Last coating Q measurements at MIT Flavio Travasso Gregg Harry Matt Abernathy LIGO – G050370-00-Z.
No LIGO MACHO -...
Transcript of No LIGO MACHO -...
No LIGO MACHOPrimordial Black Holes in Light of Supernova Lensing
Miguel Zumalacarregui
Rencontres de Moriond Cosmology - March 2018
with Uros Seljak (1712.02240)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Warning: slopes ahead!
(but not that many black holes)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Gravitational Waves vs ΛCDM
DE models& gravity theories
ruled out(Ezquiaga’s talk)
MACHO/PBH?(this session)
100Ωbh2 = 2.222± 0.023 (1.0%)
Ωch2 = 0.1197± 0.0022 (1.8%)
ΩΛ = 0.685± 0.013 (1.9%)
Planck ’15 (T+lowP only!)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
LIGO MACHO miracle?
10−18 10−15 10−12 10−9 10−6 10−3 100 103
MPBH [M]
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
α≡
ΩP
BH/Ω
M(9
5%c.
l.)
HS
C
WM
APfe
mto
-len
sin
g
Kep
ler
Haw
kin
gra
dia
tion
FIR
AS
MA
CH
O
ER
OS
Eri
dan
osII
Wh
ite
Bin
arie
s
LIG
OB
Hs
SNe lensing → MZ & Seljak ’17
(adapted from Ezquiaga+ ’17 Reviews: Carr+ ’16, Sasaki+ ’18)Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
LIGO MACHO miracle?
10−5 10−3 10−1 101 103 105
MPBH [M]
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
α≡
ΩP
BH/Ω
M(9
5%c.
l.)
WM
AP
FIR
AS
MA
CH
O
ER
OS
Eri
dan
osII
Wh
ite
Bin
arie
s
LIG
OB
Hs
SNe lensing → MZ & Seljak ’17
(adapted from Ezquiaga+ ’17 Reviews: Carr+ ’16, Sasaki+ ’18)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
LIGO MACHO miracle?
10−5 10−3 10−1 101 103 105
MPBH [M]
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
α≡
ΩP
BH/Ω
M(9
5%c.
l.)
WM
AP
FIR
AS
MA
CH
O
ER
OS
Eri
dan
osII
Wh
ite
Bin
arie
s
SN
ele
nsin
g(t
his
wor
k)
LIG
OB
Hs
SNe lensing → MZ & Seljak ’17
(adapted from Ezquiaga+ ’17 Reviews: Carr+ ’16, Sasaki+ ’18)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
No LIGO MACHO?
ligar (verb)
1. Bind, connnect.
2. [Colloquial] Flirt.
(yo) ligo → I flirt
macho (noun)
1. Male.
2. [Colloquial] Dude, bro.
No LIGO MACHO
my love life sucks, bro
LIGO Lo(g)-normalMACHO
mine’s normal, bro
(→ from Garcia-Bellido+ ’17)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
No LIGO MACHO?
ligar (verb)
1. Bind, connnect.
2. [Colloquial] Flirt.
(yo) ligo → I flirt
macho (noun)
1. Male.
2. [Colloquial] Dude, bro.
No LIGO MACHO
my love life sucks, bro
LIGO Lo(g)-normalMACHO
mine’s normal, bro
(→ from Garcia-Bellido+ ’17)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
No LIGO MACHO?
ligar (verb)
1. Bind, connnect.
2. [Colloquial] Flirt.
(yo) ligo → I flirt
macho (noun)
1. Male.
2. [Colloquial] Dude, bro.
No LIGO MACHO
my love life sucks, bro
LIGO Lo(g)-normalMACHO
mine’s normal, bro
(→ from Garcia-Bellido+ ’17)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Lensing by compact objects (Rauch ’91, Seljak & Holz ’99, Metcalf & Silk ’06)
D(z,∆µ) =D(z)√1 + ∆µ
Distance (perceived)Magnification
?S1
?S2
halo
−0.1 0.0 0.1 0.2 0.3 0.4 0.5 0.6
∆µ - magnification (wrt FRW)
10−2
10−1
100
101
102
Pro
babi
lity
Emptybeam
Magnificationtail ∝ µ−3
P (µ, z, α) at z = 0.8
α = 0 (no PBH)
α = 0.84 (all PBH)
PBH signatures:
slight demagnification (most sources)highly magnified events (few sources)
→ Different & complementary to stellar microlensing (Moniez’s Talk)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Lensing by compact objects (Rauch ’91, Seljak & Holz ’99, Metcalf & Silk ’06)
D(z,∆µ) =D(z)√1 + ∆µ
Distance (perceived)Magnification
?S1
?S2
•BH
−0.1 0.0 0.1 0.2 0.3 0.4 0.5 0.6
∆µ - magnification (wrt FRW)
10−2
10−1
100
101
102
Pro
babi
lity
Emptybeam
Magnificationtail ∝ µ−3
P (µ, z, α) at z = 0.8
α = 0 (no PBH)
α = 0.84 (all PBH)
PBH signatures:
slight demagnification (most sources)highly magnified events (few sources)
→ Different & complementary to stellar microlensing (Moniez’s Talk)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
SNe Magnification (MZ & Seljak ’17)
−0.6 −0.4 −0.2 0.0 0.2 0.4 0.60.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
z = 1.2
PL(µ; z, α) convolved with Gaussian σ = 0.15
−0.6 −0.4 −0.2 0.0 0.2 0.4 0.60.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
z = 0.7
−0.6 −0.4 −0.2 0.0 0.2 0.4 0.6
∆µ (0.15/σµ)
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
z = 0.2
α = 0.0
α = 1.0
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
SNe Magnification (MZ & Seljak ’17)
−0.6 −0.4 −0.2 0.0 0.2 0.4 0.60.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
z ∈ [0.90, 1.5]
Nunion = 48
NJLA = 34
z = 1.2
−0.6 −0.4 −0.2 0.0 0.2 0.4 0.60.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
z ∈ [0.50, 0.9]
Nunion = 119
NJLA = 151
z = 0.7
−0.6 −0.4 −0.2 0.0 0.2 0.4 0.6
∆µ (0.15/σµ)
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
z ∈ [0.00, 0.5]
Nunion = 412
NJLA = 555
z = 0.2
α = 0.0
α = 1.0
JLA
Union
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
SNe Magnification (MZ & Seljak ’17)
−0.6 −0.4 −0.2 0.0 0.2 0.4 0.60.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
z ∈ [0.90, 1.5]
Nunion = 48
NJLA = 34
z = 1.2
−0.6 −0.4 −0.2 0.0 0.2 0.4 0.60.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
z ∈ [0.50, 0.9]
Nunion = 119
NJLA = 151
z = 0.7
−0.6 −0.4 −0.2 0.0 0.2 0.4 0.6
∆µ (0.15/σµ)
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
z ∈ [0.00, 0.5]
Nunion = 412
NJLA = 555
z = 0.2
α = 0.0
α = 1.0
JLA
Union
−0.4 −0.2 0.0 0.2 0.4 0.6 0.8 1.010−1
100
101
3σ 5σ
z = 1.2Total NSNe
Cumulative
−0.4 −0.2 0.0 0.2 0.4 0.6 0.8 1.010−1
100
101
102z = 0.7
−0.4 −0.2 0.0 0.2 0.4 0.6 0.8 1.0
∆µ × (0.15/σµ)
10−1
100
101
102
103
z = 0.2
α = 0.0
α = 1.0
JLA
Union
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Results
Parameters:
α =
ΩPBH
ΩM
mean m
dispersion correctionσ2i = σ2obs,i+k2−σ2lens
Skewness k3
Kurtosis k4
Not shown:
ΩM (Planck+BAO)
standardization (JLA) 0.2 0.4 0.6 0.8
α (PBH)
−0.8
0.0
0.8
1.6
2.4
100k
2
−0.8
0.0
0.8
1.6
k3
−0.2
0.0
0.2
0.4
k4
−0.16 −0.08 0.00 0.08
m
0.2
0.4
0.6
0.8
α(P
BH
)
−0.8 0.0 0.8 1.6 2.4
100 k2
−0.8 0.0 0.8 1.6
k3
−0.2 0.0 0.2 0.4
k4
JLA
Union 2.1
xi =1
σi(mob,i −mth(zi, µ)− m)
PSNe = N(
1 + erf
(k3x√
2
))× exp
(−1
2|x|2−k4
)
α <
0.346 (JLA)
0.405 (Union)(95%)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Highly-magnified events or peculiar SNe?
34
36
38
40
42
44
46
48
Dis
tan
cem
od
ulu
s(m
ag) 91b
Ia?NUV-R
91T
slow decline
↑ subluminous
↓ overluminous
Union 2.1
Outliers
0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4
z
−5.0
−2.5
0.0
2.5
5.0
7.5
∆m/σ
m
±3σ
Outliers in Union 2.1
4 overluminous → 3 peculiar
8 subluminous → 5 peculiar
Thanks to D. Rubin (sample) & Ll. Galbany (assesment)
→A
bso
lute
ma
gn
itu
de
→ Decline rate (mag, 15 days)
(Taubenberger ’17)
−0.1 0.0 0.1 0.2 0.3 0.4 0.5 0.6
∆µ - magnification (wrt FRW)
10−2
10−1
100
101
102
Pro
babi
lity
Emptybeam
Magnificationtail ∝ µ−3
P (µ, z, α) at z = 0.8
α = 0 (no PBH)
α = 0.84 (all PBH)
−0.15 0.00 0.15 0.30 0.45 0.60
k4 (kurtosis)
0.00
0.15
0.30
0.45
0.60
0.75
0.90
α(P
BH
frac
tion
)
Union 2.1
+ all outliers
+ over-luminous
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Highly-magnified events or peculiar SNe?
34
36
38
40
42
44
46
48
Dis
tan
cem
od
ulu
s(m
ag) 91b
Ia?NUV-R
91T
slow decline
↑ subluminous
↓ overluminous
Union 2.1
Outliers
0.0 0.2 0.4 0.6 0.8 1.0 1.2 1.4
z
−5.0
−2.5
0.0
2.5
5.0
7.5
∆m/σ
m
±3σ
Outliers in Union 2.1
4 overluminous → 3 peculiar
8 subluminous → 5 peculiar
Thanks to D. Rubin (sample) & Ll. Galbany (assesment)
→A
bso
lute
ma
gn
itu
de
→ Decline rate (mag, 15 days)
(Taubenberger ’17)
−0.1 0.0 0.1 0.2 0.3 0.4 0.5 0.6
∆µ - magnification (wrt FRW)
10−2
10−1
100
101
102
Pro
babi
lity
Emptybeam
Magnificationtail ∝ µ−3
P (µ, z, α) at z = 0.8
α = 0 (no PBH)
α = 0.84 (all PBH)
−0.15 0.00 0.15 0.30 0.45 0.60
k4 (kurtosis)
0.00
0.15
0.30
0.45
0.60
0.75
0.90
α(P
BH
frac
tion
)
Union 2.1
+ all outliers
+ over-luminous
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Source size vs Lens Mass
Errors/typos in Sec. IIC. New version coming ⇒ Basic results hold
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Finite sources
Point lens + point source
µ =1
l
l2 + 2ξ2√l2 + 4ξ2
− 1
Finite source η ≡ RSξ
=source size
Einstein radius
µmax =√
1 + 4η−2 − 1
z-dependence
η(zL, zS) = η0
[DL
H0DSDLS
]1/2
η0 = 0.02h1/2
(RS
113AU
)(M
ML
)1/2
Optical depth 〈µ〉 = e2τ(zS) − 1
?S
•BH
ξ = 1
l
10−3 10−2 10−1 100 101
l/χ (impact parameter, normalized)
100
101
102
103
µ+
1(m
agni
fica
tion
)
µmax =√
1 + 4η−2 − 1
η ≡ RS/ξ
0
0.01
0.10
1.00
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Finite sources
Point lens + point source
µ =1
l
l2 + 2ξ2√l2 + 4ξ2
− 1
Finite source η ≡ RSξ
=source size
Einstein radius
µmax =√
1 + 4η−2 − 1
z-dependence
η(zL, zS) = η0
[DL
H0DSDLS
]1/2
η0 = 0.02h1/2
(RS
113AU
)(M
ML
)1/2
Optical depth 〈µ〉 = e2τ(zS) − 1
?S
•BH
ξ = 1
l
η
10−3 10−2 10−1 100 101
l/χ (impact parameter, normalized)
100
101
102
103
µ+
1(m
agni
fica
tion
)
µmax =√
1 + 4η−2 − 1
η ≡ RS/ξ
0
0.01
0.10
1.00
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Finite sources
Point lens + point source
µ =1
l
l2 + 2ξ2√l2 + 4ξ2
− 1
Finite source η ≡ RSξ
=source size
Einstein radius
µmax =√
1 + 4η−2 − 1
z-dependence
η(zL, zS) = η0
[DL
H0DSDLS
]1/2
η0 = 0.02h1/2
(RS
113AU
)(M
ML
)1/2
Optical depth 〈µ〉 = e2τ(zS) − 1
?S
•BH
ξ = 1
l
η
0.0 0.2 0.4 0.6 0.8 1.0
zL
0.00
0.05
0.10
dτ/dz L
10−1
100
101
µm
ax
zS = 1.0, RS = 113AUη0 = 0.1, M ≈ 3 · 10−2
η0 = 0.5, M ≈ 1 · 10−3
η0 =
1.0, M ≈3 · 10 −4µ(zS) = 0.14
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Finite source magnification PDF (MZ & Seljak in prep.)
0.0 0.2 0.4 0.6 0.8 1.0
zL
0.00
0.05
0.10
dτ/dz L
10−1
100
101
µm
ax
zS = 1.0, RS = 113AUη0 = 0.1, M ≈ 3 · 10−2
η0 = 0.5, M ≈ 1 · 10−3
η0 =
1.0, M ≈3 · 10 −4µ(zS) = 0.14
Results valid for M & 0.01MDemagnification peak ∆µ ∼ −µ
indistinguishable w. noise X
Magnification tail (∆µ & 1)
outlier fraction to ∆µ ∼ 0.5 X
Base analysis was conservative:
M ∼ 10−4 half way to LSS!
−0.15 −0.10 −0.05 0.00 0.05 0.10 0.15 0.20
∆µ
0
5
10
15
20
25
30
35
PL(∆µ
;zS,η
0)
zS = 1.0, σµ = 0
η0 = 0 (Fit), M →∞η0 = 0.1, M ≈ 3 · 10−2
η0 = 0.5, M ≈ 1 · 10−3
η0 = 1.0, M ≈ 3 · 10−4
α = 0 (pure LSS)
0.0 0.5 1.0 1.5 2.0 2.5
∆µ
10−3
10−2
10−1
100
Cum
ulat
ive
PL
+no
ise zS = 1.0, σµ = 0.15
η0 = 0
η0 = 0.1η0 = 0.5
η0 =
1.0LSS
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Finite source magnification PDF (MZ & Seljak in prep.)
0.0 0.2 0.4 0.6 0.8 1.0
zL
0.00
0.05
0.10
dτ/dz L
10−1
100
101
µm
ax
zS = 1.0, RS = 113AUη0 = 0.1, M ≈ 3 · 10−2
η0 = 0.5, M ≈ 1 · 10−3
η0 =
1.0, M ≈3 · 10 −4µ(zS) = 0.14
Results valid for M & 0.01MDemagnification peak ∆µ ∼ −µ
indistinguishable w. noise X
Magnification tail (∆µ & 1)
outlier fraction to ∆µ ∼ 0.5 X
Base analysis was conservative:
M ∼ 10−4 half way to LSS!
−0.15 −0.10 −0.05 0.00 0.05 0.10 0.15 0.20
∆µ
0
5
10
15
20
25
30
35
PL(∆µ
;zS,η
0)
zS = 1.0, σµ = 0
η0 = 0 (Fit), M →∞η0 = 0.1, M ≈ 3 · 10−2
η0 = 0.5, M ≈ 1 · 10−3
η0 = 1.0, M ≈ 3 · 10−4
α = 0 (pure LSS)
0.0 0.5 1.0 1.5 2.0 2.5
∆µ
10−3
10−2
10−1
100
Cum
ulat
ive
PL
+no
ise zS = 1.0, σµ = 0.15
η0 = 0
η0 = 0.1η0 = 0.5
η0 =
1.0LSS
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Conclusion: No LIGO MACHO
10−4 10−3 10−2 10−1 100 101 102 103 104
MPBH [M]
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
α≡
ΩP
BH/Ω
M(9
5%c.
l.)
LIG
OB
Hs
EROS
Eri
dan
osII
SNe lensing(this work)
Pla
nck
(col
l)
Pla
nck
(ph
oto)
0.0 0.5 1.0 1.5 2.0 2.5
∆µ
10−3
10−2
10−1
100
Cum
ulat
ive
PL
+no
ise zS = 1.0, σµ = 0.15
η0 = 0
η0 = 0.1η0 = 0.5
η0 =
1.0LSS
−0.4 −0.2 0.0 0.2 0.4 0.6 0.8 1.0
∆µ × (0.15/σµ)
100
101
102
NSNe
z ∈ [0.50, 1.5]
Nunion = 167
NJLA = 185
3σ 5σ
α = 0.0
α = 1.0
JLA
Union
ΩPBH
ΩM< 0.35 (95% c.l. JLA)
100% DM excluded at 4.9σ!
Finite SNe → M & 0.01M
Complementarity &agreement w. other probes
Robust against outliers,cosmology, correlated noise
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Gravitational Waves vs ΛCDM
(some of) LIGO BHscould be primordial,
but subdominant DM
LIGO could rule out ΛCDM(confirming high H0 tension)
2000 2005 2010 2015 2020year
62.5
65.0
67.5
70.0
72.5
75.0
77.5
80.0
82.5
H0 [
km/s
/Mpc
]
KPSH0ES
CPHSH0ES
GAIA + HST?
W1
W3 W5W7 W9
P13 P15 BAO P+S4
GW170817
15 x BNS
Dist. Ladder CDM Std. Sirens
MZ in prep.
Thanks!
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Gravitational Waves vs ΛCDM
(some of) LIGO BHscould be primordial,
but subdominant DM
LIGO could rule out ΛCDM(confirming high H0 tension)
2000 2005 2010 2015 2020year
62.5
65.0
67.5
70.0
72.5
75.0
77.5
80.0
82.5
H0 [
km/s
/Mpc
]
KPSH0ES
CPHSH0ES
GAIA + HST?
W1
W3 W5W7 W9
P13 P15 BAO P+S4
GW170817
15 x BNS
Dist. Ladder CDM Std. Sirens
MZ in prep.
Thanks!
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Backup Slides
10−4 10−3 10−2 10−1 100 101 102 103 104
MPBH [M]
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9α≡
ΩP
BH/Ω
M(9
5%c.
l.)
LIG
OB
Hs
EROS
Eri
dan
osII
SNe lensing(this work)
Pla
nck
(col
l)
Pla
nck
(ph
oto)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Base magnification PDF + LSS
Fit to simulations (Rauch ’91)
P = A
[1− e−µ/δ
(µ+ 1)2 − 1
]3/2(if µ > 0)
A, δ → normalize & 〈µ〉 = µFRW(z)
- Dependence P (µ, µ) only
- Universal (point lens/source)
−0.1 0.0 0.1 0.2 0.3 0.4 0.5 0.6
∆µ (relative to FRW mean)
10−1
100
101
PL(µ,z,α
)atz
=1
PBH fraction
α = 0
α = 0.30
α = 0.60
α = 0.85
Adding LSS: (Seljak & Holz ’99)
PL(µ; z, α) =
∫ µ1−α
0dµ′PLSS(µ′, z)PC [µ− µ′(1− α)︸ ︷︷ ︸
smooth contrib
, αµ′︸︷︷︸mean
]
PLSS → Turbo GL (Marra & Paakkonen ’12)Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
SNe population
mth = 5 log10(DL(z)
)− 2.5 log10(1 + ∆µ) + 25
Li(~θ, α) =
∫dµPL(∆µ; zi, α)PSNe(mi, σi, zi,mth, ~θ)
SNe distribution
xi =1
σi(mob,i −mth(zi,∆µ)− m)
σ2i = σ2ob,i + k2 − σ2L(z)
PSNe(x) = N(
1 + erf
(k3x√
2
))exp
(−1
2|x|2−k4
)
θ ⊃ mean (m), intrinsic scatter (k2), skewness (k3), kurtosis (k4),
standardization mob,i = m?B,i − (MB − αX1,i + βCi)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Cosmology Dependence
Assumed flat ΛCDM
Planck+BOSS: ΩM = 0.309± 0.006
(Alam+ ’17)
Weak effect of perturbations
SNe: σ8 = 1.07+0.50−0.76
(Macaulay+ ’17)
Degeneracy:
empty-beam shift ↔ expansion
No ΩM prior
- slightly weaker results
- “best” case PBH
Tension
α ≈ 0.8 → 3σ w. SNe
ΩM ≈ 0.36 → 8σ w. P+B
- Lack of outliers!
−0.1 0.0 0.1 0.2 0.3 0.4 0.5 0.6
∆µ - magnification (wrt FRW)
10−2
10−1
100
101
102
Pro
babi
lity
Emptybeam
Magnificationtail ∝ µ−3
P (µ, z, α) at z = 0.8
α = 0 (no PBH)
α = 0.84 (all PBH)
0.250 0.275 0.300 0.325 0.350 0.375 0.400
ΩM
0.00
0.15
0.30
0.45
0.60
0.75
0.90
α(P
BH
)
JLA (no priors)
JLA (Planck+BAO)
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing
Correlated noise
Assumed independent
Ltot =∏
i
Li
Use JLA simple covariance
∆m(zj) = γ1
3
∑
i
Cij√Cjj
i ∈ (26, 27, 28) connects low-high z
10−2 10−1 10010−2
10−1
100
−14
−12
−10
−8
−6
−4lo
g(|C
ij|)
0.0 0.2 0.4 0.6 0.8 1.0 1.2
zj
0.00
0.02
0.04
0.06
0.08
0.10
∆m
full
diag. removed
Empty beam ∆m
−3 −2 −1 0 1 2 3
γ (SNe correlation)
0.00
0.15
0.30
0.45
0.60
0.75
0.90
α(P
BH
)
Non-diagonal
Non-diagonal +1
Miguel Zumalacarregui (Berkeley) PHBs in Light of SNe Lensing