Measurements of top-quark pair to $Z$-boson cross-section ratios at $\sqrt s = 13, 8, 7$TeV with the ATLAS detector

Ratios of top-quark pair to $Z$-boson cross sections measured from proton--proton collisions at the LHC centre-of-mass energies of $\sqrt s=13$TeV, 8TeV, and 7TeV are presented by the ATLAS Collaboration. Single ratios, at a given $\sqrt s$ for the two processes and at different $\sqrt s$ for each process, as well as double ratios of the two processes at different $\sqrt s$, are evaluated. The ratios are constructed using previously published ATLAS measurements of the $t\overline{t}$ and $Z$-boson production cross sections, corrected to a common phase space where required, and a new analysis of $Z \rightarrow \ell^+ \ell^-$ where $\ell=e,\mu$ at $\sqrt s=13$TeV performed with data collected in 2015 with an integrated luminosity of $3.2$fb$^{-1}$. Correlations of systematic uncertainties are taken into account when evaluating the uncertainties in the ratios. The correlation model is also used to evaluate the combined cross section of the $Z\rightarrow e^+e^-$ and the $Z\rightarrow \mu^+ \mu^-$ channels for each $\sqrt s$ value. The results are compared to calculations performed at next-to-next-to-leading-order accuracy using recent sets of parton distribution functions. The data demonstrate significant power to constrain the gluon distribution function for the Bjorken-$x$ values near 0.1 and the light-quark sea for $x<0.02$.

1 Introduction Precision measurements of top-quark-pair [1-7] and Z-boson [8][9][10][11][12][13][14][15] production by the ATLAS [16] and CMS [17] collaborations at the CERN Large Hadron Collider (LHC) [18] provide important tests of the Standard Model (SM). The experimental precision of such measurements has reached the few-percent level in the case of the total tt production cross section, σ tot tt , and the sub-percent level for the Z-boson production cross section with subsequent Z → + − decay within the fiducial region defined by the detector acceptance, σ fid Z . This experimental precision is complemented by an accurate determination of the proton-proton, pp, collision luminosity, which has reached a precision of approximately 2% [19,20]. These measurements are compared with theoretical predictions performed at next-to-next-to-leadingorder (NNLO) and next-to-next-to-leading-log (NNLL) accuracy in quantum chromodynamics (QCD) for σ tot tt [21][22][23][24][25][26][27] and at NNLO QCD plus next-to-leading-order (NLO) electroweak (EW) accuracy for σ fid Z [28][29][30][31][32][33][34][35]. Quantitative comparisons to the predictions can be used to impose constraints on a number of Standard Model parameters such as the parton distribution functions (PDF), the strong coupling constant (α S ) and the top-quark mass (m t ).
Further tests may be performed by examining the centre-of-mass-energy ( √ s) dependence of the cross sections. Top-quark-pair and Z-boson production at various √ s values sample different Bjorken-x regions, with higher energies sampling smaller average x. This dependence leads to a strong increase of the gluon-fusion-dominated tt production cross section with √ s while the increase of the qq-dominated Z-boson production cross section is more moderate. However, the luminosity uncertainties associated with such measurements are dominated by effects uncorrelated between different centre-of-mass energies and data-taking periods, thereby limiting the precision with which cross sections measured at different √ s values can be directly compared.
The luminosity uncertainties as well as some of the experimental uncertainties can cancel when ratios of cross sections are evaluated. The predictions of the ratios of Z-boson production cross sections at different centre-of-mass energies are only moderately affected by PDF uncertainties, opening the possibility to use such measurements to cross-normalise other measurements made at different √ s values or in different running periods, as well as providing cross-checks on the corresponding integrated-luminosity ratios and their uncertainties.
Given that the tt and Z-boson production dynamics are driven to a large extent by different PDFs, the ratio of these cross sections at a given centre-of-mass energy has a significant sensitivity to the gluon-to-quark PDF ratio [36,37]. Double ratios of tt to Z-boson cross sections, i.e. the ratio of the ratio of the two processes at two energies, provide sensitive tests of the Standard Model predictions which do not depend significantly on the determination of the luminosity. This paper reports an evaluation of single ratios and double ratios of the tt and Z-boson 1 production cross sections at √ s = 13, 8, 7 TeV. Previously published ATLAS results for tt and Z-boson production at √ s = 7 and 8 TeV [1, 9, 10] as well as for tt production at √ s = 13 TeV [2] are used in the evaluation. For the ratios involving 13 TeV data, a new analysis of Z → + − , where = e, µ, is performed using the data collected in 2015 with an integrated luminosity of 3.2 fb −1 . This measurement uses the same methodology as a previous measurement performed at 13 TeV [11] but is specifically designed to be fully synchronised with the corresponding tt selection at the same energy. A detailed evaluation of the correlations of the systematic uncertainties for the different ATLAS results for the two processes and three centre-of-mass energies is performed, resulting in significant cancellations of some of the uncertainties in the ratios. The correlation model is also used to evaluate the combined cross section times branching ratios of the Z → e + e − and the Z → µ + µ − channels for each √ s value, and the resulting measurements are reported together with the corresponding correlation matrix. The data are compared to the state-of-the-art calculations performed at the highest-available order in perturbative theory, using several of the modern PDF sets. A quantitative study of projected PDF uncertainties with the inclusion of these results shows that the ATLAS measurements presented in this paper can have a significant impact in constraining the gluon and light-quark sea distributions.
The paper is organised as follows. The ATLAS detector is described in Section 2 and the theoretical predictions for the cross sections and their ratios are summarised in Section 3. Section 4 describes the new measurement of the Z-boson production cross section times the branching ratio for Z → + − at √ s = 13 TeV. The cross-section single and double ratios as well as the combined cross sections, including full correlation information, are evaluated and compared to theoretical predictions in Section 5, and the ability of these data to further constrain the PDF distributions is discussed. Section 6 summarises the results obtained in the paper. An Appendix contains additional predictions that use the total rather than fiducial Z-boson cross sections and also presents all experimental results in tabular form.

ATLAS detector
The ATLAS detector [16] at the LHC is a multi-purpose particle detector with a forward-backward symmetric cylindrical geometry and a near 4π coverage in solid angle. 2 It consists of an inner tracking detector, electromagnetic and hadronic calorimeters, and a muon spectrometer.
The inner detector is surrounded by a thin superconducting solenoid magnet and includes silicon detectors, which provide precision tracking in the pseudorapidity range |η| < 2.5, and a transition-radiation tracker providing additional tracking and electron identification information for |η| < 2.0. For the √ s = 13 TeV data-taking period, the inner detector also includes a silicon-pixel insertable B-layer [38], providing an additional layer of tracking information close to the interaction point. A lead/liquid-argon (LAr) electromagnetic calorimeter covers the region |η| < 3.2. Hadronic calorimetry is provided by a steel/scintillator-tile calorimeter for |η| < 1.7 and two copper/LAr hadronic endcap calorimeters for 1.5 < |η| < 3.2. The forward region is covered by additional coarser-granularity LAr calorimeters up to |η| = 4.9. The muon spectrometer consists of three large superconducting toroids each containing eight coils, precision tracking chambers covering the region |η| < 2.7, and separate trigger chambers up to |η| = 2.4.
For the data taken at 7 and 8 TeV, a three-level trigger system was used. The first-level trigger is implemented in hardware and uses a subset of the detector information. This is followed by two software-based trigger levels that together reduce the accepted event rate to approximately 400 Hz. For the data taken at 13 TeV, the trigger was changed [39] to a two-level system, using custom hardware followed by a software-based level which runs offline reconstruction software, reducing the event rate to approximately 1 kHz. 2 ATLAS uses a right-handed coordinate system with its origin at the nominal interaction point (IP) in the centre of the detector and the z-axis along the beam pipe. The x-axis points from the IP to the centre of the LHC ring, and the y-axis points upwards. Cylindrical coordinates (r, φ) are used in the transverse plane, φ being the azimuthal angle around the z-axis. The pseudorapidity is defined in terms of the polar angle θ as η = − ln tan(θ/2) and the rapidity is given by y = 1 2 ln E+pz E−pz , where E is the jet/particle energy and p z is the z-component of the jet/particle momentum.
The data used in this paper were collected by the ATLAS detector in 2011, 2012, and 2015 and correspond to total integrated luminosities of 4.6, 20.2, and 3.2 fb −1 at √ s = 7, 8, and 13 TeV, respectively.

Theoretical predictions
In this section, predictions are presented at NNLO+NNLL accuracy for the production cross section of a top-quark pair and at NNLO accuracy for the production cross section of a Z boson times the branching ratio of the decay into a lepton pair of flavour + − = e + e − or µ + µ − within the dilepton invariant mass range 66 < m < 116 GeV. The total cross sections for these processes, denoted respectively by σ tot tt and σ tot Z , are calculated for the centre-of-mass energies √ s = 13, 8, 7 TeV. Also presented are predictions at NNLO accuracy for the Z-boson production cross section times the same branching ratio within a fiducial region defined by the detector acceptance, σ fid Z = σ tot Z ·A, where the acceptance factor A is expressed as the fraction of decays satisfying the matching fiducial acceptance (geometric and kinematic requirements) at the Monte Carlo generator level. The Z-boson fiducial phase space is defined by the lepton transverse momentum p T > 25 GeV, the lepton pseudorapidity |η | < 2.5, and 66 < m < 116 GeV. Predictions of top-quark-pair fiducial cross sections are not yet available at NNLO accuracy.

Z-boson cross-section predictions
Theoretical predictions of the fiducial and total Z-boson production cross sections times the branching ratio of the decay into a lepton pair Z → + − at √ s = 13, 8, 7 TeV are computed using a version of DYNNLO 1.5 [28,29] optimised for speed of computation, for both the central values and all variations reflecting systematic uncertainties, thereby providing NNLO QCD calculations. Electroweak corrections at NLO, calculated with Fewz 3.1 [30][31][32][33], are calculated in the G µ EW scheme [40]. The cross sections are calculated for Z-boson decays into leptons at Born level, i.e. before the decay leptons emit photons via final-state radiation, to match the definition of the cross sections measured in data. Thus, the following components are included: virtual QED and weak corrections, initial-state radiation (ISR), and interference between ISR and FSR [41]. The NNLO PDFs CT14 [42], NNPDF3.0 [43], MMHT14 [44], ABM12 [45], HERAPDF2.0 [46], and ATLAS-epWZ12 [47] are used in the comparisons to data. The CT14 PDF set is used as the baseline for the predictions.
The systematic uncertainties in the predictions are dominated by the knowledge of proton PDFs. These uncertainties are obtained from the sum in quadrature of the differences between predictions obtained with the central PDF values and those obtained using the variations (eigenvectors) of the respective PDF sets. Where appropriate, asymmetric uncertainties are determined using separate sums of negative and positive variations. The CT14 uncertainties are rescaled from 90% to 68% confidence level (CL). The uncertainties due to the strong coupling constant are estimated following the prescription given with the CT14 PDF, varying α S by ±0.001 to correspond to 68% CL. The QCD scale uncertainties are defined by the envelope of variations in which the renormalisation (µ R ) and factorisation (µ F ) scales are changed by factors of two with an additional constraint of 0.5 ≤ µ R /µ F ≤ 2. The dynamic scale m is used as the central value for the Z-boson predictions. The limitations in the NNLO calculations, referred to as the "intrinsic" uncertainties, are estimated by comparing the predictions calculated with the optimised version of DYNNLO 1.5 to the ones obtained with Fewz 3.1. For the total cross-section predictions, these differences are found to be < 0.2% and hence are negligible. For the fiducial cross-section predictions, these differences are larger due to a feature of the calculations involving leptons with symmetric p T  Table 1: Predictions of the fiducial cross section, σ fid Z , and the total cross section, σ tot tt , at √ s = 13, 8, 7 TeV using the CT14 PDF. The uncertainties, given in %, correspond to variations of: CT14 eigenvector set at 68% CL, α S , QCD scale, intrinsic Z-boson prediction, and top-quark mass, as described in the text. The statistical uncertainties in the predictions are ≤ 1 pb for the Z boson and ≤ 0.1 pb for tt and are not given in the table. The notation N/A means "not applicable". requirements, resulting in consistently larger values from Fewz. The differences are calculated using the CT14 PDF to obtain the central value in both cases, and are approximately 0.7% at all three √ s values.
The predictions of the fiducial cross sections, together with their uncertainties, are given in Table 1 while the predictions of the total cross sections are given in Table 13 of Appendix A.

t t cross-section predictions
Theoretical predictions [21][22][23][24][25][26] of the total tt production cross sections at √ s = 13, 8, 7 TeV are computed using Top++v2.0 [27] for the central values and for all variations reflecting systematic uncertainties, thereby providing NNLO+NNLL resummed QCD calculations. The systematic uncertainties in the predictions are performed as for those of the Z boson, with the following exceptions. Since there is no alternative calculation of the NNLO tt cross section available, no intrinsic uncertainty is assigned to its cross-section prediction. It was verified that the code Hathor v1.5 [48], which implements the exact NNLO tt cross sections, matches the results obtained with Top++v2.0. The tt production cross section also has a significant dependence on the value of the top-quark mass, m t . A systematic uncertainty is assessed by varying the mass of the top quark by ±1 GeV from the baseline value of 172.5 GeV used to obtain the central value of the predictions, resulting in an uncertainty in the cross section of approximately 3%. The predictions of the total cross sections, together with their uncertainties, are given in Table 1.

Predictions of ratios of cross sections
The Z-boson cross-section measurements made in a fiducial phase space require only a small extrapolation from the experimental phase space and hence benefit from significantly reduced theoretical uncertainties in comparison to the measurements extrapolated to the total phase space. For this reason, the  Table 2: Predictions of the cross-section ratios R fid Z i /Z j and R tot tt i /tt j at the different √ s values where i/ j = 13/7, 13/8, and 8/7 using the CT14 PDF. The uncertainties, given in %, correspond to variations of: CT14 eigenvector set at 68% CL, α S , and QCD scale, as described in the text. The statistical uncertainties in the predictions are ≤ 0.002 for the Z process and ≤ 0.001 for the tt process and are not given in the table. The notation N/A means "not applicable".
Z-boson fiducial cross sections are primarily used in the measurements of the cross-section ratios. The predictions given in Table 1 are used to build cross-section ratios for • a given process at the different √ s: R fid • different processes at the same √ s: • different processes at the different √ s: R tot/fid tt/Z (i/ j) = σ tot tt(iTeV) /σ fid Z(iTeV) / σ tot tt( jTeV) /σ fid Z( jTeV) denoted in this paper as double ratios, where i, j = 13, 8, 7. The first set of predictions is presented in Table 2 while the latter two are presented in Table 3. The corresponding ratios using the total Z-boson production cross sections rather than the fiducial ones are given in Tables 13 and 14 of Appendix A.
The choice of correlation model when combining the theoretical uncertainties in the ratios is not unique. For this paper, the treatment of the systematic uncertainties is taken as follows. The PDF uncertainties are considered as correlated, eigenvector by eigenvector, between predictions. The QCD scale uncertainties are treated as uncorrelated between processes but correlated, variation by variation, at the different √ s values for a given process. The α S uncertainties are correlated between predictions. The Z-boson intrinsic and m t uncertainties are both considered as correlated at the different √ s values within their respective processes. In the few cases where the coherent variation of a source of systematic uncertainty in the numerator and in the denominator of a ratio results in variations of the same sign, only the largest variation is added in the total uncertainty of the corresponding sign.  The data sets used in this analysis of Z → + − at √ s = 13 TeV were collected by the ATLAS detector during the period of August to November 2015. During this period, the LHC circulated 6.5 TeV proton beams with a 25 ns bunch spacing. The peak delivered instantaneous luminosity was L = 5 × 10 33 cm −2 s −1 and the mean number of pp interactions per bunch crossing (hard scattering and pile-up events) was µ = 13. The data set corresponds to a total integrated luminosity of 3.2 fb −1 .
Monte Carlo simulations are used to evaluate the selection efficiency for signal events and the contribution of several background processes to the analysed data set. All of the samples are processed with the Geant4-based simulation [49] of the ATLAS detector [50].
Events containing a Z boson decaying to a lepton pair, Z → + − where = e, µ, τ, and events from the leptonic decay of W bosons are generated with the Powheg-Box v2 Monte Carlo program [51][52][53][54][55] interfaced to the Pythia v.8.186 [56] parton shower model. The CT10 PDF set [57] is used in the matrix element and the AZNLO [58] set of generator-parameter values (tune) is used, with the CTEQ6L1 [59] PDF set, for the modelling of non-perturbative effects. The EvtGen v.1.2.0 program [60] is used for properties of the bottom and charm hadron decays, and Photos++ version 3.52 [61,62] is used for QED emissions from electroweak vertices and charged leptons. Samples of top-quark pairs are generated with the Powheg-Box v2 generator, which uses the four-flavour scheme for the NLO matrix element calculations together with the fixed four-flavour PDF set CT10f4. The top-quark-spin correlations are preserved in these samples and the top-quark mass is set to 172.5 GeV. The parton shower, fragmentation, and underlying event are simulated using Pythia v.6.428 [63] with the CTEQ6L1 PDF set and the corresponding Perugia 2012 tune (P2012) [64]. The EvtGen v1.2.0 program is used for properties of the bottom and charm hadron decays. Diboson processes are simulated using the Sherpa v2. The Monte Carlo events are reweighted so that the µ distribution matches the one observed in the data. Correction factors are applied to the simulated events to account for the differences observed between the data and MC simulation in the trigger, identification, reconstruction, and isolation efficiencies for the selected electron and muon candidates. Electron-energy-and muon-momentum-calibration corrections are applied as well.
For the comparison to the data distributions, the signal MC simulations are normalised to the cross sections measured by this analysis. The remaining simulations are normalised to the predictions of the highest-order available QCD calculations, with uncertainties of 5% for the single-boson processes and 6% for the diboson and top-quark processes.

Event selection
The selections of electron and muon candidates from the decay of the Z boson are designed to be fully synchronised to the tt selection at 13 TeV [2] e.g. using the same lepton trigger, identification, and kinematical requirements on the same data set.
Candidate events are selected using triggers which require at least one electron or muon to exceed transverse momentum thresholds of p T = 24 GeV or 20 GeV, respectively, with some isolation requirements for the muon trigger. To recover possible efficiency losses at high momenta, additional electron triggers with thresholds of p T ≥ 60 GeV and a muon trigger with a threshold of p T = 50 GeV are included. Candidate events are required to have a primary vertex, defined as the vertex with the highest sum of track p 2 T , with at least two associated tracks with p T > 400 MeV. Electron candidates are required to have p T > 25 GeV and to pass "medium" likelihood-based identification requirements [68] optimised for the 2015 operating conditions, within the fiducial region |η| < 2.47, excluding candidates in the transition region between the barrel and endcap electromagnetic calorimeters, 1.37 < |η| < 1.52. Muon candidates are considered for |η| < 2.4 with p T > 25 GeV and must pass "medium" identification requirements [69] also optimised for the 2015 operating conditions. At least one of the lepton candidates is required to match the lepton that triggered the event. The electron and muon candidates must also satisfy p T -dependent cone-based isolation requirements, using tracking detector and calorimeter information described in Refs. [70, 71], respectively. The isolation requirements are tuned so that the lepton-isolation efficiency is at least 90% for p T > 25 GeV, increasing to 99% at 60 GeV. Both the electron and muon tracks are required to be associated with the primary vertex, using constraints on the transverse impact-parameter significance, |d 0 |/δd 0 , where d 0 is the transverse impact parameter and δd 0 is its uncertainty, and on the longitudinal impact parameter, z 0 , corrected for the reconstructed position of the primary vertex. The transverse impact-parameter significance is required to be less than five for electrons and three for muons, while the absolute value of the corrected z 0 multiplied by the sine of the track polar angle is required to be less than 0.5 mm.

Background processes
Contributions from the single-boson (W → ν and Z → τ + τ − ), diboson, and top-quark-pair components of the background are estimated from the Monte Carlo samples described in Section 4.1. The Z → τ + τ − process with the subsequent leptonic decay of the τ is treated as a background.
Events involving semileptonic decays of heavy quarks, hadrons misidentified as leptons, and, in the case of the electron channel, electrons from photon conversions (all referred to collectively as "multijet" events) are a minor background in this analysis. The multijet background is estimated in both channels using data-driven methods. The transverse impact-parameter distribution d 0 times the value of the charge of the lepton, to take into account the direction of photon radiation, is used in a template fit in the region where the transverse impact-parameter requirement is inverted. The contribution of multijet events to the event selection in both channels is found to be < 0.1% and therefore is neglected in the calculation of the central value of the cross section but contributes 0.05% to the cross-section uncertainty.
The total background event rate contributing to the Z → + − selection in both channels is approximately 0.5%, dominated by tt production while the sum of all electroweak backgrounds is 0.2%.

Cross-section measurement and estimation of the systematic uncertainties
The methodology for the evaluation of the inclusive fiducial cross section is the same as in previous ATLAS publications [10, 11]. The fiducial production cross section of a Z boson times the branching ratio of the decay of the Z boson into a lepton pair of flavour + − = e + e − or µ + µ − can be expressed as a ratio of the numbers of background-subtracted data events N to the product of the integrated luminosity of the data L and a correction factor C: (1) The correction factor C is the ratio of the total number of simulated events which pass the final Z-boson selection requirements after reconstruction to the total number of simulated events within the fiducial acceptance defined in Section 3. This factor, defined at Born level, includes the efficiencies for triggering on, reconstructing, and identifying the Z-boson decay products within the acceptance, and also accounts for the slight difference between the fiducial and reconstructed phase spaces. The contribution from the Z → τ + τ − process with the subsequent leptonic decay of the τ is considered as a background and is not part of the fiducial definition. The total cross section, evaluated by extrapolating to the full phase space by use of the acceptance factor A (σ tot Z = σ fid Z /A), is further elaborated in Appendix B. The experimental systematic uncertainties in the measurements of the cross section enter via the evaluation of the correction factor and the luminosity in the denominator of Eq. (1), as well as through the estimation of the background subtracted from the candidate events in its numerator.
The sources of systematic uncertainties in the correction factors C, summarised in Table 4, are as follows.
• Trigger: The lepton trigger efficiency is estimated in simulation, with a dedicated data-driven analysis performed to obtain the simulation-to-data trigger correction factors and the corresponding uncertainties.
• Reconstruction, identification, and isolation: The lepton selection efficiencies as determined from simulation are corrected with simulation-to-data correction factors and their associated uncertainties [68, 69].
• Energy, momentum scale/resolution: Uncertainties in the lepton calibrations [69] are assessed as they can cause a change of acceptance because of migration of events across the p T threshold and m boundaries.
• Charge identification: Electron charge misidentification may occur when electrons radiate in the inner regions in the detector and the resulting photons subsequently convert and are reconstructed as high-p T tracks. A particle with reconstructed charge opposite to the parent electron may then be accidentally associated with the energy deposit in the calorimeter. The effect of electrons having their charge misidentified is studied [11] using a control sample of Z → e + e − events in which both electrons are reconstructed with the same charge and is found to be well described by the Monte Carlo simulation, within the statistical uncertainty of the control sample. An uncertainty is assessed to cover any small residual differences between data and simulation. The probability of charge misidentification is negligible in the muon channel.
• Pile-up: Incorrect modelling of pile-up effects can lead to acceptance changes and is accounted for with dedicated studies.
• PDF: The impact of the PDF uncertainty is estimated by propagating NNPDF3.0 PDF variations to the correction factor.
• p T mismodelling: Mismodelling in the simulation at high dilepton transverse momentum, p T , has been studied in detail in the context of a √ s = 8 TeV Z-boson analysis [10]. The effect is estimated here by reweighting the simulated p T distribution to a fourth-order polynomial derived from a fit to the corresponding data distribution. It has a small impact on the measured fiducial cross section, as established in a previous Z-boson cross-section analysis at 13 TeV [11] and confirmed for this paper.
The systematic uncertainties from the background estimation contribute negligibly to the experimental cross-section uncertainty. The cross sections have a 2.1% uncertainty in the measurement of the integrated luminosity, which is derived, following a methodology similar to that detailed in Refs. [19,20], from a preliminary calibration of the luminosity scale using a pair of x-y beam separation scans performed in August 2015. Finally, there exists an uncertainty related to knowledge of the beam energy, taken as 0.66% of the beam-energy value [72], and propagated to the cross section with the VRAP 0.9 program [73]. Apart from the determination of the luminosity, the dominant experimental systematic uncertainties in the cross-section evaluations are the lepton reconstruction and identification efficiencies.

Cross-section results
Distributions of the lepton η and p T , and of the dilepton p T and invariant mass after applying all selection criteria are shown in Figures 1 and 2. Good agreement between data and simulation is observed in the lepton η and in the dilepton invariant-mass distributions. As can be seen from the figure, agreement is also achieved in the lepton p T distribution after reweighting the simulated dilepton transverse momentum, p T , to the data, as explained in Section 4.4. Table 4: Relative systematic uncertainties, in %, in the correction factors C in the electron and muon channels. The observed numbers of signal events after background subtraction are shown for the electron and muon channels along with the correction factors C and the Z-boson fiducial cross sections. The statistical, systematic, beam-energy, and luminosity uncertainties are quoted in that order except for the C factor where the total uncertainty is quoted.
All elements necessary to calculate the cross sections for Z-boson production and decay in the electron and muon channels with 3.2 fb −1 of data are summarised in Table 5. The measured fiducial cross sections are also presented in this table, along with their statistical, experimental systematic, luminosity, and beam-energy uncertainties, except for the C factor where the total uncertainty is quoted. The fiducial phase space for this measurement is presented in Section 3. These numbers are in agreement, within experimental systematic uncertainties, with the previous ATLAS measurement [11] of Z-boson production in the combined electron and muon channels in the same fiducial phase space and which uses an independent data set at √ s = 13 TeV: 779 ± 3 (stat) ± 6 (syst) ± 16 (lumi) pb. The results are also compatible with the NNLO prediction shown in Section 3.1 of 744 +22 −28 (tot) pb.

Methodology
The following ratios are considered in this section: The corresponding ratios using the Z-boson total cross section are reported in Appendix C. Ratios using fiducial tt cross sections are also reported in Appendix C, although there are no NNLO calculations available yet for tt production cross sections with requirements on the final-state leptons.
For the evaluation of the tt/Z ratios, R tt/Z , the Z-boson cross sections from the electron and muon channels    are both employed and taken with the same weight in the ratio, i.e.
since the tt production cross section is measured from the electron and muon pair final state topology. This ensures the best cancellation of important systematic uncertainties related to lepton reconstruction, identification, and trigger. For other ratios involving Z bosons, the Z → e + e − and Z → µ + µ − results are combined (Section 5.4.4 describes the results of the combination) using the code described in Refs. [74,

Inputs to the ratios
The primary inputs to the ratios are the Z-boson and tt production cross sections at 13, 8, 7 TeV [1, 2, 8, 9], each obtained with its own experimental selection criteria, measured within an experimental phase space, and reported in a corresponding fiducial phase space or in the total phase space. The event topologies of the two processes are independent of the centre-of-mass energy. The Z-boson selections target two isolated, same-flavour, opposite-charge reconstructed leptons, identified as electrons or muons, whose  243 ± 2 ± 9 183 ± 3 ± 6 Table 7: Fiducial and total cross sections at √ s = 13, 8, 7 TeV that form the primary input to the cross-section ratios. The Z-boson cross sections are provided in the common 13 TeV phase space. The systematic uncertainties include experimental, luminosity, beam-energy, and some theoretical uncertainties (see text). dilepton invariant mass is consistent with that of a Z boson. The tt topology specific to this paper is that of an opposite-charge, isolated electron and muon pair, and additional jets tagged as containing b-hadrons. Although the tt fiducial phase space has remained unchanged at 13, 8, 7 TeV (lepton p T > 25 GeV and |η| < 2.5), this has not been the case for the Z-boson measurements, in some part due to the evolution of the trigger requirements as the peak luminosity and the degree of pile-up from the LHC have increased with time. Table 6 reports the fiducial phase space used in the 13, 8, 7 TeV measurements of the Z-boson fiducial cross sections. In this paper, all ratios involving Z bosons at 7 and 8 TeV are extrapolated to the 13 TeV phase space using the same methodology as reported in Section 3.1, i.e. computed using an optimised version of DYNNLO 1.5 and the NNLO parton distribution functions CT14. These 13-to-7 TeV and 13-to-8 TeV extrapolation factors, E, are multiplicative factors to the cross sections, and are also reported in Table 6.   Table 7 summarises the primary inputs, in the common 13 TeV phase space for the Z-boson measurements, that enter the cross-section ratios, including the statistical and total systematic uncertainties, the latter encompassing experimental, luminosity, beam-energy, and some theoretical uncertainties (as explained in Section 5.3). These results are taken directly from the publications and from Section 4, with one exception: since the publication of the 8 TeV Z-boson fiducial cross section [10], the 8 TeV luminosity values have been finalised [20], resulting in a slight shift of the integrated luminosity value from the published 20.3 fb −1 to 20.2 fb −1 and significantly reducing the uncertainty from 2.8% to 1.9%. The 8 TeV results presented here have been updated accordingly. The tt fiducial cross-section results in Table 7 are reported in the phase space defined by lepton p T > 25 GeV and |η| < 2.5 and for which the contribution from W → τ → decay has been subtracted. The breakdown of the systematic uncertainties is presented in Table 8 while the correlation model for the uncertainties is elaborated in the next subsection.  TeV. Values listed as 0.0 are < 0.05%. Values listed as "-" have no corresponding uncertainty. The entry "(lepton)" in "Muon (lepton) trigger" refers to the tt trigger for the 7 and 8 TeV data set which quotes a single uncertainty for the combined effects of the uncertainties in the electron and muon triggers and so there is a corresponding entry "-" for the electron trigger for the 7 and 8 TeV tt data set.

Correlation model
The correlation model used in this analysis is summarised in Table 9. The groups listed in the table may be represented by a single source, or by several individual sources of systematic uncertainties (nuisance parameters). The groups of sources are: • Luminosity is considered to be correlated for the measurements performed at the same √ s but uncorrelated for data at different √ s.
• Beam energy uncertainty is 0.66% of the beam-energy value [72] and is considered to be fully correlated for all data sets.
• Muon trigger is a small source of uncertainty for most analyses. It is considered to be correlated for all Z-boson measurements and for the tt measurement at 13 TeV, and separately between the two tt analyses at 7 and 8 TeV, following the prescription of Ref. [1].
• Muon reconstruction/identification is described by several nuisance parameters. The treatment is fully synchronised for the 13 TeV measurements. The Z-boson measurements at 7 and 8 TeV are considered uncorrelated with each other and with the tt measurements since different muon reconstruction algorithms were employed for these measurements. However, the measurements of tt at 7 and 8 TeV are assumed to be correlated since they use the same reconstruction algorithm.
• Muon isolation is a small and similar source of uncertainty for all Z-boson measurements and thus it is considered to be correlated amongst the measurements. For tt analyses, the muon isolation uncertainty is determined in situ, to account for different hadronic environments, and has significant  Table 9: Correlation model for the systematic uncertainties, δ, of the measurements of Z-boson and tt production at √ s = 13, 8, 7 TeV. Entries in different rows are uncorrelated with each other. Entries within a row with the same letter are fully correlated. Entries within a row with a starred letter are mostly correlated with the entries with the same letter (most of the individual sources of uncertainties within a group are taken as correlated). Entries with different letters within a row are either fully or mostly uncorrelated with each other. This table uses the same categories as Table 8. statistical uncertainties. For these reasons, these uncertainties are considered to be uncorrelated with each other and with the Z-boson uncertainties.

B C A B C Beam energy A A A A A A Muon (lepton) trigger A A * A A B B Muon reconstruction/ID A B C A D D Muon isolation A A A B C D Muon momentum scale A A A A A A Electron trigger A A A A --Electron reconstruction/ID A B C A D D Electron isolation A A -B C D Electron energy scale A A A A A A Jet energy scale ---A B B b-tagging ---A B B Background A A A B B B Signal modelling (incl. PDF) A A A B * B B
• Muon momentum scale is a small source of uncertainty for all measurements. It is validated in situ by comparing the invariant mass distributions of muon pairs in data and simulation. Similar levels of agreement are observed for all data-taking periods, and thus all measurements are considered to be correlated.
• Electron trigger is a small source of uncertainty for all measurements and is considered to be fully correlated amongst all measurements.
• Electron reconstruction/identification is treated similarly to the muon reconstruction/identification.
• Electron isolation is treated similarly to the muon isolation.
• Electron energy scale is treated and validated similarly to the muon momentum scale.
• Jet energy scale only affects the tt measurements and is described by several nuisance parameters. The uncertainty is correlated for 7 and 8 TeV data, following the prescription of Ref.
[1], and mostly uncorrelated with 13 TeV data, in part due to the in-situ corrections. The impact of this source on the tt measurements is small.
• b-tagging also only affects the tt measurements. The source is considered to be correlated for 7 and 8 TeV data but uncorrelated with 13 TeV data since the installation of the new insertable B-layer in the inner detector and re-optimised b-tagging algorithms used at 13 TeV resulted in significantly improved b-tagging performance.
• Background is treated as fully correlated for all √ s within a given process. The main uncertainty for this source is driven by the theoretical uncertainties in the cross sections of the background processes, and the leading background sources are very different for the Z-boson and tt measurements.
• Signal modelling uncertainty is small for the fiducial Z-boson measurements. Signal modelling is the leading source of uncertainty for the tt measurements. Several sources of uncertainty, such as uncertainties related to signal and background MC generators and to PDFs, are considered to be correlated across the different √ s values. An additional source of uncertainty is included only for the tt measurement at 13 TeV, due to the level of agreement observed in events with at least three b-tagged jets [2].
The correlation model described above corresponds to a fully synchronised analysis of Z-boson and tt data at 13 TeV. It also follows the prescription given in Ref.
[1] for the tt measurements at 7 and 8 TeV. The stability of the results relative to the correlation assumptions was verified by altering the model for the sources of uncertainty where the level of correlation is not precisely known, such as lepton reconstruction and identification at 7 and 8 TeV, resulting in only small changes in the uncertainties.

Results
In this section, a representative set of total tt and fiducial Z-boson cross sections and their ratios are compared to the theory predictions. The full set of single-ratio and double-ratio results for the various combinations of fiducial and total cross sections is given in Appendix C.

Single ratios at a given √ s
The single ratios R tot/fid tt/Z are compared in Figure 3 to the theoretical predictions based on different PDF sets. For all centre-of-mass energies, the predictions follow a similar pattern for the following three groups of PDFs. The ABM12 set yields the lowest values. The three PDF sets used in the PDF4LHC prescription [76], CT14, NNPDF3.0, and MMHT14, predict the largest ratios. The HERA-based HERAPDF2.0 and ATLAS-epWZ12 sets are in the middle. The spread of the predictions is beyond the PDF uncertainties for the three groups of PDFs while the quoted PDF uncertainties are similar in size, with the HERAPDF2.0 errors being the largest and ABM12 the smallest. This pattern could be explained by the differences in the gluon density and the α S value used in the PDF sets. The ABM12, HERAPDF2.0 and ATLAS-epWZ12 sets do not include collider jet data, which typically lead to a lower gluon density for the x values where the tt data at the LHC are sensitive. In addition, the ABM12 set uses a lower value of α S . The size of the error bars depends on the data sets used in the PDF fits and also on the statistical model used for the analysis.
The ATLAS data are more precise than most of the theory predictions, suggesting the data have strong constraining power. The experimental uncertainties are the smallest for the 8 TeV measurement. The 7 TeV result has a sizeable statistical uncertainty, while the systematic uncertainty at 13 TeV is larger than at both 7 and 8 TeV, mostly due to a larger tt modelling uncertainty. For the most precise measurement, at 8 TeV, the data agree best with the HERAPDF2.0 and ATLAS-epWZ12 PDF sets while they deviate by 1.6-2.1σ from the PDF4LHC PDFs, where σ is the total experimental uncertainty plus the luminosity The inner shaded band corresponds to the statistical uncertainty, the middle band to the statistical and experimental systematic uncertainties added in quadrature, while the outer band shows the total uncertainty, including the luminosity uncertainty. The latter is not visible since the luminosity uncertainties almost entirely cancel in these ratios. The theory predictions are given with the corresponding PDF uncertainties shown as inner bars while the outer bars include all other uncertainties added in quadrature. uncertainty (but agree well when including the respective prediction uncertainties), and by 2.6σ from the ABM12 PDF. A similar but less significant pattern is observed for the 13 TeV data. The 7 TeV data are most consistent with the MMHT14 PDF set. The data are between the predictions of the PDF4LHC PDFs and the HERA-based PDFs HERAPDF2.0 and ATLAS-epWZ12, deviating most from the ABM12 prediction. The difference between data and predictions for the 7 and 8 TeV results is consistent with the results published by ATLAS for the ratio of tt cross sections at these two energies [1], as is discussed in Section 5.4.2.

Single ratios at different √ s
The ratios of the fiducial Z-boson cross sections at various √ s values are compared in Figure 4 to predictions employing different PDF sets. The uncertainty in these ratios is dominated by the luminosity uncertainty. Even though the total luminosity uncertainties are of comparable magnitude at 7, 8 and 13 TeV, they are mostly uncorrelated and therefore do not cancel in the cross-section ratios.
The measurements are consistent with the predictions for all PDF sets. Most of these predictions agree with the data within the experimental uncertainties, even omitting the luminosity uncertainty. This observation may indicate that the luminosity-determination uncertainty in the measured ratio is conservative.  The smallness of the PDF uncertainties for different predictions and the overall small spread among them suggest that the measured Z-boson data could be used to cross-normalise the measurements at the different centre-of-mass energies, thereby avoiding the penalty associated with the combination of uncorrelated luminosity uncertainties. This aspect is explored in Section 5.4.3 by taking double ratios of tt to Z-boson cross sections, but this approach can be used for other processes as well.
The measured tt ratios for different pairs of √ s are compared to the predictions in Figure 5. These predictions follow a similar pattern for all ratios: the three predictions from PDF4LHC PDFs are the smallest, closely followed by ATLAS-epWZ12 and HERAPDF2.0, and the ABM12 prediction is the largest. This pattern could be explained by the PDFs having different gluon distributions as a function of x. At low x, all PDF sets have similar gluon content since the gluon PDF is primarily determined from a common source: scaling violations of the F 2 structure function measured at HERA. At high x, the ABM12 and HERA-based sets have a lower gluon density than other PDF sets. Thus, as the √ s increases, resulting in a decrease of the average value of x, the ABM12 and HERA-based sets exhibit a stronger √ s dependence than the PDF4LHC PDFs. Given the relative size of the experimental uncertainties and the spread of the theoretical predictions in these ratios, these measurements do not test the consistency of the luminosity calibrations at different centre-of-mass energies to the same precision as the Z-boson crosssection ratios.
The ratio of 13 TeV to 8 TeV cross sections agrees with all predictions within experimental uncertainties.   The central value is closest to the HERAPDF2.0 prediction. For the ratios involving 7 TeV data, the measured ratios have central values lower than predicted by all the PDFs. This is especially so for the 8 TeV to 7 TeV ratio, which deviates from all predictions by approximately two standard deviations. The deviation was observed previously by ATLAS [1] and the results of this analysis are consistent with those published values.

Double ratios
The double ratios of total tt to fiducial Z-boson cross sections at different √ s are compared to predictions in Figure 6. The total uncertainties are smaller than those in the tt cross-section ratios at different √ s due to the almost complete cancellation of the luminosity uncertainty, which more than compensates for the uncertainties that the Z-boson cross sections bring to these double ratios.
For the double ratios, the trends seen in comparisons between the data and the predictions are similar to those observed for the single ratios of the tt cross sections at different √ s values. The double ratio of 13 TeV to 8 TeV results is consistent with all predictions at the 1σ level. The tension between the measured 8 TeV to 7 TeV ratio and the predictions is increased, due to the reduced uncertainty in the measurement that this double ratio brings. This behaviour is difficult to ascribe to the x-dependence of   Figure 6: The ratios R tot/fid tt/Z (i/ j) where i, j = 13, 8, 7 compared to predictions based on different PDF sets. The inner shaded band corresponds to the statistical uncertainty, the middle band to the statistical and experimental systematic uncertainties added in quadrature, while the outer band shows the total uncertainty, including the luminosity uncertainty. The latter is not visible since the luminosity uncertainties almost entirely cancel in these ratios. The theory predictions are given with the corresponding PDF uncertainties shown as inner bars while the outer bars include all other uncertainties added in quadrature. the gluon distribution since the change in the average x is much larger for 13 TeV to 8 TeV than for 8 TeV to 7 TeV measurements. The deviation from the ABM12 PDFs is at the 4σ level while for all other PDFs they are at the 3σ level. The prediction closest to the observed ratio is obtained from the ATLAS-epWZ12 PDF set, which predicts a stronger variation of the fiducial Z-boson cross section as a function of √ s.

Correlated cross-section measurements
As an alternative to taking ratios, the measured cross sections may be compared directly to theory, provided that the full correlation information amongst the experimental results is evaluated. The electron and muon channel σ fid Z are combined, accounting for the correlated systematic uncertainties, which as a result cause small shifts in all of the combined cross-sections values. The combination's χ 2 per degree of freedom is χ 2 /NDF = 0.6 for NDF = 3, indicating excellent compatibility of the Z → e + e − and Z → µ + µ − measured cross sections. The resulting Z-boson fiducial and tt total cross sections after combination are given in Table 10 with the correlation coefficients presented in Table 11. The correlations are large for the measurements at a given √ s, due to the common luminosity uncertainty. The corresponding table omitting both the luminosity and beam-energy uncertainties is given in Appendix C. As expected from the ratio analysis, there is also a sizeable correlation between the tt results at 7 and 8 TeV. It is veri- σ fid Z 13 777 ± 1 (0.1%) ± 3 (0.4%) ± 5 (0.7%) ± 16 (2.1%) 8 506 ± < 1 (< 0.1%) ± 3 (0.6%) ± 3 (0.6%) ± 10 (1.9%) 7 451 ± < 1 (0.1%) ± 1 (0.3%) ± 3 (0.6%) ± 8 (1.8%) σ tot tt 13 818 ± 8 (0.9%) ± 27 (3.3%) ± 12 (1.5%) ± 19 (2.3%) 8 243 ± 2 (0.7%) ± 5 (2.3%) ± 4 (1.7%) ± 5 (2.1%) 7 183 ± 3 (1.7%) ± 4 (2.3%) ± 3 (1.8%) ± 4 (2.0%)  fied that the uncertainties in the ratios are consistent with those of the direct evaluation of the combined cross section. Figure 7 shows the results of this combination as two-dimensional 68% CL contours of σ fid Z vs. σ tot tt at the three √ s values, overlayed with the theoretical cross-section predictions calculated from the error sets associated with each specific PDF. The correlations of the measured cross sections are opposite in sign to those of the predicted cross sections (with exception of ABM12 set, which has a small positive correlation), providing discriminating input to the determination of the PDFs.

Quantitative comparison with predictions
The measured cross sections along with the complete correlation information are compared in a quantitative way to the predictions based on different PDF sets. The comparison is performed using the xFitter package [77], which allows PDF and other theoretical uncertainties to be included via asymmetric error propagation. The comparison is performed for the total tt and fiducial Z-boson cross sections, including their correlations, as reported in Section 5.4.4. The resulting χ 2 values corresponding to the different PDFs are given in Table 12. All comparisons give an acceptable χ 2 value except for the ABM12 PDF set, which is disfavoured by the data. The covariance matrix is decomposed so as to extract the uncorrelated component of the uncertainties. Figure 8 visually compares the measurements, with both the total and the uncorrelated components of the uncertainties, to the predictions. From Figure 8 and Table 12, it can be observed that the HERAPDF2.0 and ATLAS-epWZ12 sets have good compatibility with the ATLAS data and agreement is improved when the measurement of the tt cross section at 7 TeV is excluded.
[pb]  . The solid red circle shows the result of the combination, the yellow ellipse represents the statistical uncertainty, the blue ellipse adds the experimental uncertainty, while the green ellipse is the total uncertainty. The results are overlayed with the theoretical cross-section predictions calculated from the error sets associated with each specific PDF, also plotted at 68% CL. The ellipses correspond to the PDF uncertainties, the asymmetric error bars inside the ellipses represent the scale uncertainties, and the coloured markers are the central values.
The impact of the ATLAS data on the PDF uncertainties can be quantified by using the PDF profiling method [78,79]. It is preferable to quantify the impact of the ATLAS data by using PDFs that do not include the cross-section data used in this analysis. Both the HERAPDF2.0 and ATLAS-epWZ12 sets satisfy these conditions. Given that the ATLAS-epWZ12 set provides smaller uncertainties for the predicted cross sections compared to HERAPDF2.0, it is chosen for this purpose. The profiling of the ATLAS-epWZ12 PDF set is performed only with the components related to the uncertainties of the HERA [75] and 2010 ATLAS [8] W, Z-boson data, to mimic the inclusion of the new ATLAS data in the PDF fit.  The effect of additional uncertainties arising from model and PDF-parameterisation variations estimated in the ATLAS-epWZ12 PDF fit are not further investigated. Figure 9 shows the light-quark sea Σ =ū +d +s and gluon g distributions before and after the profiling, including their uncertainties, at the scales Q 2 ≈ m 2 Z and Q 2 ≈ m 2 t , respectively. The upper plots show the profiled distributions divided by the central value of the ATLAS-epWZ12 PDF set and demonstrate that the central values of the profiled distributions agree very well with the original set. The lower plots show that the ATLAS tt and Z-boson cross-section data impose visible constraints on the light-quark sea distribution at x < 0.02 and on the gluon distribution at x ∼ 0.1. These data constrain the least-wellunderstood component of the light-quark sea distribution, namely the strange-quark distribution while the other quark PDFs are not significantly constrained [9]. The lower plots also show the impact of the tt data only, which contribute significantly to the constraint on the gluon distribution, while the Z-boson data help to constrain both the light-quark-sea and gluon distributions.   Figure 9: Impact of the ATLAS Z-boson and tt cross-section data on the determination of PDFs. The bands represent the uncertainty for the ATLAS-epWZ12 PDF set and the uncertainty of the profiled ATLAS-epWZ12 PDF set using tt + Z data as a function of x for the total light-quark-sea distribution, xΣ, at Q 2 ≈ m 2 Z (left) and for the gluon density, xg, at Q 2 ≈ m 2 t (right). In the upper plots, the profiled PDF set is divided by the central value of ATLAS-epWZ12 PDF set, "ref", while in the lower plots, the relative uncertainty, δ, is given. The lower plots also show the impact of only including the ATLAS tt data set. In the upper plots, the dashed blue curve represents the ratio of the central value of the profiled result to ATLAS-epWZ12 PDF set.

Conclusion
This paper reports a new measurement by the ATLAS Collaboration of the Z-boson production cross section at √ s = 13 TeV using 3.2 fb −1 of pp collisions from the LHC, together with the evaluations of single and double ratios involving Z-boson and tt production cross sections, (R fid Z i /Z j , R tot tt i /tt j , R tot/fid tt/Z (i TeV), and R tot/fid tt/Z (i/ j) where i, j = 13, 8, 7) using this new measurement and previously published cross-section measurements at √ s = 13, 8, 7 TeV. The new measurement of Z-boson production at √ s = 13 TeV is fully synchronised to the corresponding tt analysis, to improve the cancellation of the uncertainties in the ratios, while all other measurements also benefit significantly from the partial cancellation of uncertainties that evaluating ratios can bring.
The experimental results are compared to the state-of-the-art theoretical predictions, which are computed at NNLO (with NLO EW corrections) and NNLO+NNLL accuracy for Z-boson and tt production, respectively. Excellent agreement between data and predictions is observed in the Z-boson cross-section ratios at the various centre-of-mass energies, even omitting the luminosity uncertainties. These results indicate that such measurements could be used to normalise cross-section measurements at different √ s, as well as provide stringent cross-checks on the corresponding ratios of absolute integrated luminosity values. The data are found to be in best agreement with the ATLAS-epWZ12 PDF set, closely followed by the HERAPDF2.0 set, while the CT14, NNPDF3.0, and MMHT14 PDF sets deviate from some of the ratio measurements at the 1-2σ level. The ABM12 PDF set is disfavoured by the data. A tension is observed between data and predictions of the double ratio between 8 TeV and 7 TeV, which is difficult to ascribe entirely to the √ s dependence of the PDFs.
The data presented here have significant power to constrain the gluon distribution function at Bjorkenx ∼ 0.1 and the total light-quark sea at x < 0.02, as demonstrated from a profiling analysis involving the ATLAS-epWZ12 PDF set.  Tables 13 and 14 mirror the Z-boson information in Tables 1, 2 and 3, and use the same methodology as described in Section 3.1 except that the total Z-boson production cross sections times the branching ratio into a lepton pair of flavour + − are given rather than the fiducial cross sections.   995 ± 1 (0.1%) ± 18 (1.8%) ± 6 (0.6%) ± 18 (1.8%)    Table 15 by use of acceptance factors A, as described in Section 3. The acceptance factors A are expressed as the fraction of decays satisfying the fiducial acceptance at Monte Carlo generator level and are calculated using DYNNLO 1.5 with the CT14 PDF for the central value and for the variations reflecting the PDF set's systematic uncertainty. In addition, uncertainties due to parton showers and the hadronisation description are taken from a previous publication [8], after checking their validity for the 13 TeV result, and were derived as the differences between the acceptances calculated with Powheg-Box v1 but using different models for parton shower and hadronisation descriptions, namely the Herwig [81] or Pythia [63] programs. The acceptance factor used to extrapolate from fiducial to total cross sections, however, has a sizeable uncertainty which is treated as correlated in the ratio measurements for data at different √ s values. Table 16 presents the correlation coefficients matrix as in Table 11 Table 18: Summary of the Z-boson and tt production cross-section double ratios at 13, 8, 7 TeV. The beam-energy uncertainty, which largely cancels in the ratios, is included in the systematic uncertainty. The luminosity uncertainty mostly cancels in this ratio.
[71] ATLAS Collaboration, Measurements of fiducial and differential cross sections for Higgs boson production in the diphoton decay channel at √ s = 8 TeV with ATLAS, JHEP 09 (2014)