0$%)-121.1(3)4&0#) %$56788$% · Better Masses = Better Cosmology 0.1 1.0 Redshift 0.001 0.010 0.100...

77
!"#$%&'( &' *+, -./"0$% -1"21.1(3 4&0# %$56788$% Eduardo Rozo Panofsky Fellow, SLAC March 19, 2013, Berkeley In collaboration with Eli S. Rykoff (SLAC)

Transcript of 0$%)-121.1(3)4&0#) %$56788$% · Better Masses = Better Cosmology 0.1 1.0 Redshift 0.001 0.010 0.100...

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!"#$%&'()&')*+,)-./"0$%)-1"21.1(3)4&0#)%$56788$%

Eduardo Rozo Panofsky Fellow, SLAC

March 19, 2013, Berkeley

In collaboration with Eli S. Rykoff (SLAC)

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1: Why Should You Care About Clusters?

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The Big Picture

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H14):7')4$)5&";'(/&"#)@$04$$')0#$"$)041I)

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Testing GR with Dynamical Probes

JG  B7K$)&'&;7.):1'5&;1'")>%12)-6LG)CM698N8.7':KD)

OG  6$7"/%$)$P?7'"&1')#&"01%3G)CLQ,,D)

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!"#"$%&'#()*+,)&'"-&.,/012+&)*+.&34&

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Why It’s Interesting

Example: Growth predicted by BAO+SN+CMB

Mortonson et al. (2009, 2010) cluster predictions: Mortonson et al. (2011) WL predictions: Vanderveld et al. (2012)

CDM

quintessence

(68 / 95% CL) CDM (probably)

-./"0$%"):7')>7."&>3)*+TEF)

,.&5$)>%12)61%01'"1')

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Cluster Cosmology

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U))21%$V)@&(($%):./"0$%"G)

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2: Cluster Detection

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Several Methods

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The Trouble with Optical

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F$7.):./"0$%) 8%1^$:;1')7%;>7:0)

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Two Options

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d./P)&')1'$)[.0$%)

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Combating Projections: The Red-Sequence Method

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d./P)&')1'$)[.0$%)

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Combating Projections: The Red-Sequence Method

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So Why Bother Detecting in the Optical?

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Optical Allows Detection of the Low Mass Systems

0.1 1.0Redshift

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O •)

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So?

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0.1 1.0Redshift

0.01

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Total ErrorWL Error Only

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Better Masses = Better Cosmology

0.1 1.0Redshift

0.001

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0.100St

atist

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11,a

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Stage IIIBottom to top: M/1014 MO • = 1, 2, 4, 8

M$&'@$%()$0)7.G)OgJO)

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Bottom Line

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3: Detecting Clusters in the Optical: redMaPPer

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Warning: Sales Pitch

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redMaPPer

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redMaPPer: Self-Training

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Why Is Self-Training Valuable?

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Why Is Self-Training Valuable?

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Why Is Self-Training Valuable?

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redMaPPer Galaxy Photoz

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redMaPPer Galaxy Photoz

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Cluster Finder B7K$)&'&;7.):./"0$%)%$5"#&\)$";270$)C(7.7P3)?#101`DG)

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Performance Tests in DR8

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A Sample Cluster

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A Sample Cluster

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Performance: redshifts

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Photo-z Bias and Scatter

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Photo-z Bias and Scatter

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P(z) Densities Match Spectroscopy

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P(z) Densities Match Spectroscopy

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Nearly Gaussian Photoz’s

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Nearly Gaussian Photoz’s

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Low Scatter Mass Proxy

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Low Scatter Mass Proxy

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Low Scatter Mass Proxy

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Completeness and Purity

Jggm)1>)7..)8.7':K)7'5)9-B):./"0$%")&'),*,,)>1/'5G)

Jggm)CqgmD)1>)7..)bY)k)JgSS)$%("N")CJgSR)$%("N"D):./"0$%")>1/'5G)

Jggm)1>)7..)%&:#V).14)%$5"#&\):./"0$%")5$0$:0$5)&')YZ%73"G)

YZ%73)5$0$:;1').&2&0$5)1'.3)@3)F9,,)5$?0#G)

-7')(1)&'01)21%$)5$07&.)70)0#$)$'5)&>)?$1?.$)%$7..3)47'0)2$)01G)

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Masking!

-7')#7'5.$)&'#121($'$1/")27"K")C<7%3&'()5$?0#DG)

E$'$%70$")>/..):./"0$%Z7??%1?%&70$)%7'512)?1&'0"A)

8.7:$)%7'512)?1&'0)64/7%#4,7'&..%"'!%#&!.7482%

E$'$%70$)61'0$)-7%.1)%$7.&`7;1'")01)5$0$%2&'$)5$0$:;1')?%1@7@&.&03G)

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0.1 < z < 0.2

0.2 < z < 0.3

0.3 < z < 0.4

0.4 < z < 0.5

c'?/0)%&:#'$"")U)Sg)*$0$:;1')%$=/&%$2$'0A)Og)(7.7P3):1/'0")

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0.1 < z < 0.2

0.2 < z < 0.3

0.3 < z < 0.4

0.4 < z < 0.5

c'?/0)%&:#'$"")U)Sg)*$0$:;1')%$=/&%$2$'0A)Og)(7.7P3):1/'0")

f'14&'()5$0$:;1')?%1@7@&.&03)7")7)>/':;1')1>)?1"&;1')&")-+'+))",%)>1%).7%($)":7.$)"0%/:0/%$)"0/5&$"G)

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4: Things to Come out of redMaPPer

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redMaPPer + X-ray/SZ Data are Good Tests of Photometry

+P72?.$)'1G)JA)@75)?#1012$0%3)&'),*,,G)

)Z)@75)?#1012$0%3)%$(&1'")"#14)/?)7")1/0.&$%")&'))1?;:7.ZYZ%73)":7.&'()%$.7;1'"G)

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Bad Photometry

Regulus is in BOSS mask.

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redMaPPer + X-ray/SZ Data are Good Tests of Photometry

+P72?.$)'1G)JA)@75)?#1012$0%3)&'),*,,G)

)Z)@75)?#1012$0%3)%$(&1'")"#14)/?)7")1/0.&$%")&'))1?;:7.ZYZ%73)":7.&'()%$.7;1'"G)

+P72?.$)'1G)OA)5/"0)%$5$''&'(N:7.&@%7;1')"3"0$27;:"G)

)Z)8#101`)%$"&5/7.")>%12)%$56788$%)"#14)"0%/:0/%$i)

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Significance of Redshift Bias

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Photoz Resdiuals Correlate with E(B-V)

8#101`)F$"&5/7.)

-7')&2?7:0)-69,,)"$.$:;1')

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Crazy Idea

BAO with redMaPPer Clusters!

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!"#$%&$'()$*+,"$-./0,1203$

0.0 0.2 0.4 0.6 0.8zlambda

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4"&,&560$+7$8,2+91$:;$

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0.0 0.2 0.4 0.6 0.8zlambda

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8#101Z`)

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<=$4"&,&560$>21$!1..$'1.&*$'()$8?>.1$

%$56788$%),XO)8#101`l")

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@"1$42&A.1B$*+,"$-./0,12$'()$

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,1./;1'A)

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H14).14):7')31/)(1I)

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21C=>4412$-./0,12$%170+,#$

%&:#'$"")k)Og)

%&:#'$"")k)a)

-69,,)CLQ,,D)

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21C=>4412$-./0,12$%170+,#$

%&:#'$"")k)Og)

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!"#$<+?"7100$D$E$F&2$'()3$

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%$56788$%),XO)8#101`l")

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8#101`)215$.)&'),$1)7'5)+&"$'"0$&')OggsG)

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%$56788$%),XO)8#101`l")

G&*$!1..$->7$!1$%&3$H&21?>0,$(.21>C#$4/A.+0"1CI$

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L('<&*/&2/&=+6/,+&7+S-7&*//&+$'1*+2T&=(*&0+,%&1-*,17(1-7C&

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5: The Hiccup

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Centering Clusters is Hard!

M#$%$l")0#$):$'0$%I)

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redMaPPer Approach to Centering

c0$%7;<$i)

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!"$)[.0$%")01)%$.1:70$):$'0$%")"'!%&.19"/&%,&'/&#4'(%3#+:":4041&.;)

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Cluster Centering is Hard

-$'0$%&'()"/::$"")%70$)U)Xtm)

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UMV&L.'&

H&(#)8:$')

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UMV&L.'&

b14)8:$')

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!"!# !"#! #"!! #!"!!$%&'()

#!

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Can Use Centering Probabilities to Recover Correct WL Profile

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Summary

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redMaPPer: Useful Features

• )!"$")"00)?#1012$0%&:)5707V)'10)^/"0)JZ:1.1%G)

• ),$.>Z0%7&'&'(V)4&0#)2&'&27.)"?$:0%1":1?&:)%$=/&%$2$'0"G)

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• )E$'$%70$")&0")14'):./"0$%)5$0$:;1')27"KG)

• )d/..):$'0$%&'()?%1@7@&.&03)>1%)$<$%3):./"0$%G)

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Bottom Line ,+2L"@@+,&1)&2+9/-)*,"=#%&*<+&=+)*&/.8'"#&'"*"#/7&*/&<"0+&=++-&,(-&1-&AFAA4&

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v$%3)7::/%70$V)<$%3)4$..)/'5$%"0115)?#101`l"G)

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-$'0$%&'()";..)#7%5V)@/0)#1?$)>1%)&2?%1<$2$'0G)

)M$)7%$)5$<$.1?&'()'$4)"07;";:7.)0$:#'&=/$")01)#7'5.$)2&":$'0$%&'()C&G$G)?%1@7@&.&;:):$'0$%"DG)

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Bottom Line: Short Version

+P?$:0):/%%$'0)?$%>1%27':$)4&..)@$)"/u:&$'0)01)$'"/%$):./"0$%)['5&'()"3"0$27;:")01)@$)"/@Z512&'7'0)&')*+,G)

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Why Not Use Photoz’s Intead?

87%0.3)?$%"1'7.):#1&:$A)1'.3)#7'5Z47&<3)7%(/2$'0"G)

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20 40 60 80 100true

20

40

60

80

100

obs

Defining Purity and Completeness

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20 40 60 80 100true

0.5

0.6

0.7

0.8

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20 40 60 80 100obs

0.80

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0.5<z<0.60.4<z<0.50.3<z<0.40.2<z<0.30.1<z<0.2

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X-ray Purity Jggm)1>)%&:#):./"0$%")7%$)5$0$:0$5)&')YZ%73")

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X-ray Purity

YZ%73)5$0$:;1')&").&2&0$5)1'.3)@3)F9,,)e/P).&2&0G)