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Light-cone PDFs from Lattice QCD Martha Constantinou Temple University JLab Theory Seminar April 30, 2018

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Page 1: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

Light-cone PDFs from

Lattice QCD

Martha Constantinou

Temple University

JLab Theory Seminar

April 30, 2018

Page 2: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

2

In collaboration with

⋆ C. Alexandrou1,2

⋆ K. Cichy3

⋆ K. Hadjiyiannakou2

⋆ K. Jansen5

⋆ H. Panagopoulos1

⋆ A. Scapellato1

⋆ F. Steffens5

1. University of Cyprus

2. Cyprus Institute

3. Adam Mickiewicz

University

4. Temple University

5. DESY Zeuthen

Based on:

• M. Constantinou, H. Panagopoulos, Phys. Rev. D 96 (2017) 054506,

[arXiv:1705.11193]

• C. Alexandrou et al., Nucl. Phys. B 923 (2017) 394 (Frontiers Article),

[arXiv:1706.00265]

• C. Alexandrou et al., [arXiv:1803.02685]

Page 3: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

3

OUTLINE OF TALK

A. Introduction to quasi-PDFs

B. quasi-PDFs in Lattice QCD

C. Lattice Matrix Elements

D. Renormalization

E. Towards light-cone PDFs

F. Discussion

Page 4: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

A

Introduction

to quasi-PDFs

Page 5: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

5

Probing Nucleon Structure

CJ15 PDFs

[A. Accardi et al., arXiv:1602.03154]

Parton Distribution Functions

⋆ Universal quantities for the description of the nucleon’s structure

(non-perturbative nature)

⋆ 1-dimensional picture of nucleon structure

⋆ Distribution functions are necessary for the analysis of Deep

inelastic scattering data

⋆ Parametrized in terms of off-forward matrix of light-cone operators

⋆ Not directly accessible in a euclidean lattice

Page 6: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

6

PDFs on the Lattice

⋆ Moments of PDFs easily accessible in lattice QCD

fn =∫ 1

−1dxxnf(x)

• one relies on OPE to reconstruct the PDFs

• reconstruction difficult task:

⇒ signal-to-noise is bad for higher moments

⇒ n > 3: operator mixing (unavoidable!)

Page 7: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

6

PDFs on the Lattice

⋆ Moments of PDFs easily accessible in lattice QCD

fn =∫ 1

−1dxxnf(x)

• one relies on OPE to reconstruct the PDFs

• reconstruction difficult task:

⇒ signal-to-noise is bad for higher moments

⇒ n > 3: operator mixing (unavoidable!)

⋆ Alternative approaches to access PDFs:

Purely spatial matrix elements that can be matched to PDFs

• quasi-PDFs [X. Ji, arXiv:1305.1539]

• pseudo-PDFs [A. Radyushkin, arXiv:1705.01488]

• good lattice cross-sections [Y-Q Ma&J. Qiu, arXiv:1709.03018]

Page 8: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

B

quasi-PDFs

in Lattice QCD

Page 9: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

8

Access of PDFs on a Euclidean Lattice

Novel direct approach: [X.Ji, Phys. Rev. Lett. 110 (2013) 262002, arXiv:1305.1539]

⋆ computation of quasi-PDF:

matrix elements (ME) of spatial operators

q(x, µ2, P3) =∫

dz4π

e−i x P3 z 〈N(P3)|Ψ(z) γz A(z, 0)Ψ(0)|N(P3)〉µ2

• A(z, 0): Wilson line (0 → z)

• z: distance in any spatial direction

⋆ Nucleon is boosted with momentum in spatial direction (z)

Page 10: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

9

PDFs on the LatticeContact with light-cone PDFs:

⋆ Difference between quasi-PDFs and light-cone PDFs:

O(

Λ2QCD

P 23

,m2

N

P 23

)

⋆ Matching procedure in large momentum EFT (LaMET) torelate quasi-PDFs to light-cone PDFs

(provided that momenta are finite but feasibly large for lattice)

Page 11: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

9

PDFs on the LatticeContact with light-cone PDFs:

⋆ Difference between quasi-PDFs and light-cone PDFs:

O(

Λ2QCD

P 23

,m2

N

P 23

)

⋆ Matching procedure in large momentum EFT (LaMET) torelate quasi-PDFs to light-cone PDFs

(provided that momenta are finite but feasibly large for lattice)

Exploratory studies of various aspects are maturing:

[X. Xiong et al., arXiv:1310.7471], [H-W. Lin et al., arXiv:1402.1462], [Y. Ma et al., arXiv:1404.6860],

[Y.-Q. Ma et al., arXiv:1412.2688], [C. Alexandrou et al., arXiv:1504.07455], [H.-N. Li et al., arXiv:1602.07575],

[J.-W. Chen et al., arXiv:1603.06664], [J.-W. Chen et al., arXiv:1609.08102], [T. Ishikawa et al., arXiv:1609.02018],

[C. Alexandrou et al., arXiv:1610.03689], [C. Monahan et al., arXiv:1612.01584], [A. Radyushkin et al., arXiv:1702.01726],

[C. Carlson et al., arXiv:1702.05775], [R. Briceno et al., arXiv:1703.06072], [M. Constantinou et al., arXiv:1705.11193],

[C. Alexandrou et al., arXiv:1706.00265], [J-W Chen et al., arXiv:1706.01295], [X. Ji et al., arXiv:1706.08962],

[K. Orginos et al., arXiv:1706.05373], [T. Ishikawa et al., arXiv:1707.03107], [J. Green et al., arXiv:1707.07152],

[Y-Q Ma et al., arXiv:1709.03018], [I. Stewart et al, arXiv:1709.04933], [J. Karpie et al., arXiv:1710.08288,

[J-W Chen et al., arXiv:1711.07858], [C.Alexandrou et al., arXiv:1710.06408], [T. Izubuchi et al., arXiv:1801.03917],

[C.Alexandrou et al., arXiv:1803.02685], [J-W Chen et al, arXiv:1803.04393 ], · · ·

Page 12: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

10

Calculation of nucleon matrix elements

A multi-component task:

1. Calculation of 2pt- and 3pt-correlators (C2pt, C3pt)

dependence on : length of Wilson line z and nucleonmomentum P

C3pt : 〈N |ψ(z)ΓA(z, 0)ψ(0)|N〉

Page 13: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

10

Calculation of nucleon matrix elements

A multi-component task:

1. Calculation of 2pt- and 3pt-correlators (C2pt, C3pt)

dependence on : length of Wilson line z and nucleonmomentum P

C3pt : 〈N |ψ(z)ΓA(z, 0)ψ(0)|N〉

2. Construction of ratios at zero momentum transfer

C3pt(t,τ,0, ~P )

C2pt(t,0, ~P )

0<<τ<<t= h0(P3, z)

Page 14: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

11

Calculation of nucleon matrix elements

A multi-component task:

3. Renormalization

complex function, presence of mixing (certain cases)

Page 15: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

11

Calculation of nucleon matrix elements

A multi-component task:

3. Renormalization

complex function, presence of mixing (certain cases)

4. Fourier transform to momentum space (x)

q(x, µ2, P3) =∫

dz4π e

ixP3z〈N |ψ(z)ΓA(z, 0)ψ(0)|N〉

Page 16: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

11

Calculation of nucleon matrix elements

A multi-component task:

3. Renormalization

complex function, presence of mixing (certain cases)

4. Fourier transform to momentum space (x)

q(x, µ2, P3) =∫

dz4π e

ixP3z〈N |ψ(z)ΓA(z, 0)ψ(0)|N〉

5. Matching to light-cone PDFs (LaMET)

q(x, µ) =∫∞

−∞dξ|ξ| C

(

ξ, µxP3

)

q(

xξ, µ, P3

)

C: matching kernel

Page 17: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

11

Calculation of nucleon matrix elements

A multi-component task:

3. Renormalization

complex function, presence of mixing (certain cases)

4. Fourier transform to momentum space (x)

q(x, µ2, P3) =∫

dz4π e

ixP3z〈N |ψ(z)ΓA(z, 0)ψ(0)|N〉

5. Matching to light-cone PDFs (LaMET)

q(x, µ) =∫∞

−∞dξ|ξ| C

(

ξ, µxP3

)

q(

xξ, µ, P3

)

C: matching kernel

6. Target mass corrections

elimination of residual mN/P3 dependence

Page 18: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

C

Lattice

Matrix Elements

Page 19: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

13

Parameters of Calculation[C. Alexandrou et al. (ETMC), arXiv:1803.02685]

⋆ Nf=2 Twister Mass fermion action with clover term

⋆ Ensemble parameters:

β=2.10, cSW=1.57751, a=0.0938(3)(2) fm

483 × 96 aµ = 0.0009 mN = 0.932(4) GeV

L = 4.5 fm mπ = 0.1304(4) GeV mπL = 2.98(1)

Page 20: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

13

Parameters of Calculation[C. Alexandrou et al. (ETMC), arXiv:1803.02685]

⋆ Nf=2 Twister Mass fermion action with clover term

⋆ Ensemble parameters:

β=2.10, cSW=1.57751, a=0.0938(3)(2) fm

483 × 96 aµ = 0.0009 mN = 0.932(4) GeV

L = 4.5 fm mπ = 0.1304(4) GeV mπL = 2.98(1)

⋆ Nucleon Momentum & Measurements

P = 6πL

(0.83 GeV) P = 8πL

(1.11 GeV) P = 10πL

(1.38 GeV)

Ins. Nconf Nmeas Ins. Nconf Nmeas Ins. Nconf Nmeas

γ3 100 9600 γ3 425 38250 γ3 655 58950

γ0 50 4800 γ0 425 38250 γ0 655 58950

γ5γ3 65 6240 γ5γ3 425 38250 γ5γ3 655 58950

Page 21: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

13

Parameters of Calculation[C. Alexandrou et al. (ETMC), arXiv:1803.02685]

⋆ Nf=2 Twister Mass fermion action with clover term

⋆ Ensemble parameters:

β=2.10, cSW=1.57751, a=0.0938(3)(2) fm

483 × 96 aµ = 0.0009 mN = 0.932(4) GeV

L = 4.5 fm mπ = 0.1304(4) GeV mπL = 2.98(1)

⋆ Nucleon Momentum & Measurements

P = 6πL

(0.83 GeV) P = 8πL

(1.11 GeV) P = 10πL

(1.38 GeV)

Ins. Nconf Nmeas Ins. Nconf Nmeas Ins. Nconf Nmeas

γ3 100 9600 γ3 425 38250 γ3 655 58950

γ0 50 4800 γ0 425 38250 γ0 655 58950

γ5γ3 65 6240 γ5γ3 425 38250 γ5γ3 655 58950

⋆ Excited states investigation:Tsink/a = 8, 10, 12 (Tsink = 0.75, 0.094, 1.13fm)

Page 22: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

14

Set up of calculation

Signal-to-noise problem must be tamed to reliablyinvestigate systematic uncertainties

Page 23: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

14

Set up of calculation

Signal-to-noise problem must be tamed to reliablyinvestigate systematic uncertainties

⋆ Statistics:

• 6 directions of Wilson line: ±x,±y,±zwith momentum boosted in same direction

• 16 source positions using (CAA):⇒ 1 high precision (HP) inversion

⇒ 16 low precision (LP) inversions

[E. Shintani et al., Phys. Rev. D91, 114511 (2015)]

Page 24: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

14

Set up of calculation

Signal-to-noise problem must be tamed to reliablyinvestigate systematic uncertainties

⋆ Statistics:

• 6 directions of Wilson line: ±x,±y,±zwith momentum boosted in same direction

• 16 source positions using (CAA):⇒ 1 high precision (HP) inversion

⇒ 16 low precision (LP) inversions

[E. Shintani et al., Phys. Rev. D91, 114511 (2015)]

⋆ Signal improvement:

• Stout Smearing: 0, 5, 10, 15, 20 steps

• Momentum smearing: tuning for each momentum P

Page 25: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

15

Systematic uncertainties

Laborious effort to eliminate uncertainties

⋆ Cut-off Effects due to finite lattice spacing

⋆ Finite Volume Effects

⋆ Contamination from other hadron states

⋆ Chiral extrapolation for unphysical pion mass

⋆ Renormalization and mixing

Page 26: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

16

Systematic uncertainties

Laborious effort to eliminate uncertainties

⋆ Cut-off Effects due to finite lattice spacing

⋆ Finite Volume Effects

⋆ Contamination from other hadron states

⋆ Chiral extrapolation for unphysical pion mass

⋆ Renormalization and mixing

Discussed in this talk

Page 27: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

17

Reduction of Noise-to-signal ratio

Smom[ψ(x)] =1

1 + 6α

ψ(x) + α

±3∑

j=±1

Uj(x)eiξjψ(x+ j)

[G. Bali et al., Phys. Rev. D93, 094515 (2016)]

0 2 4 6 8

�✁✂

10-1

100

✄☎✆✝✞✟✠☎☎✡✡☛✡☛☞✌✍✎✏ ✑✒✓

✔ ✕ ✖

✔ ✕ ✖✗✘✙

✔ ✕ ✖✗✚

✔ ✕ ✖✗✛✙

✔ ✕ ✖✗✜

✔ ✕ ✖✗✢✙

⋆ Momentum smearing helps reach higher momenta

Page 28: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

17

Reduction of Noise-to-signal ratio

Smom[ψ(x)] =1

1 + 6α

ψ(x) + α

±3∑

j=±1

Uj(x)eiξjψ(x+ j)

[G. Bali et al., Phys. Rev. D93, 094515 (2016)]

0 2 4 6 8

�✁✂

10-1

100

✄☎✆✝✞✟✠☎☎✡✡☛✡☛☞✌✍✎✏ ✑✒✓

✔ ✕ ✖

✔ ✕ ✖✗✘✙

✔ ✕ ✖✗✚

✔ ✕ ✖✗✛✙

✔ ✕ ✖✗✜

✔ ✕ ✖✗✢✙

100000

1x106

1x107

1x108

0.6 0.8 1 1.2 1.4 1.6cost [C

PU

h for

10%

err

or]

P3 [GeV]

γ0

γ3

γ5γ3

σ12

⋆ Momentum smearing helps reach higher momenta

⋆ BUT: limitations in max momentum due to comput. cost

Tsink∼1.13fm

Page 29: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

17

Reduction of Noise-to-signal ratio

Smom[ψ(x)] =1

1 + 6α

ψ(x) + α

±3∑

j=±1

Uj(x)eiξjψ(x+ j)

[G. Bali et al., Phys. Rev. D93, 094515 (2016)]

0 2 4 6 8

�✁✂

10-1

100

✄☎✆✝✞✟✠☎☎✡✡☛✡☛☞✌✍✎✏ ✑✒✓

✔ ✕ ✖

✔ ✕ ✖✗✘✙

✔ ✕ ✖✗✚

✔ ✕ ✖✗✛✙

✔ ✕ ✖✗✜

✔ ✕ ✖✗✢✙

100000

1x106

1x107

1x108

0.6 0.8 1 1.2 1.4 1.6cost [C

PU

h for

10%

err

or]

P3 [GeV]

γ0

γ3

γ5γ3

σ12

⋆ Momentum smearing helps reach higher momenta

⋆ BUT: limitations in max momentum due to comput. cost

Conclusion:

Reliable results (Tsink>1fm) limit the momentum we can reach

Tsink∼1.13fm

Page 30: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

18

Reduction of Noise-to-signal ratio

⋆ Smearing improves the signal-to-noise ratio

P=6π/L

-10 0 10

�✁✂

0

0.5

1

1.5✄☎ ✆✝✞✟✠✡☛ ☞ ✌✍✎✏✍

✑ ✌✍✎✏✍

✒☞ ✌✍✎✏✍

✒✑ ✌✍✎✏✍

-10 0 10

�✁✂

-0.6

-0.3

0

0.3

0.6✄☎ ✆✝✞✟✠✡☛

☞ ✌✍✎✏✍

✑ ✌✍✎✏✍

✒☞ ✌✍✎✏✍

✒✑ ✌✍✎✏✍

⋆ Smearing suppresses linear divergence

⋆ Application of stout smearing with 0, 5, 10, 15, 20 steps

Page 31: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

19

Bare Nucleon Matrix Elements[C. Alexandrou et al. (ETMC), arXiv:1710.06408] [C. Alexandrou et al. (ETMC), arXiv:1803.02685]

Unpolarized

-20 -10 0 10 20

�✁✂

0

0.5

1

1.5✄☎ ✆✝✞✟✠✡ ☛☞✁✌

✍☞✁✌

✎✏☞✁✌

-20 -10 0 10 20

✑✒✓

-0.5

0

0.5 ✔✕ ✖✗✘✙✚✛ ✜✢✒✣

✤✢✒✣

✥✦✢✒✣

Polarized

-20 -10 0 10 20

�✁✂

0

0.5

1

1.5✄☎ ✆✝✞✟✠✡☛ ☞✌✁✍

✎✌✁✍

✏✑✌✁✍

-20 -10 0 10 20

✒✓✔

-0.5

0

0.5✕✖ ✗✘✙✚✛✜✢ ✣✤✓✥

✦✤✓✥

✧★✤✓✥

⋆ Addressing systematic uncertainties is imperative

Page 32: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

20

Challenges of Calculation

Excited States

Tsink∼0.75fm

✲�✁ ✲✂✁ ✁ ✂✁ �✁

�✁✂

✁✵✄

✂✵✄

✄☎ ✆✝✞✟✠✡☛☞✌

✍✎✏✑✒ ✓ ✔

✕ ✖ ✗✘✙✚

✕ ✖ ✛✘✙✚

✕ ✖ ✜✢✘✙✚

-20 -10 0 10 20

�✁✂

-0.6

-0.3

0

0.3

0.6

✄☎✆✝✞ ✟ ✠

✡☛ ☞✌✍✎✏✑✒✓✔ ✕ ✖ ✗✘✙✚

✕ ✖ ✛✘✙✚

✕ ✖ ✜✢✘✙✚

⋆ Excited states contamination are worse for large momenta

Page 33: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

21

Challenges of Calculation

Excited States

Tsink∼1.13fm

-20 -10 0 10 20

�✁✂

0

0.5

1

1.5✄☎ ✆✝✞✟✠✡ ☛☞✁✌

✍☞✁✌

✎✏☞✁✌

-20 -10 0 10 20

✑✒✓

-0.5

0

0.5 ✔✕ ✖✗✘✙✚✛ ✜✢✒✣

✤✢✒✣

✥✦✢✒✣

⋆ Excited states contamination are worse for large momenta

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22

Challenges of Calculation

Excited States

P = 0.83GeV

✶�✁

✶�✂

✶�✄

✶�☎

✶�✆③✝✞✟✠

✵�✄

✵�☎

✵�✆✉✡☛

③✝✞✟☞

✼ ✽ ✾ ✶✵ ✶✶ ✶✁ ✶✂✵�✵✂

✵�✵✆

✵�✵✾

✵�✶✁ ③✝✞✟✌✠

✵�✵✁

✵�✵✂

✵�✄☎

✵�✄✆ ③✝✞✟✠

✵�☎✵

✵�☎✆

✵�✡✵

✵�✡✆✉☛☞

③✝✞✟✌

✼ ✽ ✂ ✄✵ ✄✄ ✄☎ ✄✡

✵�✄☎

✵�✄✆

✵�✄✽③✝✞✟✠✍

⋆ Non-predictable behavior for all regions of z

⋆ Real and imaginary part of ME affected differently

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22

Challenges of Calculation

Excited States

P = 0.83GeV

✶�✁

✶�✂

✶�✄

✶�☎

✶�✆③✝✞✟✠

✵�✄

✵�☎

✵�✆✉✡☛

③✝✞✟☞

✼ ✽ ✾ ✶✵ ✶✶ ✶✁ ✶✂✵�✵✂

✵�✵✆

✵�✵✾

✵�✶✁ ③✝✞✟✌✠

✵�✵✁

✵�✵✂

✵�✄☎

✵�✄✆ ③✝✞✟✠

✵�☎✵

✵�☎✆

✵�✡✵

✵�✡✆✉☛☞

③✝✞✟✌

✼ ✽ ✂ ✄✵ ✄✄ ✄☎ ✄✡

✵�✄☎

✵�✄✆

✵�✄✽③✝✞✟✠✍

⋆ Non-predictable behavior for all regions of z

⋆ Real and imaginary part of ME affected differently

Conclusion: Reliable results require Tsink>1fm

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23

Systematic uncertainties in a nutshell

⋆ Excited states uncontrolled for source-sink separations

below 1fm

⋆ Excited states contamination worse for large momenta

⋆ Exponential signal-to-noise problem difficult to tackle

⋆ 2-state fit and summation method: alternative analysistechniques

similar accuracy between different source-sink separations

vital to eliminate bias from the small Tsink values

Page 37: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

D

Renormalization

of quasi-PDFs

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25

Renormalization

Critical part of calculation

⋆ elimination of power and logarithmic divergences anddependence on regulator

⋆ identification and elimination of mixing

⋆ Comparison with phenomenology becomes a real possibility

M. Constantinou, H. Panagopoulos, Phys. Rev. D 96 (2017) 054506, [arXiv:1705.11193]

C. Alexandrou, et al., Nucl. Phys. B 923 (2017) 394 (Frontier Article), [arXiv:1706.00265]

J. Chen, et al., Phys. Rev. D 97, (2018) 014505, [arXiv:1706.01295]

Renormalization scheme

⋆ RI′-type

⋆ Use 1-loop conversion factor to convert to the MS at 2 GeV

⋆ Also applicable for cases of mixing

Page 39: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

26

Mixing pattern (based on PT)

Depends on the relation between the current & Wilson line direction

V S

mixing with

V

no mixing

A, T

no mixing

A, T T, A

mixing with

: Wilson line direction

: Current insertion direction

Page 40: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

27

Non-perturbative Renormalization

⋆ same divergence in vertex function and nucleon ME

No mixing: helicity, transversity, unpolarized (γ0)

ZO(z) =Zq

VO(z), VO =

Tr

12

[

V(p)(

VBorn(p))−1

]

p=µ

⋆ Zq: fermion field renormalization

⋆ ZO includes the linear divergence

Mixing: Unpolarized (γ3)

(

ORV (P3, z)

ORS (P3, z)

)

= Z(z) ·

(

OV (P3, z)

OS(P3, z)

)

, Z−1q Z(z) V(p, z)

p=µ= 1

hRV (P3, z) = ZV V (z) hV (P3, z) + ZV S(z) hS(P3, z)

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28

Conversion to MS - Evolution to 2GeV

⋆ 1-loop perturbative calculation in DimensionalRegularization

⋆ Evaluation of conversion factor to MS

⋆ Conversion factor: a complex function

⋆ Necessary ingredient for non-perturbative renormalization

-15 -10 -5 0 5 10 15z

1.0

1.1

1.2

1.3

1.4

1.5

Re[CT]

Re[CV1/A1]

-15 -10 -5 0 5 10 15z

-0.3

-0.2

-0.1

0.0

0.1

0.2

0.3

Im[CT]

Im[CV1/A1]

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29

Numerical Results

⋆ Twisted Mass fermions, mπ=375MeV, 323 × 64, HYP smearing

⋆ Conversion &Evolution to MS(2GeV) (Perturbatively)

-15 -10 -5 0 5 10 15z/a

-2

0

2

4

6

8

10

Z∆h

Re[ZRI]

Im[ZRI]

Re[ZMS]

Im[ZMS]

(7,3,3,3)

-15 -10 -5 0 5 10 15z/a

-2

0

2

4

6

RI

Re[Zvv]Im[Zvv]Re[Zvs]Im[Zvs]

(7,3,3,3)

Plot from [C. Alexandrou at al., arXiv:1706.00265]

µ0=3GeV µ0=3GeV

Page 43: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

29

Numerical Results

⋆ Twisted Mass fermions, mπ=375MeV, 323 × 64, HYP smearing

⋆ Conversion &Evolution to MS(2GeV) (Perturbatively)

-15 -10 -5 0 5 10 15z/a

-2

0

2

4

6

8

10

Z∆h

Re[ZRI]

Im[ZRI]

Re[ZMS]

Im[ZMS]

(7,3,3,3)

-15 -10 -5 0 5 10 15z/a

-2

0

2

4

6

RI

Re[Zvv]Im[Zvv]Re[Zvs]Im[Zvs]

(7,3,3,3)

Plot from [C. Alexandrou at al., arXiv:1706.00265]

⋆ Z-factors are complex functions

⋆ Im[ZMSO ] < Im[ZRI′

O ] (expected from pert. theory)

µ0=3GeV µ0=3GeV

Page 44: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

30

Systematic uncertainties

Ultimate goal: Reliability in final estimates

Page 45: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

30

Systematic uncertainties

Ultimate goal: Reliability in final estimates

Systematic uncertainties need to be addresses

Page 46: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

30

Systematic uncertainties

Ultimate goal: Reliability in final estimates

Systematic uncertainties need to be addresses

⋆ Upper bounds estimated in [C. Alexandrou et al., arXiv:1706.00265]

⋆ Both the ME and Z-factors are complex functions,

in absence of mixing, e.g. unpolarized with γ0 (h ≡ hu−d):

hren = Zh h = Re[Zh]Re[h]− Im[Zh] Im[h]

+ I (Re[Zh] Im[h] + Im[Zh]Re[h])

Page 47: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

30

Systematic uncertainties

Ultimate goal: Reliability in final estimates

Systematic uncertainties need to be addresses

⋆ Upper bounds estimated in [C. Alexandrou et al., arXiv:1706.00265]

⋆ Both the ME and Z-factors are complex functions,

in absence of mixing, e.g. unpolarized with γ0 (h ≡ hu−d):

hren = Zh h = Re[Zh]Re[h]− Im[Zh] Im[h]

+ I (Re[Zh] Im[h] + Im[Zh]Re[h])

⋆ Uncertainties in Z-factors may have important implicationson the final estimates for PDFs

Page 48: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

31

Systematic uncertaintiesTruncation effects in C:

RRI′ (MS)

Re (Im) (z, µ0, µ′0; µ) ≡

ZRI′ (MS)

Re (Im) (z, µ0; µ)

ZRI′ (MS)

Re (Im) (z, µ′0; µ)

, (µ′

0=2.67GeV)

Evolution to 2 GeV in RI ′ and MS schemes:

slope in R reveals truncation effect in conversion factor

0.7

1.0

1.4

RI(2GeV)

MS(2GeV)

0.7

1.0

1.4

RR

e

z/a=10

1.2 1.4 1.6 1.8 2 2.2 2.4

(a µ0)2 _

0.7

1.0

1.4 z/a=15

0.7

1.0

1.4 z/a=5

0.3

0.7

1.0

RI(2GeV)

MS(2GeV)

0.3

0.7

1.0

RIm

z/a=10

1.2 1.4 1.6 1.8 2 2.2 2.4

(a µ0)2 _

0.3

0.7

1.0 z/a=15

0.3

0.7

1.0 z/a=5

⋆ Effect in Real part: ∼2%

⋆ Effect in Imaginary part: ∼100% (Im[ZMS]=0 in Dim. Regul.)

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32

Refining Renormalization⋆ Improvement Technique:

• Computation of 1-loop lattice artifacts to O(g2 a∞)

• Subtraction of lattice artifacts from non-perturbative estimated

⋆ Application to the quasi-PDFs: PRELIMINARY

1.4

1.5

1.6

unsubsub

3.5

3.6

3.7

Re[Z

A] z/a=10

0 0.5 1 1.5 2

(a µ0)2 _

10.0

10.5z/a=15

1.4

1.5

1.6z/a=5

-0.1

0.0

unsubsub

-0.4

-0.3

-0.2

Im[Z

A] z/a=10

1.2 1.4 1.6 1.8 2 2.2 2.4

(a µ0)2 _

-1.5

-1.0

z/a=15

-0.1

0.0 z/a=5

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32

Refining Renormalization⋆ Improvement Technique:

• Computation of 1-loop lattice artifacts to O(g2 a∞)

• Subtraction of lattice artifacts from non-perturbative estimated

⋆ Application to the quasi-PDFs: PRELIMINARY

1.4

1.5

1.6

unsubsub

3.5

3.6

3.7

Re[Z

A] z/a=10

0 0.5 1 1.5 2

(a µ0)2 _

10.0

10.5z/a=15

1.4

1.5

1.6z/a=5

-0.1

0.0

unsubsub

-0.4

-0.3

-0.2

Im[Z

A] z/a=10

1.2 1.4 1.6 1.8 2 2.2 2.4

(a µ0)2 _

-1.5

-1.0

z/a=15

-0.1

0.0 z/a=5

⋆ Real part significantly improved

⋆ Mild change in imaginary part (expected to change with smearing)

• Behavior might be a consequence of absence of smearing in pert. calculation

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33

Renormalized Matrix Elements

⋆ Renormalized ME must be independent of stouts steps

-10 0 10

�✁✂

-1

0

1

2

3

✄☎✆✝✞✟✄☎ ✠✡☛☞✌✍✎ ✏ ✑✒✓✔✒

✕ ✑✒✓✔✒

✖✏ ✑✒✓✔✒

✖✕ ✑✒✓✔✒

-10 0 10

�✁✂

-3

-2

-1

0

1

2

3

✄☎✆✝✞✟✠✡ ☛☞✌✍✎✏✑ ✒ ✓✔✕✖✔

✗ ✓✔✕✖✔

✘✒ ✓✔✕✖✔

✘✗ ✓✔✕✖✔P3=

6πL

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33

Renormalized Matrix Elements

⋆ Renormalized ME must be independent of stouts steps

-10 0 10

�✁✂

-1

0

1

2

3

✄☎✆✝✞✟✄☎ ✠✡☛☞✌✍✎ ✏ ✑✒✓✔✒

✕ ✑✒✓✔✒

✖✏ ✑✒✓✔✒

✖✕ ✑✒✓✔✒

-10 0 10

�✁✂

-3

-2

-1

0

1

2

3

✄☎✆✝✞✟✠✡ ☛☞✌✍✎✏✑ ✒ ✓✔✕✖✔

✗ ✓✔✕✖✔

✘✒ ✓✔✕✖✔

✘✗ ✓✔✕✖✔

⋆ Renormalized ME with and without smearing are compatible

⋆ Absence of stout smearing leads to increased noise

P3=6πL

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E

Towards

light-cone PDFs

Page 54: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

35

Towards light-cone PDFs

Upon Fourier Transform of renormarmalized matrix elements

P3 = 1.4GeV

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36

Towards light-cone PDFs

Upon matching of quasi-PDFs

q(x, µ) =

∫ ∞

−∞

|ξ|C

(

ξ,µ

xP3

)

q

(

x

ξ, µ, P3

)

C

(

ξ,ξµ

xP3

)

=δ(1−ξ)+αs

2πCF

[

1+ξ2

1−ξln

ξ

ξ−1+1+

3

]

+

ξ>1,

[

1+ξ2

1−ξln

x2P 23

ξ2µ2(4ξ(1−ξ))−

ξ(1+ξ)

1−ξ+2ι(1−ξ)

]

+

0<ξ<1,

[

−1 + ξ2

1 − ξln

ξ

ξ − 1− 1 +

3

2(1 − ξ)

]

+

ξ<0,

[J.W. Chen et al., Nucl. Phys. B911 (2016) 246, arXiv:1603.06664]

γ0 : ι=0, γ3/γ5γ3 : ι=1

Prescription at ξ=1:∫

|ξ|

[

C(

ξ, ξµ

xP3

)]

+q(

)

=∫

|ξ|C(

ξ, ξµ

xP3

)

q(

)

−q (x)∫

dξC(

ξ, µ

xP3

)

[C. Alexandrou et al. (ETMC), arXiv:1803.02685]

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37

Towards light-cone PDFs

Upon matching of quasi-PDFs

P3 = 1.4GeV

⋆ Matched quasi-PDfs have similar behavior with thephenomenological curves

⋆ Last piece missing: target mass corrections (TMC)

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38

Towards light-cone PDFs

Upon target mass corrections

⋆ Finite nucleon momentum ⇒

⋆ Correction is necessary for mN/P3 6= 0(particle number is conserved)

[J.W. Chen et al., Nucl. Phys. B911 (2016) 246, arXiv:1603.06664]

P3 = 1.4GeV

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39

Towards light-cone PDFs

Unpolarized Polarized

⋆ Increasing momentum approaches the phenomenological fits

a saturation of PDFs for p=8π/L and p=10π/L

⋆ 0<x<0.5 : Lattice polarized PDF overlap with phenomenology

⋆ Negative x region: anti-quark contribution

Page 59: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

40

Pion Mass Dependence for quasi-PDFs⋆ Simulations at physical mπ crucial for above conclusions

[C. Alexandrou et al. (ETMC), arXiv:1803.02685]

⋆ Large pion mass ensembles: Lattice data saturate away from

phenomenological curves

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F

Discussion

Page 61: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

42

DISCUSSIONGreat progress over the last years:

⋆ Simulations at the physical point

⋆ unpolarized operator that avoid mixing (γ0)

⋆ Development of non-perturbative renormalization

⋆ Improving matching to light-cone PDFs

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42

DISCUSSIONGreat progress over the last years:

⋆ Simulations at the physical point

⋆ unpolarized operator that avoid mixing (γ0)

⋆ Development of non-perturbative renormalization

⋆ Improving matching to light-cone PDFs

Further investigations:

Careful assessment of systematic uncertainties

⋆ Volume effects

⋆ quenching effect (strange and charm)

⋆ continuum limit

Page 63: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

43

DISCUSSIONGreat progress over the last years:

⋆ Simulations at the physical point

⋆ unpolarized operator that avoid mixing (γ0)

⋆ Development of non-perturbative renormalization

⋆ Improving matching to light-cone PDFs

Further investigations:

Careful assessment of systematic uncertainties

⋆ Volume effects

⋆ quenching effect (strange and charm)

⋆ continuum limit

Dedicated effort from community

Page 64: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

THANK YOU

TMD Topical Collaboration Grant No. PHY-1714407

Page 65: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

BACKUP SLIDES

Page 66: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

46

Numerical Results

⋆ Computation on a variety of scales

⋆ Conversion &Evolution to MS(2GeV) (Perturbatively)

⋆ Extrapolation to eliminate residual dependence on initial

scale

▼�

✵✁

∆❤

▼�

✵✁

∆❤

Page 67: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

46

Numerical Results

⋆ Computation on a variety of scales

⋆ Conversion &Evolution to MS(2GeV) (Perturbatively)

⋆ Extrapolation to eliminate residual dependence on initial

scale

▼�

✵✁

∆❤

▼�

✵✁

∆❤

⋆ Z-factors are complex functions

⋆ Increasing stout steps reduces renormalization

Page 68: Light-cone PDFs from Lattice QCD...9 PDFs on the Lattice Contact with light-cone PDFs: ⋆ Difference between quasi-PDFs and light-cone PDFs: O Λ 2 QCD P 2 3,m N P 3 ⋆ Matching

47

Standard vs. derivative Fourier transformStandard Fourier transform defining qPDFs:

q(x) = 2P3

∫ zmax

−zmax

dz4π

eixzP3h(z)

can be rewritten using integration by parts as:

q(x) = h(z) eixzP3

2πix

zmax

−zmax

−∫ zmax

−zmax

dz2π

eixzP3

ixh′(z)

[H.W. Lin et al., arXiv:1708.05301]

Truncation h(|z| ≥ zmax)=0 : equivalent to neglecting surface term

Oscillations reduced, but small-x not well-behaved