Investigation of High Energy Behaviour of HERA Data
Agnieszka Luszczak, Henri Kowalski

TL;DR
This paper analyzes HERA data to study how the structure function $F_2$ rises at low and very-low-$x$ regions, revealing a systematic difference in the rise rate that may have physical implications.
Contribution
It presents a detailed analysis of the $F_2$ structure function at very low-$x$ using $\lambda$-Fits, highlighting a systematic difference in the rise rate between low and very-low-$x$ regions.
Findings
$\lambda$ is smaller in very-low-$x$ compared to low-$x$ regions.
The difference in $\lambda$ varies with $Q^2$.
Physical interpretations of the observed effect are discussed.
Abstract
We analyse the high precision HERA data in the low- regions, and the very-low-, , regions using -Fits. is a measure of the rate of rise of defined by . We show that determined in these two regions, at various values, is systematically smaller in the very-low- region as compared to the low- region. We discuss some possible physical interpretations of this effect.
| 0.110 | 0.008 | 10 | 0.850 | 0.110 | 0.0081 | 10 | 0.850 | |
| 0.082 | 0.009 | 7 | 0.915 | 0.082 | 0.009 | 7 | 0.915 | |
| 0.100 | 0.009 | 7 | 0.768 | 0.100 | 0.009 | 7 | 0.768 | |
| 0.121 | 0.011 | 7 | 0.813 | 0.121 | 0.011 | 7 | 0.813 | |
| 0.150 | 0.014 | 7 | 0.759 | 0.150 | 0.014 | 7 | 0.759 | |
| 0.133 | 0.013 | 8 | 2.074 | 0.133 | 0.013 | 8 | 2.074 | |
| 0.142 | 0.009 | 10 | 1.741 | 0.142 | 0.009 | 10 | 1.741 | |
| 0.159 | 0.007 | 10 | 1.246 | 0.159 | 0.007 | 10 | 1.246 | |
| 0.169 | 0.005 | 12 | 1.745 | 0.168 | 0.007 | 10 | 1.462 | |
| 0.173 | 0.004 | 18 | 1.391 | 0.168 | 0.007 | 16 | 1.485 | |
| 0.189 | 0.004 | 13 | 1.908 | 0.192 | 0.008 | 10 | 2.347 | |
| 0.200 | 0.003 | 29 | 0.990 | 0.189 | 0.008 | 25 | 1.002 | |
| 0.208 | 0.004 | 34 | 1.252 | 0.192 | 0.009 | 27 | 1.047 | |
| 0.226 | 0.007 | 5 | 1.005 | 0.205 | 0.024 | 2 | 0.518 | |
| 0.215 | 0.005 | 33 | 1.016 | 0.202 | 0.009 | 24 | 0.715 | |
| 0.237 | 0.003 | 32 | 1.217 | 0.219 | 0.010 | 21 | 1.303 | |
| 0.242 | 0.003 | 11 | 0.401 | 0.234 | 0.012 | 6 | 0.358 | |
| 0.258 | 0.007 | 11 | 0.961 | 0.241 | 0.018 | 6 | 0.601 | |
| 0.267 | 0.004 | 10 | 0.632 | 0.267 | 0.020 | 5 | 0.136 | |
| 0.280 | 0.003 | 35 | 1.144 | 0.251 | 0.021 | 13 | 1.759 | |
| 0.292 | 0.004 | 33 | 0.877 | 0.263 | 0.057 | 5 | 1.085 | |
| 0.313 | 0.005 | 32 | 1.274 | |||||
| 0.332 | 0.009 | 10 | 0.812 | |||||
| 0.321 | 0.007 | 27 | 0.925 | |||||
| 0.352 | 0.008 | 31 | 0.506 | |||||
| 0.339 | 0.011 | 17 | 1.101 | |||||
| 0.373 | 0.010 | 16 | 0.545 | |||||
| 0.417 | 0.014 | 13 | 0.727 |
| 0.0957 | 0.008 | 10 | 0.850 | 0.0957 | 0.008 | 10 | 0.850 | |
| 0.143 | 0.013 | 7 | 0.915 | 0.143 | 0.014 | 7 | 0.915 | |
| 0.136 | 0.013 | 7 | 0.768 | 0.136 | 0.013 | 7 | 0.768 | |
| 0.133 | 0.015 | 7 | 0.813 | 0.133 | 0.015 | 7 | 0.813 | |
| 0.120 | 0.018 | 7 | 0.759 | 0.120 | 0.018 | 7 | 0.759 | |
| 0.170 | 0.022 | 8 | 2.074 | 0.170 | 0.022 | 8 | 2.074 | |
| 0.180 | 0.016 | 10 | 1.741 | 0.184 | 0.016 | 10 | 1.741 | |
| 0.172 | 0.012 | 10 | 1.246 | 0.172 | 0.012 | 10 | 1.246 | |
| 0.179 | 0.008 | 12 | 1.745 | 0.181 | 0.012 | 10 | 1.462 | |
| 0.195 | 0.007 | 18 | 1.391 | 0.203 | 0.012 | 16 | 1.485 | |
| 0.191 | 0.007 | 13 | 1.908 | 0.186 | 0.0013 | 10 | 2.347 | |
| 0.201 | 0.006 | 29 | 0.990 | 0.221 | 0.015 | 25 | 1.002 | |
| 0.211 | 0.007 | 34 | 1.252 | 0.234 | 0.016 | 27 | 1.047 | |
| 0.192 | 0.010 | 5 | 1.005 | 0.226 | 0.044 | 2 | 0.518 | |
| 0.225 | 0.008 | 33 | 1.016 | 0.247 | 0.018 | 24 | 0.715 | |
| 0.202 | 0.005 | 32 | 1.217 | 0.232 | 0.019 | 21 | 1.303 | |
| 0.208 | 0.005 | 11 | 0.401 | 0.218 | 0.021 | 6 | 0.358 | |
| 0.197 | 0.010 | 11 | 0.961 | 0.223 | 0.030 | 6 | 0.601 | |
| 0.196 | 0.005 | 10 | 0.632 | 0.195 | 0.029 | 5 | 0.136 | |
| 0.193 | 0.005 | 35 | 1.144 | 0.239 | 0.037 | 13 | 1.759 | |
| 0.190 | 0.005 | 33 | 0.877 | 0.234 | 0.096 | 5 | 1.085 | |
| 0.179 | 0.005 | 32 | 1.274 | |||||
| 0.164 | 0.009 | 10 | 0.812 | |||||
| 0.188 | 0.008 | 27 | 0.925 | |||||
| 0.163 | 0.008 | 31 | 0.506 | |||||
| 0.183 | 0.011 | 17 | 1.101 | |||||
| 0.158 | 0.008 | 16 | 0.545 | |||||
| 0.129 | 0.010 | 13 | 0.727 |
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsParticle physics theoretical and experimental studies · Geomagnetism and Paleomagnetism Studies · Cosmology and Gravitation Theories
**Investigation of High Energy Behaviour
of HERA Data **
A. Luszczak 1 and H. Kowalski 2
1* T.Kosciuszko, Cracow University of Technology, Institute of Physics, st. Podchorazych 1, 30-084 Krakow, Poland
2* Deutsches Elektronen-Synchrotron DESY, Berlin and Hamburg, Germany
Abstract
We analyse the high precision HERA data in the low-, , and very-low-, , regions using -fits. is a measure of the rate of rise of defined by . We show that determined in these two regions, at various values, is systematically smaller in the very-low- region as compared to the low- region. We discuss some possible physical interpretations of this effect.
1 Introduction
From the first measurements of HERA it was already known, that the rise of with diminishing can be described by a simple parametrisation; , where the parameter is a function of [1]. The observed values of are increasing with , at GeV2 is about 0.1 and at GeV2 is about 0.4.
Before HERA, it was expected that the virtual photon-hadron cross section, , should rise with energy in a similar way as the hadronic cross sections. The value of the exponent , obtained from the analysis of hadron-hadron scattering data, was about 0.08 and it was expected that this value should be universal, i.e. independent of the type of reaction and of [2]. The physical motivation behind this expectation relied on the fact that in the low- region the interaction time is very long (in the proton rest frame it is given by )) and therefore the incoming virtual photon has enough time to get ”dressed”, i.e. to behave like a hadron.
The observation of values, which were sizeably larger than 0.08 and were rising with was a clear sign that is measuring a fundamental partonic process, since in QCD the phase space for gluon emission grows quickly with increasing and decreasing . One of the possible physical interpretations of the parameter is that it is a rate of gluon emissions per unit of rapidity, see e.g. [1].
Long before HERA, it was known from QCD, that the gluon density, in the double asymptotic limit of and , should behave as
[TABLE]
where is a know constant and is the QCD scale [3, 4], i.e. grows with decreasing and increasing . The same double asymptotic limit is also derived in BFKL [5], see e.g. the discussion in [6].
In the HERA region, i.e. well below the double asymptotic domain, the data can be well described, including the behaviour, by fitting the starting density distributions of quarks and gluons with DGLAP. The final, high precision HERA data has shown, however, that something is missing in these fits [7]. There is now a growing consensus that the observed discrepancies are due to the BFKL effects in the low- region, where DGLAP evolution should not be valid, see e.g. [8].
Before HERA, the standard prediction of BFKL was that , in the low- region, should be dominated by the leading singularity, i.e , with (in NLO) [9, 10]. This prediction, obtained from the evaluation of the BFKL amplitude in the Mellin space using the saddle point approximation, was in clear contradiction with the observed increase of the exponent with . In an alternative approach, Lev Lipatov proposed [11] to introduce the infrared cutoff, which leads to a discrete BFKL pole structure when the running of the strong coupling constant, , is taken into account. It was then shown that the combined effect of these poles reproduces the observed behaviour of the parameter [12] and provides an excellent fit to the high precision HERA data, in the very low region, and GeV2 [13].
The investigation of ref. [13] led to an unexpected result: the data were described by the sub-leading poles only. Moreover, it was found that the leading pole has to be in the saturation or even non-perturbative region, so that its contribution to the investigated region had to be negligible. The second pole, which is leading for GeV2, has , i.e. a substantially lower value than the values of the observed ’s in this region. This result leads to the expectation that at very low one could observe a substantially lower values of .
Another interesting feature of HERA data was pointed out in ref. [14], where it is shown that the logarithmic linearity of HERA data, , has to break down. The argument is simple; the cross section, , is smaller for larger but it rises faster with diminishing . Therefore, there is a cross over point, at about , where the cross sections for larger ’s are becoming larger than the cross sections for smaller . This is a contradiction because the cross section of a smaller projectile cannot be larger than the cross section of a larger one (the transverse size of the incoming photon is given by ).
All this provides a motivation to refit the HERA high precision data [7] with the parametrisation, , using the full set of statistical and correlated systematic errors. We want to see whether the logarithmic linearity still holds or whether we can see any change in the rate of rise, , with diminishing .
2 Description of fits
We determine the parameter from a fit of the function to the final, high precision H1 and ZEUS data, measured at HERA [7]. Here, is a normalisation constant dependent on . The fits are made in the range and , for each value separately, with GeV2. The final data are given as reduced cross sections, which are connected to and by:
[TABLE]
with , where denotes the inelasticity parameter. In the selected kinematic region, the contribution of the structure function can be neglected. Following the discussion of the properties of in the H1 papers [15, 16], we assume that is proportional to . This is also in agreement with the ZEUS results, see e.g. [18, 17]. We have then
[TABLE]
where . The evaluation of shows that the ratio is only weakly dependent on and , especially in the kinematic region of the present investigation, [16, 17]. Thus we assumed , in agreement with data, the QCD DGLAP predictions and the dipole models [19, 20, 21, 22].
The results of the fits are given in Tables 1 and 2. Table 1 shows the values of constant with its error for two low- regions, and . Table 2 show the values of constant and its errors in the same regions. In both Tables we give also the values of of the individual fits divided by the number of degrees of freedom, . (The values of ’s and ’s are the same in both Tables as the constants and are determined in the same fit.) The number of degrees of freedom is given by the number of experimental points used in the fit, at a given value, lowered by the number of parameters of the fit, i.e. 2.
Table 1 shows that the fits are of good quality, as the average value of is 1.05, at . The fits in the region are of similar quality. In our analysis we concentrate on the region between GeV2, for which the measurements in the low- and the very-low- region overlaps and are different. In this region, the error of , which includes the statistical and correlated systematic uncertainties, is around 2 % in the low- and typically twice as big in the very-low- region.
As is well known, the rate of rise, , increases clearly with the increase of , see Fig. 1. The new observation of this investigation is that the values of are systematically lower in the region as compared to the region. In Figure 2 we compare the value of in the two regions and we see that, although the differences for the individual fits are only of the order of one standard deviation, almost all of the fits show lower values of in the very low region.
In Fig. 3, 4, 5, 6, 7, 8 and 9 we compare the fitted curves to the corresponding data in all regions, between and GeV2. The curves are drawn with the values of the constants and given in Tables 1 and 2. The full line shows the fit in the region and the dashed one the fit to the region . The curves are drawn in a larger region than the fit are performed, to emphasise the systematic differences between them. The figures show quite clearly that the dashed lines are almost always below the full lines in the region of very small . On the opposite end, around , the full line is almost always above the dashed one. Since the figures are drawn on a double logarithmic scale (and are relatively large) it is possible to see, even clearly in some cases, a slight ”bowing” of data due to a systematic decrease of at smaller values, seen in Fig. 2 and Table 1.
To check the dependence of our results on the assumed value of , we show in Fig. 10 the differences between the values of determined in the low and very low region, , assuming , and . Fig. 10 shows that the rate of rise remains sensitive to the assumed value of R, in spite of the cut on the variable . Since the value of was determined as [16], the main result of this paper remains valid even in the extreme case of .
3 Discussion and Conclusions
We have confirmed that the simple phenomenological function, , fits very well the high precision HERA data in the low region, , at all values between GeV2. Moreover, we have shown that this is also true for the very low region, . The new result of this investigation is that the rate of rise, , determined in the two regions, indicate that is systematically smaller in the very low region as compared to the low region, for GeV2. This result is obtained due to the high precision of the latest HERA data [7] whereas the earlier investigations concluded that the power is not dependent on , within the experimental errors, see e.g. ref. [23]. In a more recent investigation, [15], it was noticed, although indirectly, that values may diminish with decreasing , in agreement with the present investigation.
This observation may indicate the onset of BFKL behaviour in the very low region, , GeV2, in agreement with the analysis of ref. [13]. The analysis has shown that the BFKL gluon density describe data very well in this region and that the dominant contribution is provided by the second pole, which has , a value which is substantially smaller than the value observed in this region, see Table 1. Note that the evaluation of ref. [13] does not allow a quantitive estimate of the expected change of the power between the low and very low regions, as the high quality of BFKL description was obtained only in the second region.
The observation of a systematic decrease of with diminishing could also indicate that the double asymptotic region, in which , may be only few decades away from the region observed at HERA.
In any case, our observation that the value of the exponent decreases at small values of , indicates that measurements at the future ep colliders, like VHEeP or LHeC [24, 25] will become exciting, as they will approach the high energy limit of the virtual photon-hadron cross sections, where DGLAP and BFKL meets [6] and the confinement effects should become simple [26].
Acknowlegments
We are grateful to Allen Caldwell and Sasha Glazov for very useful discussions and suggestions for improvements.
The reference list from the paper itself. Each links out to its DOI / PubMed record.
- 1[1] J. Bartels and H. Kowalski, Eur.Phys.J. C 19 (2001) 693-708.
- 2[2] A. Donnachie and P.V. Landshoff, Nucl.Phys. B 244 (1984) 322 and Phys. Lett. B 296 (1992) 227.
- 3[3] A. De Rujula, S.L. Glashow, H.D. Politzer, S.B. Treiman, F. Wilczek and A. Zee, Phys. Rev. 10 (1974) 1649.
- 4[4] V.N. Gribov and L.N. Lipatov, Sov. Nucl. Phys. 15 (1972) 438 G. Altarelli and G. Parisi, Nucl. Phys. B 126 (1977) 298 Yu. L. Dokshitzer, Sov. Phys. JETP 46 (1977) 46
- 5[5] I. I. Balitsky and L. N. Lipatov, Sov. J. Nucl. Phys. 28 (1978) 822; E. A. Kuraev, L. N. Lipatov and V. S. Fadin, Sov. Phys. JETP 44 (1976) 443; V. S. Fadin, E. A. Kuraev and L. N. Lipatov, Phys. Lett. B 60 (1975) 50.
- 6[6] H. Kowalski, L.N. Lipatov, D. A. Ross, Eur. Phys. J C 76 (2016) 3
- 7[7] H. Abramowicz et al. [H 1 and ZEUS Collaborations], Eur. Phys. J. C 75 (2015) 580.
- 8[8] R. D. Ball, V. Bertone, M. Bonvini, S. Marzani, J. Rojo, L. Rottoli. Eur.Phys. J. C 78 (2018) no.4, 321.
