Swift observations of V404 Cyg during the 2015 outburst: X-ray outflows from super-Eddington accretion

(2017)

Authors:

SE Motta, JJE Kajava, C Sánchez-Fernández, AP Beardmore, A Sanna, KL Page, R Fender, D Altamirano, P Charles, M Giustini, C Knigge, E Kuulkers, S Oates, JP Osborne

Supernovae 2016bdu and 2005gl, and their link with SN 2009ip-like transients: another piece of the puzzle

(2017)

Authors:

A Pastorello, CS Kochanek, M Fraser, S Dong, N Elias-Rosa, S Benetti, E Cappellaro, L Tomasella, AJ Drake, J Hermanen, T Reynolds, BJ Shappee, SJ Smartt, KC Chambers, ME Huber, K Smith, KZ Stanek, AV Filippenko, EJ Christensen, L Denneau, SG Djorgovski, H Flewelling, C Gall, A Gal-Yam, S Geier, A Heinze, TW-S Holoien, J Isern, T Kangas, E Kankare, RA Koff, J-M Llapasset, TB Lowe, P Lundqvist, EA Magnier, S Mattila, A Morales-Garoffolo, R Mutel, J Nicolas, P Ochner, EO Ofek, E Prosperi, A Rest, Y Sano, B Stalder, MD Stritzinger, F Taddia, G Terreran, JL Tonry, RJ Wainscoat, C Waters, H Weiland, M Willman, DR Young, W Zheng

Type Ia supernovae with and without blueshifted narrow Na I D lines - how different is their structure?

(2017)

Authors:

Stephan Hachinger, Friedrich K Roepke, Paolo A Mazzali, Avishay Gal-Yam, Kate Maguire, Mark Sullivan, Stefan Taubenberger, Chris Ashall, Heather Campbell, Nancy Elias-Rosa, Ulrich Feindt, Laura Greggio, Cosimo Inserra, Matteo Miluzio, Stephen J Smartt, David Young

Cherenkov telescope array extragalactic survey discovery potential and the impact of axion-like particles and secondary gamma rays

(2017)

Authors:

Andrea De Franco, Yoshiyuki Inoue, Miguel A Sánchez-Conde, Garret Cotter

A transient search using combined human and machine classifications

Monthly Notices of the Royal Astronomical Society Oxford University Press 472:2 (2017) 1315-1323

Authors:

DE Wright, Christopher J Lintott, SJ Smartt, KW Smith, L Fortson, L Trouille, Campbell R Allen, M Beck, MC Bouslog, A Boyer, KC Chambers, H Flewelling, W Granger, EA Magnier, A McMaster, Grant RM Miller, James E O'Donnell, B Simmons, Helen R Spiers, JL Tonry, Marten Veldthuis, RJ Wainscoat, C Waters, M Willman, Z Wolfenbarger

Abstract:

Large modern surveys require efficient review of data in order to find transient sources such as supernovae, and to distinguish such sources from artefacts and noise. Much effort has been put into the development of automatic algorithms, but surveys still rely on human review of targets. This paper presents an integrated system for the identification of supernovae in data from Pan-STARRS1, combining classifications from volunteers participating in a citizen science project with those from a convolutional neural network. The unique aspect of this work is the deployment, in combination, of both human and machine classifications for near real-time discovery in an astronomical project. We show that the combination of the two methods outperforms either one used individually. This result has important implications for the future development of transient searches, especially in the era of LSST and other large-throughput surveys.