Hostname: page-component-cd9895bd7-lnqnp Total loading time: 0 Render date: 2024-12-25T04:25:02.787Z Has data issue: false hasContentIssue false

Astroinformatics Challenges from Next-generation Radio Continuum Surveys

Published online by Cambridge University Press:  30 May 2017

Ray P. Norris*
Affiliation:
Western Sydney University, Locked Bag 1797, Penrith South, NSW 1797, Australia email: [email protected] CSIRO Astronomy & Space Science, PO Box 76, Epping, NSW 1710, Australia
Rights & Permissions [Opens in a new window]

Abstract

Core share and HTML view are not available for this content. However, as you have access to this content, a full PDF is available via the ‘Save PDF’ action button.

The tens of millions of radio sources to be detected with next-generation surveys pose new challenges, quite apart from the obvious ones of processing speed and data volumes. For example, existing algorithms are inadequate for source extraction or cross-matching radio and optical/IR sources, and a new generation of algorithms are needed using machine learning and other techniques. The large numbers of sources enable new ways of testing astrophysical models, using a variety of “large-n astronomy” techniques such as statistical redshifts. Furthermore, while unexpected discoveries account for some of the most significant discoveries in astronomy, it will be difficult to discover the unexpected in large volumes of data, unless specific software is developed to mine the data for the unexpected.

Type
Contributed Papers
Copyright
Copyright © International Astronomical Union 2017 

References

Allison, J. R., Sadler, E. M., Moss, V. A., et al. 2015, MNRAS, 453, 1249 CrossRefGoogle Scholar
Banfield, J. K., Andernach, H., Kapińska, A. D., et al. 2016, MNRAS, 460, 2376 Google Scholar
Baron, D. & Poznanski, D. 2016, arXiv:1611.07526Google Scholar
Bell-Burnell, J. 2009, in ‘Accelerating the Rate of Astronomical Discovery, http://pos.sissa.it/cgi-bin/reader/conf.cgi?confid=99 Google Scholar
Bernyk, M., Croton, D. J., Tonini, C., et al. 2016, Ap. J. Suppl., 223, 9 Google Scholar
Bunton, J. D. & Hay, S. G., 2010, in International Conference on Electromagnetics in Advanced Applications (ICEAA), http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5651120 Google Scholar
Butler-Yeoman, T., Frean, M., Hollitt, C. P., Hogg, D. W., & Johnston-Hollitt, M. 2016, arXiv:1601.00266Google Scholar
Condon, J. J., Cotton, W. D., Greisen, E. W., et al. 1998, A. J., 115, 1693 Google Scholar
Condon, J. J., Cotton, W. D., Fomalont, E. B., et al. 2012, Ap. J., 758, 23 CrossRefGoogle Scholar
Cornwell, T. J., et al. 2011, ASKAP Memo ASKAP-SW-0020Google Scholar
Dabbech, A., Ferrari, C., Mary, D., et al. 2015, Astr. Ap., 576, A7 Google Scholar
Dewdney, P. E., Hall, P. J., Schilizzi, R. T., & Lazio, T. J. L. W. 2009, IEEE Proceedings, 97, 1482 Google Scholar
Ekers, R. D. 2009, in ‘Accelerating the Rate of Astronomical Discovery, http://pos.sissa.it/cgi-bin/reader/conf.cgi?confid=99 Google Scholar
Fan, D., Budavári, T., Norris, R. P., & Hopkins, A. M. 2015, MNRAS, 451, 1299 Google Scholar
Franzen, T. M. O., Banfield, J. K., Hales, C. A., et al. 2015, MNRAS, 453, 4020 Google Scholar
Gaensler, B. M., Landecker, T. L., Taylor, A. R., et al. 2010, BAAS, 42, #470.13Google Scholar
Geach, J. E. 2012, MNRAS, 419, 2633 Google Scholar
Hales, C. A., Murphy, T., Curran, J. R., et al. 2012, MNRAS, 425, 979 Google Scholar
Hancock, P., Murphy, T., Gaensler, B., Hopkins, A. M., & Curran, J. 2012, MNRAS, 422, 1812 Google Scholar
Harwit, M., 1981, Cosmic DiscoveryGoogle Scholar
Heywood, I., Bannister, K. W., Marvil, J., et al. 2016, MNRAS, 457, 4160 Google Scholar
Hollitt, C. & Johnston-Hollitt, M. 2012, PASA, 29, 309 Google Scholar
Hopkins, A. M., Whiting, M. T., Seymour, N., et al. 2015, PASA, 32, e037 Google Scholar
Huynh, M. T., Hopkins, A., Norris, R., et al. 2012, PASA, 29, 229 Google Scholar
Johnston, S., Taylor, R., Bailes, M., et al. 2008, Experimental Astronomy, 22, 151 Google Scholar
Jonas, J. L. 2009, IEEE Proceedings, 97, 1522 Google Scholar
Kellermann, K. I., et al., 2009, in ‘Accelerating the Rate of Astronomical Discovery’ http://pos.sissa.it/cgi-bin/reader/conf.cgi?confid=99 Google Scholar
Mohan, N. & Rafferty, D. 2015, Astrophysics Source Code Library, ascl:1502.007Google Scholar
Norris, R. P., et al. 2006, A. J., 132, 2409 CrossRefGoogle Scholar
Norris, R. P., Hopkins, A. M., Afonso, J., et al. 2011, PASA, 28, 215 CrossRefGoogle Scholar
Norris, R. P., Afonso, J., Bacon, D., et al. 2013, PASA, 30, 20 Google Scholar
Norris, R., Basu, K., Brown, M., et al. 2015, Advancing Astrophysics with the Square Kilometre Array (AASKA14), 86Google Scholar
Norris, R. P. 2016, arXiv:1611.05570Google Scholar
O’Brien, A. N., Tothill, N. F. H., Norris, R. P., & Filipović, M. D. 2016, arXiv:1602.01914Google Scholar
Perlmutter, S., et al., 1999, Ap. J., 517, 565 Google Scholar
Raccanelli, A., Doré, O., Bacon, D. J., et al. 2014, arXiv:1406.0010Google Scholar
Rahman, M., Mendez, A. J., Ménard, B., et al. 2016, MNRAS, 460, 163 Google Scholar
Rees, G. A., Spitler, L. R., Norris, R. P., et al. 2016, MNRAS, 455, 2731 Google Scholar
Rees, G., et al., 2017, in preparationGoogle Scholar
Riess, A. G., et al., A. J., 116, 1009 Google Scholar
Riggi, S., Ingallinera, A., Leto, P., et al. 2016, MNRAS, 460, 1486 CrossRefGoogle Scholar
Salvato, M., Hasinger, G., Ilbert, O., et al. 2009, Ap. J., 690, 1250 Google Scholar
Salvato, M., Zinn, P., et al. in preparationGoogle Scholar
Schinnerer, E., et al. 2007, Ap. J. Suppl., 172, 46 Google Scholar
Serra, P., Koribalski, B., Kilborn, V., et al. 2015, MNRAS, 452, 2680 Google Scholar
Springel, V., et al., 2005, Nature, 435, 629 Google Scholar
Sutherland, W. & Saunders, W. 1992, MNRAS, 259, 413 Google Scholar
Tingay, S. J., Goeke, R., Bowman, J. D., et al. 2013, PASA, 30, e007 Google Scholar
van Haarlem, M. P., Wise, M. W., Gunst, A. W., et al. 2013, Astr. Ap., 556, A2 Google Scholar
van Moorsel, G., 2014, ieeexplore.ieee.org/document/6929995/Google Scholar
Vernstrom, T., Norris, R. P., Scott, D., & Wall, J. V. 2015, MNRAS, 447, 2243 CrossRefGoogle Scholar
Whiting, M. & Humphreys, B. 2012, PASA, 29, 371 Google Scholar
Wilkinson, P. N., et al., 2004, New Astr. Rev., 48, 1551 Google Scholar
Wilkinson, P. 2007, From Planets to Dark Energy: the Modern Radio Universe, 144Google Scholar
Wilkinson, P. 2015, Advancing Astrophysics with the Square Kilometre Array (AASKA14), 65Google Scholar