(8) |
is also parametrized (Table 1), above 2.1 GeV/c2
by fitting with f
>=f5
Eq.
(6), and below, with
| (9) |
The efficiency of the RM effectively reflects in the ratio of the area under the distribution over that of the test function. In the limit of complete overlap the minimum of two flat random number calls suffices. Most commonly a straight line over the distribution function is used as the test function, a valid but generally inefficient choice. To improve the efficiency, a test function comprising of four line segments, defined by five points (Table 2), is employed (Fig. 3). A typical MC simulation of elastic pp scattering with the parametrization presented here and Pluto++ is shown in Fig. 4.
[1] P. Salabura for the HADES collaboration, Acta Phys. Polon. B27 (1996) 421.
[2] V.G.J. Stoks, R.A.M. Klomp, M.C.M. Renmeester, and J.J. de Swart, Phys. Rev. C 48 (1993) 792. http://nn-online.sci.kun.nl/NN/index.html
[3] A. Arndt and R.L. Workman, Few Body Syst. Suppl. 7 (1994) 64.
[4] M.A. Kagarlis, in preparation.
[5] Rene Brun and Fons Rademakers, Proceedings AIHENP'96 Workshop, Lausanne, Sep. 1996; Nucl. Inst. & Meth. in Phys. Res. A389 (1997) 81.
[6] F.James, CERN Program Library Long Writeup D506, CERN, 1998.
[7] W.H. Press, S.A. Teukolsky, W.T. Vetterling, and B.P. Flannery, Numerical Recipes in C : The Art of Scientific Computing, Cambridge University Press (2nd edition), Cambridge, January 1993.
[8] K.A. Jenkins, L.E. Price, R. Klem, R.J. Miller, P. Schreiner, M.L. Marshak, E.A. Peterson, and K. Ruddick, Phys. Rev. D 21 (1980) 2445.
[9] I. Ambats, D.S. Ayres, R. Dichord, A.F. Greene, S.L. Kramer, A. Lesnik, D.R. Rust, C.E.W. Ward, A.B. Wicklund, and D.D. Yovanovitch, Phys. Rev. D 9 (1974) 1179.
[10] T. Fujii, G.B. Chadwick, G.B. Collins, P.J. Duke, N.C. Hien, M.A.R. Kemp, and F. Turkot, Phys. Rev. 128 (1962) 1836.
[11] W.M. Preston, R. Wilson, and J.C. Street, Phys. Rev. 188 (1960) 579.
[12] Y.I. Azimov et al., Sov. Phys. JETP
15
(1962) 299.
| Region I. 1.9 < mpp < 2.1 GeV/c2 (28 parameters) | |||||||||||
| fn | c0 | c1 | c2 | c3 | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| f'0 | 90.16161 | -42.54657 | 250.6459 | -82.64069 | |||||||
| f1 | 81.46621 | 2.442514 | |||||||||
| f1 | -1.613531 | 1.424601 | |||||||||
| f3 | 222.9465 | -125.6755 | -23.42175 | 15.85506 | |||||||
| f2 | 1.675475 | -1.718991 | 0.4285591 | ||||||||
| f2 | -2.464428 | 2.413957 | -0.5908636 | ||||||||
| f2 | 3.266005 | -3.199807 | 0.7833496 | ||||||||
| f2 | 3.624606 | -3.551761 | 0.8713306 | ||||||||
| f |
8.62782 | -4.02031 | -1584.07 | 2923.57 | |||||||
| Region II. 2.1 < mpp < 4.2 GeV/c2 (55 parameters) | |||||||||||
| fn | c0 | c1 | c2 | c3 | c4 | c5 | c6 | c7 | c8 | c9 | |
| f2 | 208.6132 | -85.75014 | 9.606524 | ||||||||
| f3 | 9014.328 | -249.0616 | 26.35260 | 3.374141 | |||||||
| f1 | 1.403383 | 4.544666 | |||||||||
| f9 | 816000.1 | -1924544. | 1962241. | -1126850. | 397754.5 | -88173.33 | 11948.51 | -896.5965 | 27.03873 | .1756284 | |
| f9 | -535576.2 | 1179326. | -1056764. | 478358.4 | -100020.3 | -1995.474 | 5989.377 | -1358.871 | 135.3221 | -5.257673 | |
| f7 | 6069.216 | -15344.59 | 15584.70 | -8343.774 | 2567.415 | -458.0696 | 44.27438 | -1.805952 | |||
| f5 | 4072.224 | -5742.969 | 3032.050 | -734.3411 | 78.63649 | -2.664602 | |||||
| f5 | 470.0798 | -1108.074 | 924.0620 | -362.0080 | 70.10400 | -5.363294 | |||||
| f5 | -264.737 | 402.894 | -146.488 | -12.4763 | 14.8093 | -1.90930 | |||||
Table 2: The
five reference points
,
below define the test function g(
)
of Fig. (3). The prefactor in the second column is
to be multiplied by
(Table 1) evaluated at the angle of the first column,
with
fixed by the beam and target kinematics.
| × |
|
| 0.0 | 1.1 |
| 3.7 | 1.1 |
| 10.5 | 1.2 |
| 36.0 | 1.3 |
| 90.0 | 1.4 |

Fig 2: The coefficients
0-7
are derived from fitting the differential cross section spectra to Eq.
(5) (open blue circles).
The (red) curves result from fitting these
coefficients to the invariant-mass dependent functions of Table 1.
The index of each coefficient, as well as the number of required parameters
for the two itotal cm-energy regions, are indicated in each panel. The
units are consistent with differential cross sections in mb/sr, for angles
in deg and
in GeV/c2.

Fig 3: The distribution function
,
with mpp=2.994 GeV/c2 corresponding to beam
protons of Tlab=2.9 GeV, is shown (dotted red
line) with the test function g(
)
(solid green curve) defined by the five points
of Table 2 as discussed in the text. Due to the symmetry
about
=90
deg only half of the spectrum is shown. Although the sampling efficiency
depends on
and mpp, the ratio of the areas under the two curves
is indicative of the efficiency averaged over angles, for the case in hand
67.9%. In practive, this means that 67.9% of the time the first attempt
at sampling is successful.
Fig 4: A MC simulation of Nevt=50k
elastic pp scattering events is shown (red
histogram), for mpp=2.994 GeV/c2 corresponding
to incident protons of Tlab=2.9 GeV, with the parametrization
of Table 1 implemented in the code Pluto++
[4]. The calculation shown requires 11.2 CPU seconds
on a 200 MHz Linux PC. The plotted data are a compilation from Refs. [8-12]
for Tlab=2.8 - 3.0 GeV. The binning is chosen for optimum
matching in the display of the simulation and the data, with the number
of bins (135) roughly equal to that of the available data points (145).
The simulation is scaled by the factor
(see Eqs. (8-9) and the related discussion).