james stirling ippp, university of durham thanks to qcd-hard and qcd-soft parallel session...
TRANSCRIPT
James Stirling
IPPP, University of Durham
Thanks to QCD-Hard and QCD-Soft parallel session organisers and speakers!
QCD Theory
– a status report and review of some developments in the past year
QCD - ICHEP04 2J Stirling
more QCD? … see also
QCD @ HERA: Klein
QCD @ Tevatron: Lucchesi
QCD and hadron spectroscopy: Close, Shan Jin
QCD and heavy quarks: Ali, Shipsey
QCD on the Lattice: Hashimoto
QCD - ICHEP04 3J Stirling
QCD is …
• an essential and established* part of the toolkit for discovering physics beyond the standard model, e.g. at Tevatron and LHC
• a Yang-Mills gauge field theory with a very rich structure (asymptotic freedom confinement), much of which is not yet fully understood in a quantitative way
* we no longer “test QCD”!
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QCD in 2004
compare tot(pp) and tot(e+e-hadrons)
for ‘hard’ processes (i.e. suitably inclusive, with at least one large momentum transfer scale), QCD is a precision tool – calculations and phenomenology aiming at the per-cent level
for semi-hard, exclusive and soft processes, we need to extend and test calculational techniques
experiment and theory working together
E0
1
αS(E)
non-perturbative approaches:lattice, Regge theory, skyrmions, large-Nc,…
perturbative field theory calculations
World Summary of αS(MZ) – July 2004from S. Bethke, hep-ex/0407021
world average (MSbar, NNLO)
αS(MZ) = 0.1182 0.0027
cf. (2002) 0.1183 0.0027
New at this conference:
•ZEUS DIS + jets pdf fit•HERA jet cross sections and shape variables•JADE 4-jet rate and jet shape moments•LEP 1,2 jet shape observables, 4-jet rate
All NLO and all consistent with world average
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examples of ‘precision’ phenomenologyW, Z productionjet production
NNLO QCDNLO QCD
… and many other examples presented at this Conference
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status of pQCD calculations
LO– automated codes for arbitrary
matrix element generation (MADGRAPH, COMPHEP, HELAC, …)
– jet = parton, but ‘easy’ to interface to hadronisation MCs
– large scale dependence αS()N therefore not good for precision analyses
NLO– now known for ‘most’ processes of
interest– dV
(N) + dR(N+1)
– reduced scale dependence (but can still dominate αS measurement)
– jet structure begins to emerge– no automation yet, but many ideas– now can interface with PS
fixed order: d = A αSN [ 1 + C1 αS
+ C2 αS2 + …. ]
thus LO, NLO, NNLO, etc, or resummed to all orders using a leading log approximation, e.g.
d = A αSN [ 1 + (c11 L + c10 ) αS
+ (c22 L2 + c21 L + c20 ) αS2 +
…. ]
where L = log(M/qT), log(1/x), log(1-T), … >> 1 thus LL, NLL, NNLL, etc.
current frontier
1
+
interfacing NnLO and parton showers
Benefits of both:
NnLO correct overall rate, hard scattering kinematics, reduced scale dep.PS complete event picture, correct treatment of collinear logs to all orders
Example: MC@NLO Frixione, Webber, Nason,www.hep.phy.cam.ac.uk/theory/webber/MCatNLO/
processes included so far … pp WW,WZ,ZZ,bb,tt,H0,W,Z/
pT distribution of tt at Tevatron
new
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t
tb
b
not all NLO corrections are known!the more external coloured particles, the more difficult the NLO pQCD calculation
Example: pp →ttbb + Xbkgd. to ttH
the leading order O(αS4) cross
section has a large renormalisation scale dependence!
QCD - ICHEP04 10J Stirling John Campbell, Collider Physics Workshop, KITP, January 2004
Too many calculations,too few people!
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NNLO: the perturbative frontier
The NNLO coefficient C is not yet known, the curves show guesses C=0 (solid), C=±B2/A (dashed) → the scale dependence and hence σth is significantly reduced
Other advantages of NNLO: • better matching of partons hadrons• reduced power corrections• better description of final state kinematics (e.g. transverse momentum)Glover
Tevatron jet inclusive cross section at ET = 100 GeV
Example: jet cross section at hadron colliders
2
(also e+e- 3 jets)
anatomy of a NNLO calculation: p + p jet + X
• 2 loop, 2 parton final state
• | 1 loop |2, 2 parton final state
• 1 loop, 3 parton final states or 2 +1 final state
• tree, 4 parton final states or 3 + 1 parton final states or 2 + 2 parton final state
soft, collinear
the collinear and soft singularities exactly cancel between the N +1 and N + 1-loop contributions
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rapid progress in last two years [many authors]
• many 2→2 scattering processes with up to one off-shell leg now calculated at two loops
• … to be combined with the tree-level 2→4, the one-loop 2→3 and the self-interference of the one-loop 2→2 to yield physical NNLO cross sections
• the key is to identify and calculate the ‘subtraction terms’ which add and subtract to render the loop (analytically) and real emission (numerically) contributions finite
• this is still some way away but lots of ideas so expect progress soon!
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summary of NNLO calculations (~1990 )
• DIS pol. and unpol. structure function coefficient functions• Sum Rules (GLS, Bj, …)• DGLAP splitting functions Moch Vermaseren Vogt (2004)
• total hadronic cross section, and Z hadrons, + hadrons• heavy quark pair production near threshold• CF
3 part of (3 jet) Gehrmann-De Ridder, Gehrmann, Glover(2004)
• inclusive W,Z,* van Neerven et al, Harlander and Kilgore corrected (2002)
• inclusive * polarised Ravindran, Smith, Van Neerven (2003)
• W,Z,* differential rapidity disn Anastasiou, Dixon, Melnikov, Petriello (2003)
• H0, A0 Harlander and Kilgore; Anastasiou and Melnikov; Ravindran, Smith, Van Neerven (2002-3)
• WH, ZH Brein, Djouadi, Harlander (2003)
• QQ onium and Qq meson decay rates+ other partial/approximate results (e.g. soft, collinear) and NNLL improvements
ep
e+e-
pp
HQ
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1972-77 1977-80 2004
Note: need to know splitting and coefficient functions to the same perturbative order to ensure that (n)/logF = O(αS
(n+1))
>1991
new
The calculation of the complete set of P(2) splitting functions completes the calculational tools for a consistent NNLO pQCD treatment of Tevatron & LHC hard-scattering cross sections!
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Full 3-loop (NNLO) DGLAP splitting functions!
Moch, Vermaseren and Vogt, hep-ph/0403192, hep-ph/0404111
previous estimates based on known moments and leading behaviours
Moch
a
bPba =
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7 pages later…
…then 8 pages of the same quantities expressed in x-space!
Moch, Vermaseren and Vogt, hep-ph/0403192, hep-ph/0404111
σ(W) and σ(Z) : precision predictions and measurements at the Tevatron and LHC
• the pQCD series appears to be under control
• with sufficient theoretical precision, these ‘standard candle’ processes could be used to measure the machine luminosity
4% total error(MRST 2002)
NNLO phenomenology already under way…
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resummation
Work continues to refine the predictions for ‘Sudakov’ processes, e.g. for the Higgs or Z transverse momentum distribution, where resummation of large logarithms of the form
n,m αSn log(M2/qT
2)m
is necessary at small qT, to be matched with fixed-order QCD at large qT
(also: event shapes, heavy quark prodn.)
Bozzi Catani de FlorianGrazzini
qT (GeV)
KuleszaStermanVogelsang
Z
De FlorianMarchesini
3
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resummation contd. - HO corrections to (Higgs)
• the HO pQCD corrections to (gg→H) are large (more diagrams, more colour)
• can improve NNLO precision slightly by resumming additional soft/collinear higher-order logarithms
• example: σ(MH=120 GeV) @ LHC
σpdf ±3%
σptNNL0 ± 10%, σptNNLL ± 8%
σtheory ± 9%
Ht
g
g
Catani et al, hep-ph/0306211
H
g
gthreshold logs
logN(1-M2/sgg)
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dawn of a new calculational era?
• (numerical) calculation of QCD tree-level scattering amplitudes can be automated … but method is “brute force”, and multiparton complexity soon saturates computer capability
• no automation in sight for loop amplitudes
• analytic expressions are very lengthy (recall P(2))
• a recent paper by Cachazo, Svrcek and Witten may be the long-awaited breakthrough …
Bern
4
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slide from Zvi Berngg ggggg ggg
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the Parke-Taylor amplitude mystery
• consider a n-gluon scattering amplitude with helicity labels
• Parke and Taylor (PRL 56 (1986) 2459):“this result is an educated guess”“we do not expect such a simple expression for the other helicity amplitudes”“we challenge the string theorists to prove more rigorously that [it] is correct”
• Witten, December 2003 (hep-th/0312171) “Perturbative gauge theory as a string theory in twistor space”
MaximumHelicityViolating
true!
rs
=
(colour factors suppressed)
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Cachazo, Svrcek, Witten (CSW)
• elevate MHV scattering amplitudes to effective vertices in a new scalar graph approach
• and use them with scalar propagators to calculate
– tree-level non-MHV amplitudes
– with both quarks and gluons
– … and loop diagrams!
• dramatic simplification: compact
output in terms of familiar spinor
products
• phenomenology? multijet cross sections at LHC etc
April 2004, hep-th/0403047
Georgiou, Khoze; Zhu; Wu, Zhu; Bena, Bern, Kosower; Georgiou, Khoze, Glover; Kosower; Brandhuber, Spence, Travaglini; Bern, del Duca, Dixon, Kosower; …
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the ‘other frontier’…
• p + p H + X– the rate (parton, pdfs, αS)
– the kinematic distribtns. (d/dydpT)
– the environment (jets, underlying event, backgrounds, …)
• p + p p + H + p– a real challenge for theory (pQCD
+ npQCD) and experiment (rapidity gaps, forward protons, ..)
compare …
with …
b
b
The most sophisticated calculations and input from many other experiments are needed to
properly address these issues!
5
hard double pomeron
hard color singlet exchange
‘rapidity gap’ collision events
DDtypical jet event
hard single diffraction
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For example: Khoze, Martin, Ryskin (hep-ph/0210094)
MH = 120 GeV, L = 30 fb-1 , Mmiss = 1 GeV
Nsig = 11, Nbkgd = 4 3σ effect ?!
Need to calculate production amplitude and gap Survival Factor: mix of pQCD and npQCD significant uncertainties
BUT calibration possible via X = quarkonia, large ET jet pair, , etc. at Tevatron
QCD challenge: to refine and test calculations & elevate to precision predictions!
selection rules
anything that
couples to gluons
GallinaroRoyon
mass resolution is crucial! Royon et al
p + p → p H p at LHC
gap
surv
ival
X
S/B
mass resolution
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summaryQCD theory – major advances in the past year, with promise of more to come…
• pQCD calculations at the NNLO/NNLL frontier (e.g. jet cross sections in pp, e+e-), but many NLO “background” calculations still missing
• CSW: a new approach still in its infancy (4 months!), but with major potential
• away from “hard inclusive”, there are many calculational challenges (semi-hard, power corrections, exclusive, diffractive, …) – close collaboration with experiment is essential
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extra slides
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• comparison of resummed / fixed-order calculations for Higgs (MH = 125 GeV) qT distribution at LHC
Balazs et al, hep-ph/0403052
• differences due mainly to different NnLO and NnLL contributions included
• Tevatron d(Z)/dqT
provides good test of calculations
linear scalelog scale
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technical details
q
g
etc.
L = log(Q2/2)
F = A L3 + B L2 + C L + D
P(2) contained in this term
number of diagrams (QGRAF)
fictitious scalar-gluon vertex
a
b
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World Summary of MW
from LEPEWWG, Summer 2004
could well be a missing strong
interaction effect
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the interplay of electroweak and QCD precision physics
• role of αS in global electroweak fit
• hadronic contributions to muon g-2
• use of (W) and (Z) as ‘standard candles’ to measure luminosity at LHC
• inclusion of O(α) QED effects in DGLAP evolution
• effect of hadronic structure on extraction of sin2W from N scattering
• …
2
Ward
HoeckerVainshtein
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QED effects in pdfs
included in standard radiative correction packages (HECTOR, HERACLES)
• QED corrections to DIS include:
mass singularity ~α log(Q2/mq2) when ║q
• these corrections are universal and can be absorbed into pdfs, exactly as for QCD singularities, leaving finite (as mq 0) O(α) QED corrections in coefficient functions
• relevant for electroweak correction calculations for processes at Tevatron& LHC, e.g. W, Z, WH, … (see e.g. U. Baur et al, PRD 59 (2003) 013002)
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QED-improved DGLAP equations• at leading order in α and αS
where
• momentum conservation:
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• effect on quark distributions negligible at small x where gluon contribution dominates DGLAP evolution
• at large x, effect only becomes noticeable (order percent) at very large Q2, where it is equivalent to a shift in αS of αS 0.0003
• dynamic generation of photon parton distribution
• isospin violation: up(x) ≠ dn(x)
• first consistent global pdf fit with QED corrections included (MRST 2004)
proton
neutron
new
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perturbative generation of s(x) ≠ s(x)
Pus(x) ≠ Pus(x)at O(αS
3)
Quantitative study by de Florian et alhep-ph/0404240
x(s-s)pQCD < 0.0005
cf. from global pdf fit (Olness et al, hep-ph/0312322,3)
0.001 < x(s-s)fit < +0.004
partial explanation of NuTeV sin2W “anomaly”?
note!
new
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sin2W from N
3 difference
new
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Conclusion: uncertainties in detailed parton structure are substantial on the scale of the precision of the NuTeV data – consistency with the Standard Model does not appear to be ruled out at present
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For example: Higgs at LHC (Khoze, Martin, Ryskin hep-ph/0210094)
MH = 120 GeV, L = 30 fb-1 , Mmiss = 1 GeV
Nsig = 11, Nbkgd = 4 3σ effect ?!
need to calculate production amplitude and gap Survival Factor big uncertainties
BUT calibration possible via X = quarkonia or large ET jet pair, e.g. CDF ‘observation’ of p + p → p + χ0
c (→J/ γ) + p:
excl (J/ γ) < 49 ± 18 (stat) ± 39 (syst) pb
cf. thy ~ 70 pb (Khoze et al 2004)
QCD challenge: to refine and test such models & elevate to precision predictions!
selection rules
couples to gluons
GallinaroRoyon
mass resolution is crucial! Royon et al
new
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NNLO corrections to Drell-Yan cross sections
Anastasiou et al. hep-ph/0306192hep-ph/0312266
• in DY, sizeable HO pQCD corrections since αS (M) not so small
• for σ(W), σ(Z) at Tevatron and LHC, allows QCD prediction to be matched for (finite) experimental acceptance in boson rapidity
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top quark productionawaits full NNLO pQCD calculation; NNLO & NnLL “soft+virtual” approximations exist (Cacciari et al, Kidonakis et al), probably OK for
Tevatron at ~ 10% level (> σpdf )
Kidonakis and Vogt, hep-ph/0308222 LO
NNLO(S+V)
NLO
Tevatron
… but such approximations work less well at LHC energies
QCD - ICHEP04 43J Stirling
• Different code types, e.g.:– tree-level generic (e.g. MADEVENT)
– NLO in QCD for specific processes (e.g. MCFM)
– fixed-order/PS hybrids (e.g. MC@NLO)
– parton shower (e.g. HERWIG)
HEPCODE: a comprehensive list of publicly available cross-section codes for high-energy collider processes, with links to source or contact person
www.ippp.dur.ac.uk/HEPCODE/
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pdfs from global fits
FormalismNLO DGLAPMSbar factorisationQ0
2
functional form @ Q02
sea quark (a)symmetryetc.
Who?Alekhin, CTEQ, MRST,GKK, Botje, H1, ZEUS,GRV, BFP, …
http://durpdg.dur.ac.uk/hepdata/pdf.html
DataDIS (SLAC, BCDMS, NMC, E665, CCFR, H1, ZEUS, … )Drell-Yan (E605, E772, E866, …) High ET jets (CDF, D0)W rapidity asymmetry (CDF)N dimuon (CCFR, NuTeV)etc.
fi (x,Q2) fi (x,Q2)
αS(MZ )
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(MRST) parton distributions in the proton
10-3
10-2
10-1
100
0.0
0.2
0.4
0.6
0.8
1.0
1.2
MRST2001
Q2 = 10 GeV
2
up down antiup antidown strange charm gluon
x
f(x,
Q2 )
x Martin, Roberts, S, Thorne
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uncertainty in gluon distribution (CTEQ)
then fg → σgg→X etc.
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solid = LHCdashed = Tevatron
Alekhin 2002
pdf uncertainties encoded in parton-parton luminosity functions:
with = M2/s, so that for ab→X
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10-7
10-6
10-5
10-4
10-3
10-2
10-1
100
100
101
102
103
104
105
106
107
108
109
fixedtarget
HERA
x1,2
= (M/1.96 TeV) exp(y)Q = M
Tevatron parton kinematics
M = 10 GeV
M = 100 GeV
M = 1 TeV
422 04y =
Q2
(GeV
2 )
x10
-710
-610
-510
-410
-310
-210
-110
010
0
101
102
103
104
105
106
107
108
109
fixedtarget
HERA
x1,2
= (M/14 TeV) exp(y)Q = M
LHC parton kinematics
M = 10 GeV
M = 100 GeV
M = 1 TeV
M = 10 TeV
66y = 40 224
Q2
(GeV
2 )
x
longer Q2
extrapolation
smaller x
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Djouadi & Ferrag, hep-ph/0310209
Higgs cross section: dependence on pdfs
QCD - ICHEP04 50J Stirling
Djouadi & Ferrag, hep-ph/0310209
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Djouadi & Ferrag, hep-ph/0310209the differences between pdf sets needs to be better understood!
QCD - ICHEP04 52J Stirling
why do ‘best fit’ pdfs and errors differ?
• different data sets in fit– different subselection of data
– different treatment of exp. sys. errors
• different choice of
– tolerance to define fi (CTEQ: Δχ2=100, Alekhin: Δχ2=1)
– factorisation/renormalisation scheme/scale
– Q02
– parametric form Axa(1-x)b[..] etc
– αS
– treatment of heavy flavours
– theoretical assumptions about x→0,1 behaviour
– theoretical assumptions about sea flavour symmetry
– evolution and cross section codes (removable differences!) → see ongoing HERA-LHC Workshop PDF Working Group
QCD - ICHEP04 53J Stirling
where X=W, Z, H, high-ET jets, SUSY sparticles, black hole, …, and Q is the ‘hard scale’ (e.g. = MX), usually F = R = Q, and is known …
the QCD factorization theorem for hard-scattering (short-distance) inclusive processes
^
… at hadron colliders
DGLAP equations
QCD - ICHEP04 54J Stirling
x dependence of fi(x,Q2) determined by ‘global fit’ to deep inelastic scattering (H1, ZEUS, NMC, …) and hadron collider data
F2(x,Q2) = q eq2 x q(x,Q2) etc
DGLAP equations
QCD - ICHEP04 55J Stirling
Scattering processes at high energy hadron colliders can be classified as either HARD or SOFT
Quantum Chromodynamics (QCD) is the underlying theory for all such processes, but the approach (and the level of understanding) is very different for the two cases
For HARD processes, e.g. W or high-ET jet production, the rates and event properties can be predicted with some precision using perturbation theory
For SOFT processes, e.g. the total cross section or diffractive processes, the rates and properties are dominated by non-perturbative QCD effects, which are much less well understood
Calculate, Predict & Test
Model, Fit, Extrapolate & Pray!
QCD - ICHEP04 56J Stirling
the QCD factorization theorem for hard-scattering (short-distance) inclusive processes
^
proton
jet
jet
antiproton
P x1P
x2P P
where X=W, Z, H, high-ET jets, SUSY sparticles, black hole, …, and Q is the ‘hard scale’ (e.g. = MX), usually F = R = Q, and is known …
• to some fixed order in pQCD and EWpt, e.g.
• or in some leading logarithm approximation (LL, NLL, …) to all orders via resummation
QCD - ICHEP04 57J Stirling
DGLAP evolution
momentum fractions x1 and x2 determined by mass and rapidity of X
x dependence of fi(x,Q2) determined by ‘global fit’ (MRST, CTEQ, …) to deep inelastic scattering (H1, ZEUS, …) data*, Q2 dependence determined by DGLAP equations:
* F2(x,Q2) = q eq2 x q(x,Q2) etc
QCD - ICHEP04 58J Stirling
what limits the precision of the predictions?
• the order of the perturbative expansion
• the uncertainty in the input parton distribution functions
• example: σ(Z) @ LHC
σpdf ±3%, σpt ± 2%
→ σtheory ± 4% whereas for gg→H :
σpdf << σpt
14
15
16
17
18
19
20
21
22
23
24
partons: MRST2002NNLO evolution: van Neerven, Vogt approximation to Vermaseren et al. momentsNNLO W,Z corrections: van Neerven et al. with Harlander, Kilgore corrections
NLONNLO
LO
LHC Z(x10)
W
. B
l (
nb)
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
NNLONLO
LO
Tevatron (Run 2)
CDF D0(e) D0()
Z(x10)
W
CDF D0(e) D0()
. B
l (
nb)
4% total error(MRST 2002)
QCD - ICHEP04 59J Stirling
pdfs at LHC
• high precision (SM and BSM) cross section predictions require precision pdfs: th = pdf + …
• ‘standard candle’ processes (e.g. Z) to– check formalism – measure machine luminosity?
• learning more about pdfs from LHC measurements (e.g. high-ET jets → gluon, W+/W– → sea quarks)
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Full 3-loop (NNLO) non-singlet DGLAP splitting function!
Moch, Vermaseren and Vogt, hep-ph/0403192
new
QCD - ICHEP04 61J Stirling
14
15
16
17
18
19
20
21
22
23
24
partons: MRST2002NNLO evolution: van Neerven, Vogt approximation to Vermaseren et al. momentsNNLO W,Z corrections: van Neerven et al. with Harlander, Kilgore corrections
NLONNLO
LO
LHC Z(x10)
W
. B
l (
nb)
1.6
1.8
2.0
2.2
2.4
2.6
2.8
3.0
3.2
3.4
3.6
NNLONLO
LO
Tevatron (Run 2)
CDF D0(e) D0()
Z(x10)
W
CDF D0(e) D0()
. B
l (
nb)
LHC σNLO(W) (nb)
MRST2002 204 ± 4 (expt)
CTEQ6 205 ± 8 (expt)
Alekhin02 215 ± 6 (tot)
similar partons different Δχ2
different partons
σ(W) and σ(Z) : precision predictions and measurements at the LHC
4% total error(MRST 2002)
QCD - ICHEP04 62J Stirling
ratio of W– and W+ rapidity distributions
0 1 2 3 4 5 60.0
0.2
0.4
0.6
0.8
1.0
MRST2002NLO ALEKHIN02NLO
d(W
- )/dy
/ d
(W+)/
dy
yW
x1=0.52 x2=0.000064
x1=0.006 x2=0.006
dû(W+)dû(Wà) = u(x1)dö(x2)+:::
d(x1)uö(x2)+:::
ratio close to 1 because u u etc.(note: MRST error = ±1½%)
–
sensitive to large-x d/u and small x u/d ratios
Q. What is the experimental precision?
––
QCD - ICHEP04 63J Stirling
pdfs from global fits
FormalismLO, NLO, NNLO DGLAPMSbar factorisationQ0
2
functional form @ Q02
sea quark (a)symmetryetc.
Who?Alekhin, CTEQ, MRST,GGK, Botje, H1, ZEUS,GRV, BFP, …
http://durpdg.dur.ac.uk/hepdata/pdf.html
DataDIS (SLAC, BCDMS, NMC, E665, CCFR, H1, ZEUS, … )Drell-Yan (E605, E772, E866, …) High ET jets (CDF, D0)W rapidity asymmetry (CDF)N dimuon (CCFR, NuTeV)etc.
fi (x,Q2) fi (x,Q2)
αS(MZ )
QCD - ICHEP04 64J Stirling
summary of DIS data
+ neutrino FT DIS data Note: must impose cuts on
DIS data to ensure validity of leading-twist DGLAP formalism in the global analysis, typically:
Q2 > 2 - 4 GeV2
W2 = (1-x)/x Q2 > 10 - 15 GeV2
QCD - ICHEP04 65J Stirling
typical data ingredients of a global pdf fit
QCD - ICHEP04 66J Stirling
HEPDATA pdf server
Comprehensive repository of past and present polarised and unpolarised pdf codes (with online plotting facility) can be found at the HEPDATA pdf server web site:
http://durpdg.dur.ac.uk/hepdata/
pdf.html
… this is also the home of the LHAPDF project
QCD - ICHEP04 67J Stirling
(MRST) parton distributions in the proton
10-3
10-2
10-1
100
0.0
0.2
0.4
0.6
0.8
1.0
1.2
MRST2001
Q2 = 10 GeV
2
up down antiup antidown strange charm gluon
x
f(x,
Q2 )
x Martin, Roberts, S, Thorne