The CTAO’s Expected Performance
The plots on this page represent the preliminary performance expected from the CTAO following the completion of its first construction phase with the approved “Alpha Configuration,” as obtained from detailed Monte Carlo (MC) simulations of the facility.
The “Alpha Configuration” for the southern and northern arrays of the CTAO, located at the Paranal Observatory (Chile) and Roque de los Muchachos Observatory (Spain) respectively, consists of:
CTAO Northern Array: 4 Large-Sized Telescopes and 9 Medium-Sized Telescopes (area covered by the array of telescopes: ~0.25 km2)
CTAO Southern Array: 14 Medium-Sized Telescopes and 37 Small-Sized Telescopes (area covered by the array of telescopes: ~3 km2)
Expected Alpha Configuration Performance Plots
The differential sensitivity shown below is defined as the minimum flux needed by CTAO to obtain a 5-standard-deviation detection of a point-like source, calculated in non-overlapping logarithmic energy bins (five per decade). Besides the significant detection, we require at least ten detected gamma rays per energy bin, and a signal/background ratio of at least 1/20. The analysis cuts in each bin have been optimised to achieve the best flux sensitivity to point-like sources. The optimal cut values depend on the duration of the observation, therefore the performance curves are provided for three different observation times: 0.5, 5 and 50 hours.
CTAO Southern Array
CTAO Northern Array
CTAO Arrays Comparison
CTAO Southern Array vs Other Instruments
CTAO Northern Array vs Other Instruments
CTAO Arrays vs Other Instruments
Note that the curves for Fermi-LAT and HAWC are scaled by a factor 1.2 relative to the references (see below), to account for the different energy binning. The curves shown allow only a rough comparison of the sensitivity of the different instruments, as the method of calculation and the criteria applied are not identical. In particular, the definition of the differential sensitivity for HAWC is rather different due to the lack of an accurate energy reconstruction for individual photons in the HAWC analysis.
Sources:
ASTRI: https://pos.sissa.it/395/884/pdf
Fermi-LAT: public specifications webpage http://www.slac.stanford.edu/exp/glast/groups/canda/lat_Performance.htm
HAWC: arXiv:1701.01778
H.E.S.S.: Preliminary sensitivity curves for H.E.S.S.-I (stereo reconstruction), based on/adapted from Holler et. al 2015 (Proceedings of the 34th ICRC)
MAGIC: Astroparticle Physics 72 (2016) 76-94
LHAASO: https://arxiv.org/abs/1905.02773
SWGO (previously called SGSO): arXiv:1902.08429
VERITAS: public specifications webpage https://veritas.sao.arizona.edu/about-veritas/veritas-specifications
Differential flux sensitivity of CTAO-North at selected energies as function of observation time in comparison with the Fermi-LAT instrument (Pass 8 analysis, extragalactic background, standard survey observing mode). The differential flux sensitivity is defined as the minimum flux needed to obtain a 5-standard-deviation detection from a point-like gamma-ray source, calculated for energy bins of a width of 0.2 decades. An additional constraint of a minimum of 10 excess counts is applied. Note that especially for exposures longer than several hours, the restrictions on observability of a transient object are much stricter for CTAO than for the Fermi-LAT. CTAO will be able to observe objects above 20 degrees elevation during dark sky conditions. The differential flux sensitivity shown above are for observations near 70-degree elevation angles.
The angular resolution vs. reconstructed energy curve shows the angle within which 68% of reconstructed gamma rays fall, relative to their true direction. Gamma-hadron separation cuts are applied for the MC events used to determine the angular resolution. Dedicated analysis cuts can provide improved angular (or spectral) resolution at the expense of collection area, enabling e.g. a better study of the morphology or spectral characteristics of bright sources.
CTAO Southern Array
CTAO Northern Array
Other Instruments
The energy resolution ΔE / E is obtained from the distribution of (ER – ET) / ET, where R and T refer to the reconstructed and true energies of gamma-ray events recorded by CTAO. ΔE/E is the half-width of the interval around 0 which contains 68% of the distribution. The plot shows the energy resolution as a function of reconstructed energy (the result depends only weakly on the assumed gamma-ray spectrum; for the results here we use dNɣ/dE ~E-2.62).
CTAO Southern Array
The effective collection area for gamma rays from a point-like source is shown below vs. ET for gamma/hadron cuts optimised for 0.5-, 5- and 50-h observations (no cut in the reconstructed event direction applied):
CTAO Southern Array
CTAO Northern Array
The effective collection area with cuts in the reconstructed event direction:
CTAO Southern Array
CTAO Northern Array
The (post-analysis) residual cosmic-ray background rate per square degree vs reconstructed gamma-ray energy ER is shown below.
CTAO Arrays Comparison
The rate is the one integrated in 0.2-decade-wide bins in estimated energy (i.e. five bins per decade). Gamma-hadron separation cuts optimised for different observing times are applied to the selection of simulated cosmic-ray proton and electron events.
For details on the assumed cosmic-ray proton and electron spectra, see Bernlöhr et al 2013.
All performance parameters presented above are valid for a source located close to the centre of the CTA field of view (FoV). The differential sensitivity curves for a point-like source at increasing angular distances from the centre of the FoV are shown below.
CTAO Southern Array
CTAO Northern Array
Angular and energy resolution also degrade as one approaches the edge of the FoV. The provided IRFs contain the evolution of all performance parameters with off-axis angle.
Source Files
The instrument response functions (IRFs) from the plots on this page (“Alpha Configuration”) can be downloaded in the following link.
Notes
- All performance values are derived from detailed Monte Carlo (MC) simulations. The MC simulations are similar to the ones presented in Bernlöhr et al 2013, but using Corsika 7.71 (with URQMD + QGSJET-II-04), an updated detector model of the CTAO telescopes, and optimized array layouts (the so-called ‘Production 5’ or ‘Prod 5’).
- All performance values shown here refer to the first construction phase with an array configuration of 4 LSTs and 9 MSTs in the northern site (CTAO-North), and 14 MSTs and 37 SSTs in the southern site (CTAO-South), named “Alpha Configuration.”
- In the past, performance for the “Omega Configuration”, formerly referred to as the baseline configuration with 118 telescopes divided into both sites, was provided (the so-called ‘Prod 3b’, archived and available here). The “Omega Configuration” refers to the full-scope configuration that could be deployed in the Operation and Enhancement Phase depending on the available funds. The “Alpha Configuration” is the current official configuration and is not a subset of the “Omega Configuration” in terms of telescope positions.
Acknowledgements
We would like to thank the computing centres that provided resources for the generation of the Prod 5 Instrument Response Functions (IRFs):
CAMK, Nicolaus Copernicus Astronomical Center, Warsaw, Poland
CIEMAT-LCG2, CIEMAT, Madrid, Spain
CYFRONET-LCG2, ACC CYFRONET AGH, Cracow, Poland
DESY-ZN, Deutsches Elektronen-Synchrotron, Standort Zeuthen, Germany
GRIF, Grille de Recherche d’Ile de France, Paris, France
IN2P3-CC, Centre de Calcul de l’IN2P3, Villeurbanne, France
IN2P3-CPPM, Centre de Physique des Particules de Marseille, Marseille, France
IN2P3-LAPP, Laboratoire d Annecy de Physique des Particules, Annecy, France
INFN-FRASCATI, INFN Frascati, Frascati, Italy
INFN-T1, CNAF INFN, Bologna, Italy
INFN-TORINO, INFN Torino, Torino, Italy
MPIK, Heidelberg, Germany
OBSPM, Observatoire de Paris Meudon, Paris, France
PIC, port d’informacio cientifica, Bellaterra, Spain
prague_cesnet_lcg2, CESNET, Prague, Czech Republic
praguelcg2, FZU Prague, Prague, Czech Republic
UKI-NORTHGRID-LANCS-HEP, Lancaster University, United Kingdom
Acknowledgements for Prod 3b IRFs
CAMK, Nicolaus Copernicus Astronomical Center, Warsaw, Poland
CETA-GRID, Resource Center CETA-CIEMAT, Trujillo, Spain
CIEMAT-LCG2, CIEMAT, Madrid, Spain
CYFRONET-LCG2, ACC CYFRONET AGH, Cracow, Poland
DESY-ZN, Deutsches Elektronen-Synchrotron, Standort Zeuthen, Germany
GRIF, Grille de Recherche d’Ile de France, Paris, France
IN2P3-CC, Centre de Calcul de l’IN2P3, Villeurbanne, France
IN2P3-CPPM, Centre de Physique des Particules de Marseille, Marseille, France
IN2P3-LAPP, Laboratoire d Annecy de Physique des Particules, Annecy, France
INFN-FRASCATI, INFN Frascati, Frascati, Italy
INFN-T1, CNAF INFN, Bologna, Italy
INFN-TORINO, INFN Torino, Torino, Italy
MPIK, Heidelberg, Germany
M3PEC, Mesocentre Aquitain, Bordeaux, France
OBSPM, Observatoire de Paris Meudon, Paris, France
PIC, port d’informacio cientifica, Bellaterra, Spain
prague_cesnet_lcg2, CESNET, Prague, Czech Republic
praguelcg2, FZU Prague, Prague, Czech Republic
SE-SNIC-T2, The Swedish WLCG Tier 2 InitiativeStockholm, Sweden