Big Data applications for Black hole Evolution STudies

Deliverables

Other (1)

Consortium Agreement

The leading node Southampton will ensure proper completion of the Consortium Agreement in due time

Documents, reports (7)

Machine/deep-learning-based probabilities for merger/bar/clumpy status of AGN host galaxies

Calculate stateoftheart probabilities of mergerbarclumpiness status of AGN host galaxies based on advanced Convolutional Neural Networks trained against zoomin highresolution hydrodynamic simulations

Analytic recipes for black hole growth informed by zoom-in simulations

Build the full evolution of black holes triggered with different mechanisms within largescale cosmological semianalytic models SAMs inclusive of stateoftheart thermalkinetic AGN feedback as inspired by zoomin simulations

Bayesian and deep-learning-based template fitting algorithms

Develop machinedeeplearning algorithms to optimise AGN selection down to the Xray weakComptonthick AGN buried in highly starforming host galaxies

Analytic models for black hole growth derived via MCMC and Bayesian inference techniques

Statistical determination of the supermassive blackhole and stellar mass functions of active and quiescent galaxies at different redshifts with different input light curves Predict the mean relation between black hole accretion rate and star formation rate as a function of stellar mass and cosmic time

Dissemination and Outreach Plan

A detailed dissemination plan will be developed with a roadmap of what will be disseminated at what time and to what level always complying with the publication rules and IPR rights settled in the Consortium Agreement It will also describe the science publication policies About outreach activities ESRs will be actively involved and trained for this activity Some examples mentioned in the DoA the following Charity work eg with DataKind datakindorg International Womens Day Stargazing Live in the UK 500 participants World Space Week activities at local science centres International Day of Light the yearly European Researchers Night science festivals etc There will be also other activities that will be added in the plan

Network portal

The leader of WP7 will take care of setting up the ITN portal with the use of third parties and internal resources to the network and then write a public report about the portal to the benefit of the whole network

Machine learning-based subgrid physics for zoom-in simulations

Machine learning to tune subgrid physics prescriptions in simulations Use the SPH and gridbased eg RAMSES hydro solvers to develop highresolution simulations of galaxies and their black holes

Publications

Peer reviewed articles (36)

The eROSITA Final Equatorial-Depth Survey (eFEDS): Identification and characterization of the counterparts to the point-like sources

Author(s): Salvato, M.; Wolf, J.; Dwelly, T.; Georgakakis, A.; Brusa, M.; Merloni, A.; Liu, T.; Toba, Y.; Nandra, K.; Lamer, G.; Buchner, J.; Schneider, C.; Freund, S.; Rau, A.; Schwope, A.; Nishizawa, A.; Klein, M.; Arcodia, R.; Comparat, J.; Musiimenta, B.; Nagao, T.; Brunner, H.; Malyali, A.; Finoguenov, A.; Anderson, S.; Shen, Y.; Ibarra-Mendel, H.; Trump, J.; Brandt, W. N.; Urry, C. M.; Rivera, C.; Krum
Published in: Astronomy & Astrophysics, 661, 2022, ISSN 0004-6361
Publisher: Springer Verlag
DOI: 10.1051/0004-6361/202141631

Unexplored outflows in nearby low luminosity AGNs

Author(s): Cazzoli, S.; Hermosa Muñoz, L.; Márquez, Isabel; Masegosa, Josefa; Castillo-Morales, Á.; Gil de Paz, A.; Hernández-García, L.; La Franca, F.; Ramos Almeida, C.
Published in: Astronomy and Astrophysics, Volume 664, Article No A135, September 2022, 2022, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.1051/0004-6361/202142695

The Galaxy Activity, Torus, and Outflow Survey (GATOS)I. ALMA images of dusty molecular tori in Seyfert galaxies

Author(s): S. García-Burillo, A. Alonso-Herrero, C. Ramos Almeida, O. González-Martín, F. Combes, A. Usero, S. Hönig, M. Querejeta, E. K. S. Hicks, L. K. Hunt, D. Rosario, R. Davies, P. G. Boorman, A. J. Bunker, L. Burtscher, L. Colina, T. Díaz-Santos, P. Gandhi, I. García-Bernete, B. García-Lorenzo, K. Ichikawa, M. Imanishi, T. Izumi, A. Labiano, N. A. Levenson, E. López-Rodríguez, C. Packham, M. P
Published in: Astronomy & Astrophysics, Volume 652, id.A98, 40 pp., 2021, ISSN 0004-6361
Publisher: Springer Verlag
DOI: 10.1051/0004-6361/202141075

Cosmic evolution of the incidence of Active Galactic Nuclei in massive clusters: Simulations versus observations

Author(s): Iván Muñoz Rodríguez; Antonis Georgakakis; Francesco Shankar; Viola Allevato; Silvia Bonoli; Marcella Brusa; Andrea Lapi; Akke Viitanen
Published in: MNRAS, Volume 518, Issue 1, January 2023, 2023, Page(s) Pages 1041–1056 , ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.48550/arxiv.2211.00032

HARMONI view of the host galaxies of active galactic nuclei around cosmic noon

Author(s): García-Lorenzo, Begoña; Monreal-Ibero, Ana; Pereira-Santaella, Miguel; Thatte, Niranjan A.; Ramos Almeida, C.; Mediavilla, Rosa
Published in: Astronomy & Astrophysics, 14320746, 2022, ISSN 1432-0746
Publisher: EDP Sciences
DOI: 10.1051/0004-6361/202141400

Warm molecular and ionized gas kinematics in the type-2 quasar J0945+1737

Author(s): G. Speranza, C. Ramos Almeida, J. A. Acosta-Pulido, R. A. Riffel, C. Tadhunter, J. C. S. Pierce, A. Rodríguez-Ardila, M. Coloma Puga, M. Brusa, B. Musiimenta, D. M. Alexander, A. Lapi, F. Shankar, C. Villforth
Published in: Astronomy and Astrophysics, Volume 665, Article No A55, September 2022, 2022, ISSN 0004-6361
Publisher: Springer Verlag
DOI: 10.1051/0004-6361/202243585

The eROSITA extragalactic CalPV serendipitous catalog

Author(s): Liu, Teng ; Merloni, Andrea ; Wolf, Julien search by orcid ; Salvato, Mara ; Reiprich, Thomas H. ; Comparat, Johan ; Arcodia, Riccardo ; Lamer, Georg ; Georgakakis, Antonis ; Dwelly, Tom ; Sanders, Jeremy ; Buchner, Johannes search by orcid ; Haberl, Frank ; Ramos-Ceja, Miriam E. ; Wilms, Jörn search by orcid ; Nandra, Kirpal ; Brunner, Hermann ; Brusa, Marcella ; Schwope, Axel ; Robrade, Jan ; F
Published in: Astronomy & Astrophysics, Volume 664, id.A126, 2022, Page(s) 1-22, ISSN 0004-6361
Publisher: Springer Verlag
DOI: 10.1051/0004-6361/202243362

The demographics of obscured AGN from X-ray spectroscopy guided by multiwavelength information

Author(s): Brivael Laloux; Antonis Georgakakis; Carolina Andonie; David M. Alexander; Angel Ruiz; David J. Rosario; James Aird; Johannes Buchner; Francisco Carrera; Andrea Lapi; Cristina Ramos Almeida; Mara Salvato; Francesco Shankar
Published in: Monthly Notices of the Royal Astronomical Society, Volume 518, Issue 2, January 2023, Pages 2546–2566, 2023, Page(s) Pages 2546–2566, ISSN 1365-2966
Publisher: Oxford University Press
DOI: 10.1093/mnras/stac3255

Capturing dual AGN activity and kiloparsec-scale outflows in IRAS 20210+1121

Author(s): F. G. Saturni; F. G. Saturni; G. Vietri; Enrico Piconcelli; C. Vignali; C. Vignali; M. Bischetti; Angela Bongiorno; Sara Cazzoli; Chiara Feruglio; Fabrizio Fiore; Bernd Husemann; C. Ramos Almeida; C. Ramos Almeida
Published in: Astronomy & Astrophysics, 654, A154 , 2021, ISSN 0004-6361
Publisher: Springer Verlag
DOI: 10.1051/0004-6361/202141389

The importance of black hole repositioning for galaxy formation simulations’

Author(s): Bahé, Y.M., Schaye, J., Schaller, M., Bower, R.G., Borrow, J., Chaikin, E., Kugel, R., Nobels, F., Ploeckinger, S.
Published in: Monthly Notices of the Royal Astronomical Society, 00358711, 2022, Page(s) Pages 167–184, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.1093/mnras/stac1339

The dust-gas AGN torus as constrained from X-ray and mid-infrared observations

Author(s): Donaji Esparza-Arredondo; Omaira González-Martín; Deborah Dultzin; Josefa Masegosa; Cristina Ramos-Almeida; Cristina Ramos-Almeida; I. García-Bernete; Jacopo Fritz; Natalia Osorio-Clavijo
Published in: Astronomy and Astrophysics, Volume 651, July 2021, 2021, ISSN 1432-0746
Publisher: EDP Sciences
DOI: 10.1051/0004-6361/202040043

A multiwavelength-motivated X-ray model for the Circinus Galaxy

Author(s): Andonie, C., Ricci, C., Paltani, S., Arévalo, P., Treister, E., Bauer, F., Stalevski, M.
Published in: Monthly Notices of the Royal Astronomical Society, 2022, ISSN 1365-2966
Publisher: Oxford University Press
DOI: 10.1093/mnras/stac403

A new emulated Monte Carlo radiative transfer disc-wind model: X-Ray Accretion Disc-wind Emulator – <scp>xrade</scp>

Author(s): G A Matzeu; M Lieu; M T Costa; J N Reeves; V Braito; M Dadina; E Nardini; P G Boorman; M L Parker; S A Sim; D Barret; E Kammoun; R Middei; M Giustini; M Brusa; J Pérez Cabrera; S Marchesi
Published in: Monthly Notices of the Royal Astronomical Society, Volume 515, Issue 4, pp.6172-6190, 2022, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.1093/mnras/stac2155

A panchromatic view of infrared quasars: excess star formation and radio emission in the most heavily obscured systems

Author(s): Carolina Andonie, David M Alexander, David Rosario, Brivael Laloux, Antonis Georgakakis, Leah K Morabito, Carolin Villforth, Mathilda Avirett-Mackenzie, Gabriela Calistro Rivera, Agnese Del Moro, Sotiria Fotopoulou, Chris Harrison, Andrea Lapi, James Petley, Grayson Petter, Francesco Shankar
Published in: Monthly Notices of the Royal Astronomical Society,, Volume 517, Issue 2, December 2022,, 2022, Page(s) 2577–2598, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.1093/mnras/stac2800

Testing the key role of the stellar mass-halo mass relation in galaxy merger rates and morphologies via DECODE, a novel Discrete statistical sEmi-empiriCal mODEl

Author(s): Hao Fu; Francesco Shankar; Mohammadreza Ayromlou; Max Dickson; Ioanna Koutsouridou; Yetli Rosas-Guevara; Christopher Marsden; Kristina Brocklebank; Mariangela Bernardi; Nikolaos Shiamtanis; Joseph Williams; Lorenzo Zanisi; Viola Allevato; Lumen Boco; Silvia Bonoli; Andrea Cattaneo; Paola Dimauro; Fangzhou Jiang; Andrea Lapi; Nicola Menci; Stefani Petropoulou; Carolin Villforth
Published in: Monthly Notices of the Royal Astronomical Society, Volume 516, Issue 3, November 2022, 2022, Page(s) Pages 3206–3233, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.48550/arxiv.2208.00014

The Galaxy Activity, Torus and Outflow Survey (GATOS): II. Torus and polar dust emission in nearby Seyfert galaxies

Author(s): Alonso-Herrero, A.; García-Burillo, S.; Hoenig, S. F.; García-Bernete, I.; Almeida, C. Ramos; González-Martín, O.; López-Rodríguez, E.; Boorman, P. G.; Bunker, A. J.; Burtscher, L.; Combes, F.; Davies, R.; Díaz-Santos, T.; Gandhi, P.; García-Lorenzo, B.; Hicks, E. K. S.; Hunt, L. K.; Ichikawa, K.; Imanishi, M.; Izumi, T.; Labiano, A.; Levenson, N. A.; Packham, C.; Pereira-Santaella, M.; Ri
Published in: Astronomy & Astrophysics, Volume 652, id.A99, 26 pp., 2021, ISSN 0004-6361
Publisher: Springer Verlag
DOI: 10.1051/0004-6361/202141219

The evolution of compact massive quiescent and star-forming galaxies derived from the R_e–R_h and M_(star)–M_h relations

Author(s): L Zanisi; F Shankar; H Fu; A Rodriguez-Puebla; V Avila-Reese; A Faisst; E Daddi; L Boco; A Lapi; M Giavalisco; P Saracco; F Buitrago; M Huertas-Company; A Puglisi; A Dekel
Published in: Monthly Notices of the Royal Astronomical Society, Volume 505, Issue 3, 2021, Page(s) pp.4555-4570, ISSN 1365-2966
Publisher: Oxford University Press
DOI: 10.1093/mnras/stab1472

The eROSITA Final Equatorial-Depth Survey (eFEDS): The first archetypal quasar in the feedback phase discovered by eROSITA

Author(s): Brusa, M.; Urrutia, T.; Toba, Y.; Buchner, J.; Li, J. -Y.; Liu, T.; Perna, M.; Salvato, M.; Merloni, A.; Musiimenta, B.; Nandra, K.; Wolf, J.; Arcodia, R.; Dwelly, T.; Georgakakis, A.; Goulding, A.; Matsuoka, Y.; Nagao, T.; Schramm, M.; Silverman, J. D.; Terashima, Y.
Published in: Astronomy & Astrophysics, The Early Data Release of eROSITA and Mikhail Pavlinsky ART-XC on the SRG mission special issue, 2022, ISSN 0004-6361
Publisher: Springer Verlag
DOI: 10.1051/0004-6361/202141092

Black hole spin evolution in warped accretion discs

Author(s): Cenci, E., Sala, L., Lupi, A., Capelo, P.R., Dotti, M
Published in: Monthly Notices of the Royal Astronomical Society, Volume 500, Issue 3, 2021, Page(s) 3719-3727, ISSN 1365-2966
Publisher: Oxford University Press
DOI: 10.1093/mnras/staa3449

The complex multi-component outflow of the Seyfert galaxy NGC 7130

Author(s): Sébastien Comerón; Sébastien Comerón; Sébastien Comerón; Johan H. Knapen; Johan H. Knapen; C. Ramos Almeida; C. Ramos Almeida; A. E. Watkins
Published in: Astronomy & Astrophysics, Volume 645, id.A130, 25 pp., 2021, ISSN 0004-6361
Publisher: Springer Verlag
DOI: 10.1051/0004-6361/202039382

Modeling the Unresolved NIR–MIR SEDs of Local (z < 0.1) QSOs

Author(s): M. Martínez-Paredes; O. González-Martín; K. HyeongHan; S. Geier; I. García-Bernete; C. Ramos Almeida; Almudena Alonso-Herrero; Itziar Aretxaga; Mi-Ryang Kim; B. W. Sohn; Josefa Masegosa
Published in: The Astrophysical Journal, Volume 922, Number 2, 2021, ISSN 1538-4357
Publisher: IOP Science
DOI: 10.3847/1538-4357/ac1d55

Testing the evolutionary pathways of galaxies and their supermassive black holes and the impact of feedback from Active Galactic Nuclei via large multiwavelength datasets

Author(s): George Mountrichas, Francesco Shankar
Published in: Monthly Notices of the Royal Astronomical Society, Volume 518, Issue 2, January 2023, 2023, Page(s) Pages 2088–2101, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.1093/mnras/stac3211

The Black Hole Mass Function Across Cosmic Times. I. Stellar Black Holes and Light Seed Distribution

Author(s): Sicilia, A.; Lapi, A.; Boco, L.; Spera, M.; Di Carlo, U.N.; Mapelli, M.; Shankar, F.; Alexander, D.M.; Bressan, A.; Danese, L.
Published in: The Astrophysical Journal, Volume 924, Issue 2, id. 56, 2022, ISSN 0004-637X
Publisher: University of Chicago Press
DOI: 10.3847/1538-4357/ac34fb

The importance of the way in which supernova energy is distributed around young stellar populations in simulations of galaxies

Author(s): Evgenii Chaikin; Joop Schaye; Matthieu Schaller; Yannick M Bahé; Folkert S J Nobels; Sylvia Ploeckinger
Published in: Monthly Notices of the Royal Astronomical Society, 00358711, 2022, Page(s) 249–264, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.48550/arxiv.2203.07134

Non-isotropic feedback from accreting spinning black holes

Author(s): Luca Sala (LMU), Elia Cenci, Pedro R Capelo, Alessandro Lupi and Massimo Dotti
Published in: Monthly Notices of the Royal Astronomical Society, Volume 500, Issue 4, 2020, Page(s) Pages 4788-4800, ISSN 1365-2966
Publisher: Oxford University Press
DOI: 10.1093/mnras/staa3552

Quantifying the cool ISM in radio AGNs: evidence for late-time retriggering by galaxy mergers and interactions

Author(s): E Bernhard; C N Tadhunter; J C S Pierce; D Dicken; J R Mullaney; R Morganti; C Ramos Almeida; E Daddi
Published in: MNRAS, Volume 512, Issue 1, 2022, Page(s) 86-103, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.1093/mnras/stac474

The weak dependence of velocity dispersion on disk fractions, mass-to-light ratio and redshift: Implications for galaxy and black hole evolution

Author(s): Marsden Christopher, Shankar Francesco, Bernardi Mariagnela, Sheth Ravi K, Fu Hao, Lapi Andrea
Published in: Monthly Notices of the Royal Astronomical Society, 2021, ISSN 1365-2966
Publisher: Oxford University Press
DOI: 10.1093/mnras/stab3705

Growth of massive black hole seeds by migration of stellar and primordial black holes: gravitational waves and stochastic background

Author(s): Boco, L.; Lapi, A.; Sicilia, A.; Capurri, G.; Baccigalupi, C.; Danese, L.
Published in: Journal of Cosmology and Astroparticle Physics, Volume 2021, Issue 10, id.035, 2021, ISSN 1475-7516
Publisher: Institute of Physics
DOI: 10.1088/1475-7516/2021/10/035

An Eddington ratio-driven origin for the L_X- M-* relation in quiescent and star-forming active galaxies

Author(s): Rosamaria Carraro; Francesco Shankar; Viola Allevato; Giulia Rodighiero; Christopher Marsden; Patricia Arévalo; Ivan Delvecchio; Andrea Lapi
Published in: Monthly Notices of the Royal Astronomical Society, Volume 512, Issue 1, May 2022, 2022, Page(s) Pages 1185–1195, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.1093/mnras/stac441

Simulations of $^{60}$Fe entrained in ejecta from a near-Earth supernova: Effects of observer motion

Author(s): Chaikin, Evgenii; Kaurov, Alexander A.; Fields, Brian D.; Correa, Camila A.
Published in: Monthly Notices of the Royal Astronomical Society, 2022, ISSN 1365-2966
Publisher: Oxford University Press
DOI: 10.1093/mnras/stac327

The Black Hole Mass Function Across Cosmic Times II. Heavy Seeds ad (Super)Massive Black Holes

Author(s): Sicilia, A., Lapi, A., Boco, L., Shankar, F., Alexander, D.M., Allevato, V., Villforth, C., Massardi, M., Spera, M., Bressan, A., and Danese, L.
Published in: The Astrophysical Journal, Volume 934, Issue 1, id. 66, 2022, ISSN 0004-637X
Publisher: University of Chicago Press
DOI: 10.3847/1538-4357/ac7873

The eROSITA Final Equatorial-Depth Survey (eFEDS): Identification and characterization of the counterparts to the point-like sources

Author(s): Salvato, M.; Wolf, J.; Dwelly, T.; Georgakakis, A.; Brusa, M.; Merloni, A.; Liu, T.; Toba, Y.; Nandra, K.; Lamer, G.; Buchner, J.; Schneider, C.; Freund, S.; Rau, A.; Schwope, A.; Nishizawa, A.; Klein, M.; Arcodia, R.; Comparat, J.; Musiimenta, B.; Nagao, T.; Brunner, H.; Malyali, A.; Finoguenov, A.; Anderson, S.; Shen, Y.; Ibarra-Mendel, H.; Trump, J.; Brandt, W. N.; Urry, C. M.; Rivera, C.; Krum
Published in: Astronomy & Astrophysics, The Early Data Release of eROSITA and Mikhail Pavlinsky ART-XC on the SRG mission special issue, 2022, ISSN 0004-6361
Publisher: Springer Verlag
DOI: 10.48550/arxiv.2106.14520

Evolution of Galaxy Star Formation and Metallicity: Impact on Double Compact Object Mergers

Author(s): Boco, L.; Lapi, A.; Chruslinska, M.; Donevski, D.; Sicilia, A.; Danese, L.
Published in: The Astrophysical Journal, Volume 907, Issue 2, id.110, 2021, ISSN 0004-637X
Publisher: University of Chicago Press
DOI: 10.3847/1538-4357/abd3a0

Probing black hole accretion tracks, scaling relations, and radiative efficiencies from stacked X-ray active galactic nuclei

Author(s): Shankar, Francesco; Weinberg, David H. ; Marsden, Christopher ; Grylls, Philip J. ; Bernardi, Mariangela ; Yang, Guang; Moster, Benjamin; Fu, Hao ; Carraro, Rosamaria; Alexander, David M.; Allevato, Viola; Ananna, Tonima T. ; Bongiorno, Angela ; Calderone, Giorgio ; Civano, Francesca ; Daddi, Emanuele; Delvecchio, Ivan ; Duras, Federica; La Franca, Fabio; Lapi, Andrea Lu, Youjun ; Menci, Nicola; M
Published in: Monthly Notices of the Royal Astronomical Society, Volume 493, Issue 1, 2020, Page(s) pages 1500-1511, ISSN 1365-2966
Publisher: Oxford University Press
DOI: 10.1093/mnras/stz3522

The interplay between AGN feedback and precipitation of the intracluster medium in simulations of galaxy groups and clusters

Author(s): Folkert S J Nobels; Joop Schaye; Matthieu Schaller; Yannick M Bahé; Evgenii Chaikin
Published in: Monthly Notices of the Royal Astronomical Society, Volume 515, Issue 4, October 2022, 2022, Page(s) Pages 4838–4859, ISSN 0035-8711
Publisher: Blackwell Publishing Inc.
DOI: 10.48550/arxiv.2204.02205

The MURALES survey. IV. Searching for nuclear outflows in 3C radio galaxies at z < 0.3 with MUSE observations

Author(s): Speranza, Giovanna; Balmaverde, Barbara; Capetti, Alessandro; Massaro, Francesco; Tremblay, G.; Marconi, Alessandro; Venturi, Giacomo; Chiaberge, M.; Baldi, R. D.; Baum, S.; Grandi, P.; Meyer, Eileen T.; 0'Dea, C.; Sparks, W.; Terrazas, B. A.; Torresi, E.
Published in: Astronomy & Astrophysics, Volume 653, id.A150, 30 pp., 2021, ISSN 0004-6361
Publisher: Springer Verlag
DOI: 10.1051/0004-6361/202140686