Upload
christian-herenz
View
161
Download
1
Embed Size (px)
Citation preview
New Frontiers in LAE Science with MUSELyman α as an Astrophysical Tool
Christian Herenz
Leibniz-Institut fur Astrophysik in Potsdam (AIP)PhD Student
Supervisor: L. Wisotzki
September 13th, 2013
MUSE - 2nd Generation VLT InstrumentMUSE - Multi Unit Spectroscopic Explorer - 7 European Institutes -PI: Roland Bacon (CRAL)
Instrument Integral Field SpectrographType Image SlicerTelescope VLT UT-4 “Yepun”No. of IFU units 24Detectors 24×4k×4k e2v CCDsSpectral Range (465) 480 - 930 nmzLyα (2.8) 2.95 - 6.6Spectral Resolution 1750@465nm - 3750@930nmField of View 1′ × 1′ (Wide Field Mode)Spatial Sampling 0.2′′ × 0.2′′ (Wide Field Mode)
Feb 2014 - First Light (Feb 7.- Feb 21. Commissioning),∼ May - Jul 2014: Science VerificationSep 2014 - Start of GTO (& GO)
MUSE (simulated) Raw Data24× (n× Science Exp. + Arc +Flat + Standard(s) + BIAS)
Data Reduction System(developed at AIP):
Sky Subtracted “Datacube”’
→ dim(x , y , z) ≈(300,300,3600) voxel
Datacube-Size:1.5 GB Data
+ 1.5 GB Variance
MUSE - Unique Instrument for LAE Surveys IBest contrast for line emission.
(Fig. by courtesy of L. Wisotzki.)
FLyα ∼ 10−17erg s−1 cm−2 z∼6⇐⇒ SFRLyα ∼ 1M� yr−1
MUSE - Unique Instrument for LAE Surveys IBest contrast for line emission.
Detection Limit of current NB imaging studies
(Fig. by courtesy of L. Wisotzki.)
FLyα ∼ 10−17erg s−1 cm−2 z∼6⇐⇒ SFRLyα ∼ 1M� yr−1
MUSE - Unique Instrument for LAE Surveys IIAccurate EWLyα measurement at faint Lyα fluxes.
(Fig
.by
cour
tesy
ofL.
Wis
otzk
i.)
MUSE - Unique Instrument for LAE Surveys IIAccurate EWLyα measurement at faint Lyα fluxes.
(Fig
.by
cour
tesy
ofL.
Wis
otzk
i.)
∼10
hM
US
EO
bs.
Detection of LAEs in MUSE Datacubes IMatched Filtering in 3D
Matched Filtering Theorem:S/N of a source in a givendataset is maximized whendataset is cross-correlated withexpected signal (template) ofsource.
• 3D dataset (datacube)→3D template
• λ-dependent Moffat(x,y) ⊗λ-dependent Gaussianλ(vFWHM fix) -approximates velocitybroadening in the spectral& PSF broadening in thespatial domain
Detection of LAEs in MUSE Datacubes II
• Detection S/N Cube• Thresholding• Catalog• Measure (Flux / EW etc.)
120 140 160 180 200xpix.
40
60
80
100
120
y pix.
on-band
120 140 160 180 200xpix.
40
60
80
100
120
y pix.
off-band
4.5
3.0
1.5
0.0
1.5
3.0
4.5
ID 4 (DATACUBE_FINAL_skysub_zap_zcut_spat1.5_wavel300_sncut20.0.cat) DetSN: 90.44 λ=5412.052
5380 5390 5400 5410 5420 5430 5440λ[
◦A]
0
100
200
300
400
500
Fλ/1
020[e
rg/s/c
m2/◦ A]
Ap.-Size: 3^2 px. Ap.-Size: 4^2 px. Ap.-Size: 8^2 px. Ap.-Size: 20^2 px.
ID 4 (DATACUBE_FINAL_skysub_zap_zcut_spat1.5_wavel300_sncut20.0.cat), DetSN:90.44, λ=5412.052◦A
Reliability of Detection Algorithm
R =T
T + F' P − N
PT . . . true positives, F . . . false positivesP . . . detections, N . . . detections in negated cube
3.0 3.5 4.0 4.5 5.0 5.5 6.0(S/N)det
0.0
0.2
0.4
0.6
0.8
1.0
Relia
bili
ty R
R (v=250km/s)R (v=350km/s)
101
102
103
104
105
num
ber
of
dete
ctio
ns
number of detections
texp. = 2 hFWHM = 0.8 ′′
Reliability of Detection Algorithm
R =T
T + F' P − N
PT . . . true positives, F . . . false positivesP . . . detections, N . . . detections in negated cube
3.0 3.5 4.0 4.5 5.0 5.5 6.0(S/N)det
0.0
0.2
0.4
0.6
0.8
1.0
Relia
bili
ty R
R (v=250km/s)R (v=350km/s)
101
102
103
104
105
num
ber
of
dete
ctio
ns
number of detections
texp. = 10 hFWHM = 1.0 ′′
Summary & Future Work
Summary
• MUSE will enable the exploration of uncharted territories inthe observable parameter space of LAEs (FLyα & EWLyα).
• First Light: Feb 2014 - First Results: Hopefully before theend of my PHD (∼ End of 2014).
• 3D Matched Filtering is a reliable & robust method to huntfor LAEs in MUSE Datasets (Datacubes).
Future Work
• Classification• Flux measurement & EWLyα measurement using HUDF /
XDF images (together with Josephine Kerutt - MasterStudent at AIP)
• Release Emission Line Source Detection Software forCommunity