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References - Bogoliubov Laboratory of Theoretical Physics - JINR

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Finally the COMPASS reconstruction program CORAL is used on the simulated events.<br />

This procedure allows to take into account all effects related to real data taking as acceptance,<br />

efficiency <strong>of</strong> the detector, reconstruction procedure efficiency etc, see [1]. The<br />

simulated event sample after all selection criteria applied [2] are used for computing aLL<br />

event-by-event basis. The calculated analyzing powers, aLL, are then parameterized by<br />

set <strong>of</strong> kinematical quantities like Q 2 or pT <strong>of</strong> D 0 meson, accessible in the direct measurement<br />

for every event. A multi-dimensional Neural Network (NN) approach for the<br />

parameterization is used what allows to treat correctly correlations between kinematical<br />

variables [9]. After training on the MC sample the Neural Network is run on the real<br />

data computing aLL for every real event. Finally aLL is used to construct the statistical<br />

weight.<br />

In the NLO QCD approximation however the problem with Phase Space for gluon<br />

emission processes appears. LO QCD approach in MC is not able to reproduce correctly<br />

kinematics <strong>of</strong> the events unless the so-called Parton Shower is switched on in the generation.<br />

The PS concept has been developed to improve the real data description by MC and<br />

allows to simulate multi-gluon emissions in some approximation [8]. Energy <strong>of</strong> all gluons<br />

emitted in the PS in the event can be considered as a limit <strong>of</strong> integration over unobserved<br />

gluons associated with the NLO QCD real corrections to PGF process. This procedure<br />

allows to calculate polarized and unpolarized cross sections in the LO and NLO QCD<br />

approximation, where real gluon emissions are integrated out over energy allowed by PS<br />

emissions in the event. The calculation <strong>of</strong> the analyzing power is then straightforward.<br />

Two important problems, however, related to the method using PS concept appears.<br />

First, the CMS energy <strong>of</strong> the simulated event can be calculated using final charmanticharm<br />

pair, or using initial photon-gluon system. In the LO QCD approximation<br />

there is no difference due to energy-momentum conservation but it is not longer true in<br />

the case <strong>of</strong> PS switched on. Performing integration over unobserved gluons with CMS<br />

energy <strong>of</strong> the event determined on the partonic level by heavy quark system the gluon<br />

distribution should be included into integrand function because <strong>of</strong> the fact that xg, the<br />

momentum fraction carried by initial gluon is related to the energy <strong>of</strong> the real gluon emitted<br />

in the PS. It required the assumption about gluon distribution what is not convenient<br />

in the ”direct” gluon polarization measurement. Therefore the CMS energy <strong>of</strong> the event<br />

on the partonic level should be defined by initial photon-gluon system. This case is even<br />

more similar to the real data analysis where only one charmed meson is reconstructed.<br />

The integrand contains only calculable partonic cross sections while gluon distribution is<br />

factorized as in the LO QCD. In the calculations presented in this paper both possibilities<br />

have been considered to check the potential effect related to this inconsistency in the<br />

treatment <strong>of</strong> the partonic kinematics and the three different polarized gluon distribution<br />

models were used.<br />

The second problem is related to the fact that PS concept is not equivalent to MC in<br />

the NLO QCD approximation. There is still a big discussion how to use LO MC with PS to<br />

simulate effectively correct NLO processes but the subject is difficult and the satisfactory<br />

solutions exist only in some cases [10]. To test the correctness <strong>of</strong> the proposed method<br />

based on the LO MC with PS for PGF process for charm muoproduction the kinematics<br />

<strong>of</strong> the events with real gluon emission has been generated using uniformly distributed<br />

kinematical variables and then the events were weighted by the cross section calculated<br />

in the NLO QCD approximation (weighted MC method). This method guarantees that<br />

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