environmental dependence on galactic properties traced by ... · simulations: gadget3-osaka ‣...

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Environmental dependence on galactic properties traced by Lyα absorptions Rieko Momose (JSPS/U.Tokyo) Momose et al. 2020a, b (arXiv:002.07334, 002.07335) K. Shimasaku (Uinv. Tokyo), K. Nagamine (Osaka Univ.), I. Shimizu (NAOJ), N. Kashikawa (Uinv. Tokyo), K. Nakajima (Uinv. Copenhagen), H. Kusakabe (Uinv. Geneva), Y. Terao, K. Motohara, M. Ando (Uinv. Tokyo), L. Spitler (Macquarie Univ.) ! [email protected]

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  • Environmental dependence on galactic properties 


    traced by Lyα absorptions

    Rieko Momose (JSPS/U.Tokyo) ※ Momose et al. 2020a, b

    (arXiv:002.07334, 002.07335)

    K. Shimasaku (Uinv. Tokyo), K. Nagamine (Osaka Univ.), I. Shimizu (NAOJ), N. Kashikawa (Uinv. Tokyo), K. Nakajima (Uinv. Copenhagen), H. Kusakabe (Uinv. Geneva),

    Y. Terao, K. Motohara, M. Ando (Uinv. Tokyo), L. Spitler (Macquarie Univ.)

    ! [email protected]

    mailto:[email protected]?subject=

  • APEC Seminar in IPMU, March 12, 2020

    Galaxy formation in the large-scale structure

    Dark Matter density

    ‣ Galaxy formation occurs within the densest parts of the cosmic web ‣ Large-scale dark matter distribution correlates with that of baryon

    Vogelsberger+2014; Schaye +2014

  • APEC Seminar in IPMU, March 12, 2020

    Galaxy formation in the large-scale structure

    Dark Matter densityGas density

    ‣ Galaxy formation occurs within the densest parts of the cosmic web ‣ Large-scale dark matter distribution correlates with that of baryon

    Vogelsberger+2014; Schaye +2014

    IGMCGM

  • APEC Seminar in IPMU, March 12, 2020

    IGM-galaxy connection probed by cross-correlation analysis

    HI cloud

    e.g., Bielby+17

    - �D 5 C>

  • APEC Seminar in IPMU, March 12, 2020

    150.3150.2150.1150.0RA

    2.2

    2.3

    2.4

    2.5DEC

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    0

    0

    0

    0

    0

    Overdense

    Underdense

    ↑ ↑

    Mean density ↓ ↓

    IGM-galaxy connection

    ?✦ What type of galaxies (M*, SFR) strongly connect to the IGM?

    ✦ How is the connection vary among different galaxy populations?

  • APEC Seminar in IPMU, March 12, 2020

    ‣ Cross-correlation between HI transmission excess δF and galaxies





    - F(z) : Lyα forest transmission - Fcos(z) : Cosmic mean Lyα forest transmission (Faucher-Giguère+08)

    Methodology: cross-correlation analysis

    ✦ IGM Data (Shimizu+19, Nagamine+ in prep) - code: GADGET-3 - volume: 107 (Mpc/h)3

    ✦ Catalog - About 90,000 star-forming galaxies with M✴ ≧ 109 M◉

    HI transmission excess (δF = F(z) / Fcos(z) − 1)Galaxies Random points

    Galaxy

    IL� CD�D 5 C>< �> 5 ����� IL� CD�D 5 C>

  • APEC Seminar in IPMU, March 12, 2020

    Data

    Observation Simulation

    ?M*, SFR? 


    Galaxy populations?M*, SFR?

    IGM CLAMATO 30 x 24 x 438 (cMpc)3Light cone from GADGET3-Osaka

    100 x 100 x 438 (cMpc)3 at z~2

    Galaxy catalogs

    Cont. spec-z (570), 
LAEs (19), HAEs (7), O3Es (85),

    AGNs (8, 21), SMGs (4)

    90,000 star-forming galaxies 
with M✴ ≧ 109 M◉

    Lee+18 Shimizu+19; Nagamine+ in prep.

  • APEC Seminar in IPMU, March 12, 2020

    Observations: CLAMATO

    ‣ CLAMATO - COSMOS Lyα Mapping And Tomography Observations - Used 240 galaxies and QSOs as background lights - 30 x 24 x 438 cMpc cube over 2.05 < z < 2.55

    Lee+16, 18

  • APEC Seminar in IPMU, March 12, 2020

    Simulations: GADGET3-Osaka

    ‣ GADGET3-Osaka (Shimizu+19, Nagamine+ in prep) - (100 cMpc)3 cubic - Produce mock Lyα forest data and measure δF at each position

    Slide from Prof. Nagamine

    IL� CD�D 5 C>< �> 5 ����� IL� CD�D 5 C>

  • Results & Discussions

  • APEC Seminar in IPMU, March 12, 2020

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    100 101r [Mpc/h]

    ξ δF

    100 101r [Mpc/h]

    100 101 102r [Mpc/h]

    ξ δF

    M* ≧ 1011 M◉M* ~ 1010 M◉M* ~ 109 M◉

    MDH ≧ 1013 M◉MDH ~ 1012 M◉MDH ~ 1011 M◉MDH ~ 1010 M◉

    log SFR ≧ 2 M◉/yrlog SFR ~ 1 M◉/yrlog SFR ~ 0 M◉/yrlog SFR ~ −1 M◉/yrlog SFR < −1 M◉/yr

    log sSFR ≧ −9 /yrlog sSFR ~ −10 /yrlog sSFR < −10 /yr All galaxies

    (a) (b)

    (c) (d) (e)

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    100 101r [Mpc/h]

    ξ δF

    100 101r [Mpc/h]

    100 101 102r [Mpc/h]

    ξ δF

    M* ≧ 1011 M◉M* ~ 1010 M◉M* ~ 109 M◉

    MDH ≧ 1013 M◉MDH ~ 1012 M◉MDH ~ 1011 M◉MDH ~ 1010 M◉

    log SFR ≧ 2 M◉/yrlog SFR ~ 1 M◉/yrlog SFR ~ 0 M◉/yrlog SFR ~ −1 M◉/yrlog SFR < −1 M◉/yr

    log sSFR ≧ −9 /yrlog sSFR ~ −10 /yrlog sSFR < −10 /yr All galaxies

    (a) (b)

    (c) (d) (e)

    ▶◀ IGM regimeCGM

    1 10 100

    ξ δF

    (CC

    F of

    δF

    = F

    /〈F z〉

    )

    Overdense

    Underdense↑

    Mean density ↓ ↓

    r [comoving Mpc]

    The CCF of all galaxies in our simulation

    Adelberger+03; Bielby+17

  • APEC Seminar in IPMU, March 12, 2020

    M*, SFR? CCFs of galaxies depending on their M✴, MDH, SFR and sSFR

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    100 101r [Mpc/h]

    ξ δF

    100 101r [Mpc/h]

    100 101 102r [Mpc/h]

    ξ δF

    M* ≧ 1011 M◉M* ~ 1010 M◉M* ~ 109 M◉

    MDH ≧ 1013 M◉MDH ~ 1012 M◉MDH ~ 1011 M◉MDH ~ 1010 M◉

    log SFR ≧ 2 M◉/yrlog SFR ~ 1 M◉/yrlog SFR ~ 0 M◉/yrlog SFR ~ −1 M◉/yrlog SFR < −1 M◉/yr

    log sSFR ≧ −9 /yrlog sSFR ~ −10 /yrlog sSFR < −10 /yr All galaxies

    (a) (b)

    (c) (d) (e)

    Stellar Mass Halo Mass

    SFR sSFR

    1 10 1 10 100

    0.1

    0.0

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    r [comoving Mpc]

    ξ δF

    (CC

    F of

    δF

    = F

    /〈F z〉−1

    )

    Overdense

    Underdense↑

    Mean density ↓ ↓

    M* ≧ 1011M* ~ 1010M* < 1010

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    100 101r [Mpc/h]

    ξ δF

    100 101r [Mpc/h]

    100 101 102r [Mpc/h]

    ξ δF

    M* ≧ 1011 M◉M* ~ 1010 M◉M* ~ 109 M◉

    MDH ≧ 1013 M◉MDH ~ 1012 M◉MDH ~ 1011 M◉MDH ~ 1010 M◉

    log SFR ≧ 2 M◉/yrlog SFR ~ 1 M◉/yrlog SFR ~ 0 M◉/yrlog SFR ~ −1 M◉/yrlog SFR < −1 M◉/yr

    log sSFR ≧ −9 /yrlog sSFR ~ −10 /yrlog sSFR < −10 /yr All galaxies

    (a) (b)

    (c) (d) (e)

    MDH ≧ 1013MDH ~ 1012MDH ~ 1011MDH < 1011

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    100 101r [Mpc/h]

    ξ δF

    100 101r [Mpc/h]

    100 101 102r [Mpc/h]

    ξ δF

    M* ≧ 1011 M◉M* ~ 1010 M◉M* ~ 109 M◉

    MDH ≧ 1013 M◉MDH ~ 1012 M◉MDH ~ 1011 M◉MDH ~ 1010 M◉

    log SFR ≧ 2 M◉/yrlog SFR ~ 1 M◉/yrlog SFR ~ 0 M◉/yrlog SFR ~ −1 M◉/yrlog SFR < −1 M◉/yr

    log sSFR ≧ −9 /yrlog sSFR ~ −10 /yrlog sSFR < −10 /yr All galaxies

    (a) (b)

    (c) (d) (e)

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    100 101r [Mpc/h]

    ξ δF

    100 101r [Mpc/h]

    100 101 102r [Mpc/h]

    ξ δFM* ≧ 1011 M◉M* ~ 1010 M◉M* ~ 109 M◉

    MDH ≧ 1013 M◉MDH ~ 1012 M◉MDH ~ 1011 M◉MDH ~ 1010 M◉

    log SFR ≧ 2 M◉/yrlog SFR ~ 1 M◉/yrlog SFR ~ 0 M◉/yrlog SFR ~ −1 M◉/yrlog SFR < −1 M◉/yr

    log sSFR ≧ −9 /yrlog sSFR ~ −10 /yrlog sSFR < −10 /yr All galaxies

    (a) (b)

    (c) (d) (e)

    SFR ≧ 100SFR ~ 10SFR ~ 1SFR ~ 0.1SFR < 0.1

    sSFR ≧ 10−9sSFR ~ 10−10sSFR < 10−10

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    100 101r [Mpc/h]

    ξ δF

    100 101r [Mpc/h]

    100 101 102r [Mpc/h]

    ξ δF

    M* ≧ 1011 M◉M* ~ 1010 M◉M* ~ 109 M◉

    MDH ≧ 1013 M◉MDH ~ 1012 M◉MDH ~ 1011 M◉MDH ~ 1010 M◉

    log SFR ≧ 2 M◉/yrlog SFR ~ 1 M◉/yrlog SFR ~ 0 M◉/yrlog SFR ~ −1 M◉/yrlog SFR < −1 M◉/yr

    log sSFR ≧ −9 /yrlog sSFR ~ −10 /yrlog sSFR < −10 /yr All galaxies

    (a) (b)

    (c) (d) (e)

  • APEC Seminar in IPMU, March 12, 2020

    Galaxy populations? Preparation for calculations

    Smolčić+12; Brisbin+17; Michałowski+17

    Hashimoto+13; Nakajima+13; Shibuya+14

    Continuum selected galaxies with spec-z

    Hα emitter SMG

    x Photo-z catalog Laigle+16; Straatman+16

    x NB catalog Sobral+13

    Lyα emitter

    Lilly+07, 09; Trump+09; Balogh+14; Le Fèvre+15; Kriek+15; Nanayakkara+16; Momcheva+16; van der Wel+16; Masters+17; Hasinger+18

    AGN[OIII] emitter

    x BB catalog Terao+ in prep

    ‣ LAEs and SMGs measured spec-z by follow-up observations ‣ Cross-match with compiled spec-z catalog and give spec-z measurements

  • APEC Seminar in IPMU, March 12, 2020

    Galaxy populations? CCFs

    LAEsHAEsO3EsAGNsSMGsCont. selectedLBGs

    100 101 102r [h−1 Mpc]

    −0.25

    −0.20

    −0.15

    −0.10

    −0.05

    0.00

    0.05

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    ξ δF -

    (a) Cross-correlation

    Myers+07; Weiβ+09; Guaita+11;

    Allevato+11, 12, 14; Hickox+12;

    Koutoulidis+13; Plionis+18;

    Kusakabe+18; Khostovan+19; Suh+19

  • APEC Seminar in IPMU, March 12, 2020

    Galaxy populations? CCFs

    LAEsHAEsO3EsAGNsSMGsCont. selectedLBGs

    100 101 102r [h−1 Mpc]

    −0.25

    −0.20

    −0.15

    −0.10

    −0.05

    0.00

    0.05

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    ξ δF -

    (a) Cross-correlation D� � � A �, C� � ,C��5F �D � < CD� �C< 5

    M DH = 1011 — 1013 M◉

    Myers+07; Weiβ+09; Guaita+11;

    Allevato+11, 12, 14; Hickox+12;

    Koutoulidis+13; Plionis+18;

    Kusakabe+18; Khostovan+19; Suh+19

  • APEC Seminar in IPMU, March 12, 2020

    Galaxy populations? CCFs

    LAEsHAEsO3EsAGNsSMGsCont. selectedLBGs

    100 101 102r [h−1 Mpc]

    −0.25

    −0.20

    −0.15

    −0.10

    −0.05

    0.00

    0.05

    0.10

    ξ δF -

    (a) Cross-correlation D� � � A �, C� � ,C��5F �D � < CD� �C< 5

    D� � � A �C� 5F �D � < CD�C< 5

    M DH = 1011 — 1013 M◉

    M DH = 1010 — 1011 M◉

    Myers+07; Weiβ+09; Guaita+11;

    Allevato+11, 12, 14; Hickox+12;

    Koutoulidis+13; Plionis+18;

    Kusakabe+18; Khostovan+19; Suh+19

  • APEC Seminar in IPMU, March 12, 2020

    100 101 100r [Mpc/h]

    −0.25

    −0.20

    −0.15

    −0.10

    −0.05

    0.00

    0.05

    0.10

    ξ δF

    101 100r [Mpc/h]

    101 102r [Mpc/h]

    L16-AGNs S16-AGNs SMGs

    Galaxy populations? AGNs and SMGs

    0.1

    0.0

    −0.1

    −0.2

    ξ δF

    1 10 1 10 1 10 100r [comoving Mpc]

    AGNs (Laigle+16) AGNs (Straatman+16) SMGs

    A negative bump at r ~ 5–7 Mpc/h

    Located several Mpc away from a density peak ➡ Proximity effects

  • APEC Seminar in IPMU, March 12, 2020

    100−0.25

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    0.00

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    ξ δF

    101r [h−1 Mpc]

    IR identifiedX-ray identified

    Galaxy populations? AGN types

    1 10 100

    ‣ Different CCF trend depending on AGN types

    - IR identified: 
positive ξδF (underdense)

    - X-ray identified:
negative ξδF (overdense)

    ‣ HI gas density of the proximity of AGNs may be determined by the balance

    - IGM photoionization rate - Gas accretion rate

    D < < 5D< �&�,5C�5 D<

    D < < 5D< � �,5C�5 D

  • APEC Seminar in IPMU, March 12, 2020

    100 101 102r [0pc/h]

    −0.25

    −0.20

    −0.15

    −0.10

    −0.05

    0.00

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    ξ F

    100 101 102r [0pc/h]

    100 101 102r [0pc/h]

    Galaxy populations? Line emitters

    0.1

    0.0

    −0.1

    −0.2

    ξ δF

    1 10 1 10 1 10 100r [comoving Mpc]

    LAEs HAEs O3Es

    : Line emitters : Continuum selected

    Stronger signal ➡ Denser IGM

    Comparable CCF 
➡ Similar IGM density

    A few Mpc offset from a density peak

  • APEC Seminar in IPMU, March 12, 2020

    Galaxy populations? LAEs

    Overdense

    Underdense

    ↑ Mean density

    LAEs

    HAEs

    O3Es

    L16-AGN

    S16-AGN (X-ray identified)

    S16-AGN (IR identified)

    SMGs

    −0.6

    −0.2

    0.0

    0.2

    0.6

    〈δF〉

    ‣ Projected 
HI density maps

    - Collapsing Δz = 2 cMpc
around LAEs

    - Map size: 30 x 24 cMpc2

    ‣ LAEs tend to be off-peaks ‣ LAEs may not trace 


    the same underlying IGM HI which is traced by
other galaxy populations

    LAEs

    HAEs

    O3Es

    L16-AGN

    S16-AGN (X-ray identified)

    S16-AGN (IR identified)

    SMGs

    −0.6

    −0.2

    0.0

    0.2

    0.6

    〈δF〉

  • APEC Seminar in IPMU, March 12, 2020

    10 10 10

    (b) EWLyα (c)

    Continuum selected

    EWLyα < 40 ÅEWLyα ≧ 100 Å

    10 10 10

    (c) fUV

    100 fUV ≧ 10‒29 fUV < 10‒29.7

    Galaxy populations? LAEs — further investigations

    100 101 100

    ξ δF

    (a) LLyα (b)

    −0.4

    −0.3

    −0.2

    −0.1

    0.0

    0.1

    Continuum selectedall LAEsLLyα < 1042.5 erg/sLLyα ≧ 1043 erg/sLLyα—faintLLyα—luminous

    EWLyα—smallEWLyα—large

    LUV—luminousLUV—faintfUVfUV

    ‣ LLyα—faint, LUV—luminous, and EWLyα—small subsamples 
have higher CCF signal than their opposite subsamples - They tend to be more massive than the opposite

    ‣ Massive LAEs can reside in high density regions than less massive oneKusakabe+19; Khostovan+19

    100 101 100r [h−1 Mpc]

    101 100r [h−1 Mpc]

    101 102r [h−1 Mpc]

    −0.4

    (b) (c)

  • APEC Seminar in IPMU, March 12, 2020

    Summary: What can we learn about the IGM-galaxy connection?

    ✦ What type of galaxies (M*, SFR) strongly connect to the IGM?

    - Galaxies with higher mass (and SFR) tend to reside in higher density regions

    ✦ How is the connection different among different galaxy populations?

    - AGNs and SMGs are in the highest density regions over r > 5 cMpc - HI depletion around several cMpc can be due to the proximity effect

    - LAEs are in the highest density regions within r = 5 cMpc - They are not in peaks of the cosmic web, but in a few cMpc off-peaks

    - HAEs and O3Es trace the HI density structure well, 
though O3Es are in higher density

  • APEC Seminar in IPMU, March 12, 2020

    Hypothesis of the IGM-galaxy connection depending on evolutional stage

    ----00000

    - �

    G� ����� , �- � C

  • APEC Seminar in IPMU, March 12, 2020

    Hypothesis of the IGM-galaxy connection depending on evolutional stage

    ----00000

    - �

    G� ����� , �- � C

  • APEC Seminar in IPMU, March 12, 2020

    Hypothesis of the IGM-galaxy connection depending on evolutional stage

    ----00000

    - �

    G� ����� , �- � C

  • APEC Seminar in IPMU, March 12, 2020

    Hypothesis of the IGM-galaxy connection depending on evolutional stage

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    - �

    G� ����� , �- � C

  • APEC Seminar in IPMU, March 12, 2020

    Fin.