Abstract
Simulations of frames from existing and upcoming high-resolution spectrographs, targeted for high accuracy radial velocity measurements, are computationally demanding (both in time and space). We present in this paper an innovative approach based on both parallelization and distribution of the workload. By using NVIDIA CUDA custom-made kernels and state-of-the-art cloud-computing architectures in a Platform as a Service (PaaS) approach, we implemented a modular and scalable end-to-end simulator that is able to render synthetic frames with an accuracy of the order of few cm/sec, while keeping the computational time low. We applied our approach to two spectrographs. For VLT-ESPRESSO we give a sound comparison between the actual data and the simulations showing the obtained spectral formats and the recovered instrumental profile. We also simulate data for the upcoming HIRES at the ELT and investigate the overall performance in terms of computational time and scalability against the size of the problem. In addition we demonstrate the interface with data-reduction systems and we preliminary show that the data can be reduced successfully by existing methods.
Similar content being viewed by others
Notes
see the latest ESPRESSO Exposure Time Calculator at https://www.eso.org/observing/etc/bin/simu/espresso.
Details on CRIRES+ and its DRS can be found at https://www.eso.org/sci/facilities/develop/instruments/crires_up.html
References
Betcher, A.J., Betcher, E.B., Crepp, J.R., King, D., Crass, J.: A radial velocity error budget for single-mode Doppler spectrographs. Proc. SPIE 10702, 107026T (2018)
Betcher, E.B., Betcher, A.J., Crepp, J.R., Crass, J., King, D.: Instrument Simulator and Data Reduction Pipeline for the iLocater Spectrograph. Publ. Astron. Soc. Pac. 131, 996 (2019)
Eversberg, T., Vollman, K.: Spectroscopic instrumentation - fundamentals and guidelines for astronomers SPRINGER-PRAXIS (2015)
Genoni, M., Riva, M., Pariani, G., et al.: Optical parametric evaluation model for a broadband high resolution spectrograph at e-ELT (e-ELT HIRES). Proc. SPIE Vol. 9911, 99112L (2016)
Halverson, S., Terrien, R., Mahadevan, S., Roy, A., Bender, C., et al.: A comprehensive radial velocity error budget for next generation Doppler spectrometers. Proc. of SPIE Vol. 9908, 99086P (2016)
Kanade, A., Gopal, A., Kanade, S.: A study of normalization and embedding in mongoDB EEE International Advance Computing Conference (IACC) (2014)
Jarno, A., Bacon, R., Pecontal-Rousset, A., Streicher, O., Weilbacher, P.: Confronting the numerical simulations of the VLT/MUSE instrument with the first real data. Proc. of SPIE Vol. 8451, 84512E (2012)
Li Causi, G., Cabral, A., Ferruzzi D., et al.: “Virtual MOONS”, a focal plane simulator for the MOONS thousand-fiber NIR spectrograph. Proc. of SPIE 9147, 914764 (2014)
Li Causi, G., Lee, D., Vitali, F., Royer, F., Oliva, E.: PSF Modeling by spikes simulations and wings measurements for the MOONS multi fiber spectrograph. Proc. of SPIE 9908, 99088P (2016)
Landoni, M., Romano, P., Vercellone, S., et al.: A Cloud-based Architecture for the Cherenkov Telescope Array Observation simulations: Optimization, Design, and Results, ApJS 240 32L (2019)
Landoni, M., Taffoni, G., Bignamini, A., Smareglia, R.: Application of google cloud platform in astrophysics. Astronomical Data Analysis Software and Systems XXVII 373(240), 32 (2019)
Marconi, A., Allende Prieto, C., et al.: E-ELT Hires the high resolution spectrograph for the ELT. Proc. SPIE 10702, 107021Y (2018)
Moehler, S., Bristow, P., Kerber, F., Modigliani, A., Vernet, J.: The physical model in action: quality control for X-Shooter. Proc. of the SPIE 7737, 77371G (2010)
Oliva, E., Tozzi, A., Ferruzzi, D., et al.: And ELT-HIRES the high resolution instrument for the ELT: optical design and instrument architecture. SPIE 107028O, 10702–317 (2018)
Pepe, F., Molaro, P., Cristiani, S., et al.: ESPRESSO: The Next European exoplanet hunter. Astron. Nachr. / AN 335(1), 10 (2014)
Pepe, F., Mayor, M., et al.: The CORALIE survey for southern extra-solar-planets VII: Two short period saturnian companions to HD108147 and HD168746. A&A 388, 632 (2002)
Piskunov, N.E., Valenti, J.A.: New algorithms for reducing cross-dispersed echelle spectra. A&A 385, 1095 (2002)
Puech, M., Yang, Y., Jegouzo, I., et al.: WEBSIM-COMPASS: a new generation scientific instrument simulator for the E-ELT. Proc. of SPIE 9908, 99089P (2016)
Schipani, P, Campana, S., Claudi, R., et al.: SOXS: A wide band spectrograph to follow up transients. Proc SPIE 10702, 107020F (2018)
Stuermer, J., Seifahrt, A., Robertson, Z., Schwab, C., Bean, J.L.: Echelle++, a fast generic spectrum simulator. Publ. Astron. Soc. Pac. 131, 024502 (2019)
Udry, S., Bonflis, X., Delfosse, X., et al.: The HARPS search for southern extra-solar planets. A&A 469, L43 (2007)
Williams, F., Olsen, K., Khan, R., Pirone, D., Rosem, K.: Reducing and analyzing the PHAT survey with the cloud. ApJS 236, 4 (2018)
Acknowledgements
We thank the anonymous referee for his/her very constructive and helpful report. M. G. and M. L. gratefully thank V. S., M. C. and G. M. for huge support during the preparation of this manuscript.
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Genoni, M., Landoni, M., Pariani, G. et al. End to end simulators: a flexible and scalable cloud-based architecture. Exp Astron 50, 215–232 (2020). https://doi.org/10.1007/s10686-020-09673-w
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10686-020-09673-w