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Chandra Observations of the X-ray Binary Population in the Field of the Dwarf Galaxy IC 10

  † The authors contributed equally to this work.

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Abstract
IC 10 is a dwarf galaxy in Cassiopeia, located at a distance of 660 kpc, and hosts a young stellar population, a large number of Wolf-Rayet stars, and a large number of massive stars in general. Utilizing a series of 11 Chandra observations (spanning 2003-2021, and total exposure of 235.1 ks), 375 point sources of X-ray emission are detected. Similar studies have been conducted earlier in the central region of IC 10. Here, we consider all regions covered by Chandra-ACIS. By comparing our list of X-ray sources with a published optical catalog, we discovered that 146 sources have optical counterparts. We also determined a list of blue supergiant (SG) stars with XRB companions by using an optical colormagnitude selection criterion to isolate the blue SGs. Blue SG-XRBs form a major class of progenitors of double-degenerate binaries. Hence, their numbers are an important factor in modeling the rate of gravitational-wave sources. Identifying the nature of individual sources is necessary as it paves the way toward a comprehensive census of XRBs in IC 10, enabling thus meaningful comparisons with other Local-Group galaxies exhibiting starbursts, such as the Magellanic Clouds.
Keywords: 
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1. Introduction

IC 10 is a young starburst galaxy in the constellation Cassiopeia. This irregular galaxy is a part of the Local Group [1,2] at a distance of 660 kpc from our Galaxy (the measurements range from 660 [3] to 817 [4] kpc). It is an excellent laboratory to study the high-mass X-ray binaries (HMXBs) containing the most massive young stars. This galaxy is also a subject of multiple observations due to its highly dense Wolf-Rayet stellar population. The high number of Wolf-Rayet (WR) stars discovered by Massey et al. [5] and Massey and Armandroff [6] was the primary indicator of IC 10’s starburst nature. These investigations were spurred on by the discovery of 144 H ii regions by Hodge and Lee [7], the brightest of which was known to be on par with the brightest H ii region observed in the SMC [8]. The surface density of WR stars throughout IC 10 is similar to that of the most active OB associations in M33 [9]. According to Wilcots and Miller [10], IC 10 is experiencing a star formation burst that is most likely being caused by gas infalling from an extended cloud that is counterrotating with respect to the galaxy’s proper motion.
The Local Group, which includes about 55 galaxies in a volume of diameter 3 Mpc, is the term used to identify our own neighborhood in the universe. IC 10 is one of the irregular dwarf galaxies that reside in the Local Group, although it is relatively far from the two most massive galaxies, our Galaxy and M31. The galaxy has been described as a blue compact dwarf (BCD) because of its surface brightness after taking into account the foreground reddening [11]. However, it is situated at a very low Galactic latitude ( = 119 . 0 , b = 3 . 3 ), and its line of sight is heavily affected by foreground reddening which hampers the optical observations. IC 10 consists of the main body and several distinct star-forming regions. Several H i holes are found throughout the galaxy, which are most probably the cumulative effect of powerful stellar winds [12]. The overall structure indicates recent widespread star-formation activity.
IC 10 presents a suitable environment to study multiple physical properties due to its similarities with the LMC and the SMC. The SMC and IC 10 have a lot in common: they are both gas-rich irregular dwarfs believed to have experienced tidal disruption recently, which sparked intense star formation. Two significant characteristics, however, set IC 10 apart and make it a new type of laboratory for stellar astrophysics: (a) The duration of its starburst is only 6 Myr, whereas the ages of the populations discovered in the SMC range between 40-200 Myr, where the HMXBs are found in the 40–70 Myr subpopulation [13]. (b) The metallicity of IC 10 (Z = Z / 5 ) is midway between those of the SMC and the Milky Way.
Comprehensive censuses of X-ray binary populations in local-group galaxies offer an effective approach for identifying fundamental properties of star formation and evolution, such as starburst age/duration and the impact of the host’s metallicity. The Magellanic Clouds have historically played this role, but new independent testbeds (like IC 10 and NGC 300) must be utilized in order to properly understand secular variances between galaxies. For instance, a detailed analysis of the dataset reported here has shown that a recent (3-8 Myr) star-forming event with a rate of 0.5 M yr 1 is needed to explain the current XRB population of IC 10 [14].
The Local Group’s maximum surface density of WR stars is found in IC 10; yet, the ratio of WC/WN spectral classes differs from that predicted by stellar evolution models for a galaxy with such low metallicity. Thus, the WC/WN ratio in IC 10 is certainly peculiar, notwithstanding the recent discovery of three new WN stars, which reduces the ratio from 1.3 to 1. So, IC 10 is still regarded as an anomaly given the WC/WN ratio of ∼0.2 for the LMC and ∼0.1 for the SMC. However, this marked difference also suggests that the starburst observed in IC 10 is quite recent.
IC 10 is also a functional testbed for studying HMXB populations. In young starburst galaxies ( < 10 Myr), the X-ray populations are expected to consist of massive stars and neutron star or black hole (NS or BH) binaries. IC 10 is the nearest among such galaxies. For these reasons, we have used archival and new Chandra X-ray data from multiple epochs to monitor the transient X-ray population of IC 10.
This article is arranged in the following way: The observations and data reductions are described in Section 2. The main results are presented and analyzed in Section 3, Section 4, Section 5 and Section 6. A discussion of the underlying populations and a summary along with conclusions are included in Section 7 and Section 8, respectively.

2. Observations: New and Archival

IC 10 has been the target of multiple X-ray observations (11 Chandra, 2 XMM-Newton, 1 NuSTAR, and many Swift snapshots), starting in 2003 and until the most recent snapshot taken in 2021. The Chandra, XMM-Newton, NuSTAR, and Swift telescopes have observed the galaxy repeatedly to monitor the plethora of X-ray sources, as well as the very interesting WR+BH system IC 10 X-1, the brightest source in the galaxy. Wang et al. [15] first analyzed the combined spectra from single pointings of XMM and Chandra. They discovered a population of point sources (28 from Chandra and 73 from XMM-Newton) above the background. The sources were mostly concentrated within the optical outline of IC 10. The combined X-ray spectrum also showed physical properties and derived parameters characteristic of HMXBs.
Laycock et al. [16] performed a complete census of all X-ray sources in the central region of IC 10 using Chandra ACIS S3 data from 10 observations spanning 2003-2010 and found 110 X-ray point sources. Our work is a follow-up on the Laycock et al. [16] effort and extends the existing catalog of XRBs using all available Chandra observations and all CCDs that were turned on during observations. Since the full field of view of Chandra was used, our catalog includes all sources detected in the IC 10 field. As a result, not all detected X-ray sources may be physically associated with the galaxy. Some sources are bound to be foreground stars or background AGN.
IC 10 has been observed many times by the Chandra telescope in the period 2003-2021. The observations include a monitoring series of seven 15-ks exposures that were key to identifying 21 sources that were variable to a 3 σ level. There also exists a pair of deep Chandra observations in 2006 that served as a reference data set. The first-ever 2003 data set [15] (OBSID: 03953, ACIS-S in subarray mode) and the latest 2021 observation (OBSID: 26188) were also included in our data set, as they provided an expanded temporal baseline for X-ray source monitoring. The complete list of Chandra observations used to create the final X-ray source catalog is summarized in Table 1.

2.1. Data Reductions

The reduction and analysis of Chandra data was conducted using exclusively CIAO (version 4.16), the dedicated software suite developed by the Chandra X-ray Center. CIAO can be installed via the Anaconda-based Python environment or the ciao-install script, available at https://cxc.cfa.harvard.edu/ciao/download/. Data were downloaded directly from the Chandra archives using the command-line tool download_chandra_obsid, which supports queries using source names or coordinates with a specified search radius. Once the raw data were obtained, they were reprocessed using the chandra_repro command, which generates a new `repro’ directory containing cleaned event files. These event files were further corrected to the solar system barycenter using the axbary tool.
Prior to source detection, exposure-corrected images in different energy bands were generated using the fluximage script, which also creates exposure and PSF maps. The main source detection for the current project relies on wavedetect, which was applied to images in broad (0.3-8 keV), soft (0.3-1.5 keV), medium (1.5-3 keV), and hard (3-8 keV) bands using wavelet scales of 1, 2, 4, 8, and 16 pixels, and a significance threshold of 10 6 .

2.2. X-Ray Images and Source Detections

The main focus of this work was to create a comprehensive catalog of X-ray sources using all available observations (Obsid’s in Table 1). Merged images for visual inspection were also created with Gaussian smoothing in all energy bands.
The source detection algorithm wavedetect was first run on each Obsid and energy band. This created a source list with many parameters, including position and position uncertainties, counts, PSF shape, detection significance, etc. Each source list was then boresight corrected using the coordinates of the brightest source (IC 10 X-1). These lists were then used for further cross-matching and the creation of the final catalog, as described below.
The wavedetect source lists were cross-matched within the energy bands first to create a single source list for each observation. Then, the source lists of all the observations were combined to create the final X-ray source catalog. The cross-matching was done using the classifytable tool in the command-line-based relational database software package Starbase.
The tool classifytable groups together sources that lie within a distance of 5 which are then further filtered by the r 95 error radius of each source. While matching the lists, the wavedetect-provided error radius was not used to look for proximity, rather the 95% uncertainty radius was calculated using the Hong et al. [17] prescription. Also, when considering which instance of a source (detected in multiple observations) to include in the final catalog, the one with the minimum value of r 95 was chosen.
In the last step, our latest catalog, the previous version from Laycock et al. [16], the Chandra source catalog (CSC 2.3), and the XMM source catalog (4XMM DR13) were all combined to generate the final unique source catalog that contains one entry for each X-ray source with its position and position uncertainty radius r 95 (provided as supplementary material in Ref. [18]).

3. Long-Term Lightcurves and Variability

Understanding the variability of these X-ray sources was a major motivation for this campaign. We used CIAO’s srcflux tool to extract the count rates R for each source in the X-ray catalog. This enabled us to create a long-term lightcurve for all 375 sources (provided as supplementary material in Ref. [18]).
The variability of a source can be quantified by the flux variability ratio ( F max / F min ) and the variability range ( Δ R = R max R min ). The rates in broad band are converted to relative variabilities ( σ var ) using   σ var = Δ R / e r r o r [ ( R max ) 2 ] + e r r o r [ ( R min ) 2 ] .
These quantities were calculated for each individual source, and the strongly variable sources with σ var > 5 are listed in Table 2. Some of these sources are discussed further in Section 7.

4. Catalog of X-Ray Binaries

A young starburst galaxy like IC 10 is expected to have a stellar population dominated by HMXBs. Motivated by earlier works, we proceeded to match the final XRB catalog with the Massey et al. [19] optical catalog of IC 10 stars. This photometric catalog has a limiting magnitude of V = 23.8 . Using their catalog of ACIS S3 observations, Laycock et al. [16] found 42 optical counterparts to 110 X-ray sources.
We have increased the number of X-ray sources to 375 (compared to Laycock et al. [16]), and we matched them again with the same optical catalog. Starbase was used to look for optical counterparts within the total radius of r 95 plus 1 added in quadrature (viz. ( r 95 ) 2 + 1 2 ) to account for systematic uncertainties. We found 146 X-ray sources with optical counterparts, whereas the remaining 229 do not have counterparts down to V = 23.8 magnitude. The X-ray source IDs along with the properties of their optical counterparts are listed in Table A1Table A4 of the Appendix.

5. Blue Supergiant X-Ray Binaries

IC 10 is known to host many blue supergiants, Wolf-Rayet, and massive stars in general. Hence, in the next step, we investigated further these 146 binary systems using the characteristics of their optical counterparts. An important physical parameter in this endeavor is the optical source colors and the resulting color-magnitude diagram (Figure 1). At the distance (660 kpc) and reddening ( μ = 24 , A V = 3 , and E B V = 0.85) of IC 10 [20], the main sequence beyond spectral type B0V is not visible in ground-based telescope images; but blue SGs (BSGs), the most luminous stars, are certainly visible. Foreground stars are also located in the field of IC 10 because the line of sight passes through the outermost region of the Galactic Plane. Fortunately, the main sequence (defined by the Galactic stars) is well separated from the BSG branch in color–magnitude space after correction due to reddening.
The limiting magnitude of the optical catalog also limits our search for HMXBs. Antoniou et al. [13] predict that the HMXB counterparts are hotter than B3 and that the peak of the distribution is around B0. Hence, we are missing ∼50% of the population. Accounting for the reddening vector, we used a filter of V > 19.5 and B V < 1.5 among the 146 optical counterparts, and we found 60 BSGs. These are listed in Table A5Table A6 along with their X-ray source ID, coordinates, V magnitude, and color information.

6. Peak-Up Test for Positional Accuracy

Studying X-ray binaries enables the identification and characterization of both the X-ray compact object and the optical stellar companion, as well as confirmation of their association. The identification of optical counterparts is a problem often encountered in astronomy. In general, when the objects under investigation are rare and both catalogs have good positional accuracy, astronomers consider that positional alignment implies physical association. This is a risky and unnecessary assumption given that there exists a quantitative approach, the so-called `peak-up test’ [20]. This test can be applied to Chandra observations of crowded fields, where there is a non-negligible chance of accidental alignment and a positional uncertainty for each X-ray source.
In the peak-up test, two catalogs are repeatedly matched with each other. In each iteration, a small offset in the coordinate system is applied, and the list of matching objects is recorded. The offsets are arranged in a regular grid spacing. The spacing is kept finer than the positional accuracy of the input catalogs, and the total offset extends to several times the radius of the largest error circles. The peak-up test code used in this project utilizes Starbase for catalog matching purposes, whereas Python is used for data analysis and visualization.
Figure 2. Peak-up test result for XRB candidate counterparts in IC 10. The plot shows the number of matches between X-ray and optical sources as a function of small coordinate offsets applied across a regular grid. A clear peak is observed at central point (zero offset), indicating a statistically significant positional correlation between the optical sources and the X-ray detections. This provides strong evidence that a subset of the X-ray sources is physically associated with optical counterparts in IC 10. A detailed interpretation is given in Section 6.
Figure 2. Peak-up test result for XRB candidate counterparts in IC 10. The plot shows the number of matches between X-ray and optical sources as a function of small coordinate offsets applied across a regular grid. A clear peak is observed at central point (zero offset), indicating a statistically significant positional correlation between the optical sources and the X-ray detections. This provides strong evidence that a subset of the X-ray sources is physically associated with optical counterparts in IC 10. A detailed interpretation is given in Section 6.
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Figure 3. Peak-up test result for BSG candidate counterparts in IC 10. The plot shows the number of matches between X-ray and optical sources as a function of small coordinate offsets applied across a regular grid. A clear peak is observed at the central location (zero offset), indicating a statistically significant positional correlation between the BSG optical sources and the X-ray detections. This provides strong evidence that a subset of the X-ray sources is physically associated with BSG counterparts in IC 10. A detailed interpretation is given in Section 6.
Figure 3. Peak-up test result for BSG candidate counterparts in IC 10. The plot shows the number of matches between X-ray and optical sources as a function of small coordinate offsets applied across a regular grid. A clear peak is observed at the central location (zero offset), indicating a statistically significant positional correlation between the BSG optical sources and the X-ray detections. This provides strong evidence that a subset of the X-ray sources is physically associated with BSG counterparts in IC 10. A detailed interpretation is given in Section 6.
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In this test, if real matches ( n x ) exceed the median ( n ¯ ) number expected by chance, then a peak is observed in the 2D mapping of the two catalogs. Hence, the name peak-up test. The significance of the peak is then calculated using the standard deviation ( σ ) of the distribution of chance alignments after removing the area within the maximum matching radius of the zero-offset position. The significance of the positional correlation peak is then expressed as S = ( n x n ¯ ) / σ .
We matched the final source catalog with the Massey et al. [19] optical catalog, adopting a matching radius of r = ( r 95 ) 2 + 1 2 arcsec for each source. The result was n x = 144 , n ¯ = 54 , σ = 4.36 , and S = 20.6 .
Following the assessment of Massey et al. [19] who divided the color-magnitude space into foreground main sequence stars and IC 10 BSG stars, we also filtered the XRB catalog to match only BSG candidates obeying the criteria that V > 19.5 and B V < 1.5 . We obtained n x = 44 , n ¯ = 15 , σ = 2.69 , and S = 10.8 . The high significance values in both cases confirm that the positional correlation is not due to chance, but rather due to physical association, reinforcing thus the expectation that many of the X-ray sources in IC 10 have massive stellar counterparts.

7. Discussion

IC 10 has been found to harbor a dense population of X-ray sources. The identification of individual X-ray sources in IC 10 is not an easy task due to its low galactic latitude position ( b = 3 . 3 ). Not only does the Galactic H i column density interfere, but there is also interference from molecular gas in the Galaxy and the gas inside IC 10 itself [15]. The presence of many more point sources, even though some of them are scattered around the edge of the galaxy, is one of the noteworthy additions made in this latest version of the IC 10 source catalog. Their spatial distribution offers important hints about the underlying stellar populations and the areas with higher star formation activity, although certain unrelated objects (AGN, SNRs, Galactic sources) are bound to be superposed on to the IC 10 field.
The new catalog strives to present only XRB and BSG-XRB candidates, and filtering the list by color-magnitude may offer some assurance at least for BSGs. On the other hand, by utilizing the entire ACIS field of view for source detection, we have covered a region larger than the optical extent of IC 10. While this wide coverage enhances the completeness of the X-ray catalog, it also introduces certain X-ray sources not physically associated with IC 10. The actual IC 10 members will need to be confirmed by follow-up spectroscopic measurements of the Doppler shifts in nebular lines.
One of the main motivations was to look for variability in transient X-ray sources. IC 10 X-2 (Source 46) is a well-known transient (SFXT), whereas IC 10 X-1 (Source 20) is the brightest known persistent source in the galaxy. Laycock et al. [16] calculated the variability of the first 110 X-ray sources and discussed some of them in detail. Here, we turn our attention to the new variable sources 246, 268, and 314 that have optical counterparts (although only 314 can be unambiguously classified as a BSG-HMXB):
  • Source 246 (RA: 5.11538, DEC: 59.1045) is a persistent source (4/4 detections) with relative variability σ = 5.49 . It has an optical counterpart in the Massey et al. [19] catalog with V = 18.215 and B V = 1.71 . Its brightness and color information suggest that it is most likely a Galactic source.
  • Source 268 (RA: 5.19171, DEC: 59.0732) is a persistent source (3/3 detections) with relative variability σ = 5.66 . It has an optical counterpart in the Massey et al. [19] catalog with V = 20.46 and B V = 1.92 . Its brightness and color information suggest that it may be either a Galactic source or an IC 10 yellow SG.
  • Source 314 (RA: 5.30692, DEC: 59.3676) is a persistent source (5/5 detections) with relative variability σ = 6.13 . It has an optical counterpart in the Massey et al. [19] catalog with V = 22.71 and B V = 1.17 . Its brightness and color information suggest a strong contender for an IC 10 BSG-HMXB source.

7.1. Characteristics of BSG-HMXB Systems

The BSG X-ray sources that we have detected in our survey are accreting compact object binaries. BSGs can emit X-rays in isolation [21], as well as in compact object binaries; but, at the distance of IC 10 (660 kpc), the observed X-ray fluxes can only be explained by accretion onto a compact object. The X-ray/optical (distance-independent) luminosity relation was calculated for all sources with counterparts, viz.
log ( f X / f V ) = log ( f X ) + V / 2.5 + 5.37 ,
using the V magnitudes from the Massey et al. [19] catalog and the measured X-ray fluxes ( f X ) in the broad band (0.3-8 keV). Laycock et al. [20] have shown that the BSGs have systematically higher f X / f V values, and the Mann–Whitney–Wilcoxon test showed a statistically significant offset between the BSGs and other types of counterparts.
BSG sources have also shown X-ray variability in the 2010 Chandra monitoring data. Variability ranges from a factor of ∼150 (for IC 10 X-2) to a few. Massey et al. [19] performed a narrowband photometric survey, particularly to identify luminous blue variable (LBV) candidates, but only IC 10 X-2 was found to be in that catalog. This might be because of the selection criteria that were based on M31. The authors showed that this filtering excluded 17 known WR stars in the field. A new relaxed emission line catalog can identify more of the X-ray counterparts in IC 10.

7.2. Population Estimates from the Census of BSG-XRBs

The IC 10 BSGs can be used as a tracer to identify the underlying population of double-degenerate systems. If we assume that the n x = 44 (from the peak-up test) BSG-XRB sources in IC 10 are all HMXBs, then their production rate and the number of precursor double-degenerate binaries can be estimated along the lines of Laycock et al. [20].
The duty cycle during which the LBVs are donating mass to their compact companions is D = t m / T , where T = 6 Myr is the duration of the starburst and t m is the mean lifetime of the LBVs, taken to be t m = 0.4 Myr for a typical LBV mass of 30 M [22,23,24]. For this duty cycle, IC 10 must have produced
n P D D = n x / D
precursor double-degenerate binaries during the course of the starburst.
From the above estimates, we determine a typical value of D = 1 / 15 and an upper limit of n P D D = 660 progenitors. This new upper limit is nearly 3 × larger than the value previously determined by Laycock et al. [20] for IC 10.

8. Summary and Conclusions

8.1. Summary

From the very first study by Wang et al. [15], it was evident that IC 10 hosts quite a few X-ray sources. Laycock et al. [16] followed up with an extensive study of the core region of IC 10 using Chandra monitoring data. In this work, we have expanded both the field of view and the temporal baseline of the search by adding a new 2021 observation and by analyzing data from all CCDs turned on during each observation.
We have used wavedetect on soft, medium, hard, and broad band images for source detection. A total of 375 X-ray point sources were detected in this search. The variability of these sources has been classified using the individual observation source list. In the final comprehensive catalog, the Chandra and XMM source catalogs have also been incorporated, and the first 110 sources from Laycock et al. [16] have been kept intact to ensure a smooth extension of the original source catalog.
The new point source catalog was matched with the Massey et al. [19] optical catalog to look for the X-ray binary population. We found 146 XRB sources with an optical counterpart down to the limiting V magnitude of 23.8. These XRB sources were subsequently filtered using the optical criteria V > 19.5 and B V < 1.5 [19], resulting in 60 BSG optical companions.

8.2. Conclusions

We can already see that the new HMXBs reported here are not of the same population as those found in the Magellanic Clouds. The projected X-ray binary population is affected by the very young age of the underlying stellar population and the enhanced formation of massive stars and stellar remnants reported by other authors [19,25]. The main differences concern the presence or absence of Be-HMXBs:
  • SMC Be-HMXBs: At least 100 known or candidate HMXBs, the bulk of which are Be+NS systems and all of which have counterparts earlier than B3, are found in the SMC with its episodic starburst history [26]. Negueruela [27] originally suggested that the Be-HMXB restricted spectral type range is an evolutionary hallmark. The work of Antoniou et al. [13], which demonstrated that the SMC Be-HMXBs are connected with separate populations of ages 40–70 Myr, lends weight to this theory. (In NGC 300 and NGC 2403, Williams et al. [28] discovered a comparable age association for HMXBs.)
  • IC 10 BSG-XRBs and WR stars: Thus, we expected to see entirely different HMXB species in IC 10 because of the young age of its starburst. With the Be phenomenon not yet prevalent in IC 10, there should be other mass donors with stronger winds and/or lower orbital separations that provide the necessary mass-transfer rates and accretion-powered X-ray emissions. The most obvious candidates are BSGs and WR stars; although only one X-ray source (IC 10 X-1) matches the WR catalog of Crowther et al. [29]. On the other hand, weak-lined WR stars may actually exist in IC 10, but they are not recognized yet.

Author Contributions

Formal analysis, Investigation, and Methodology, S.B., S.L., B.B. and D.C.; Conceptualization and Project administration, S.L. and D.C.; Resources and Supervision, S.L. and B.B.; Writing – original draft, S.B.; Writing – review & editing, S.L., B.B and D.C.

Funding

This research project was facilitated in part by the following funding agencies and programs: NSF-AAG, grant 2109004; NASA Astrophysics Data Analysis Program (ADAP), grants NNX14AF77G and 80NSSC18K0430; and the Lowell Center for Space Science and Technology (LoCSST) of the University of Massachusetts Lowell.

Data Availability Statement

The raw X-ray data can be downloaded from the Chandra data archive, URL: https://cxc.harvard.edu/cda/. The full point source catalog and the long-term lightcurves of all detected X-ray sources are provided in Ref. [18], URL: https://doi.org/10.7910/DVN/Y3PUOO.

Conflicts of Interest

The authors declare no conflicts of interest.

Abbreviations

The following abbreviations are used in this manuscript:
ACIS Advanced CCD Imaging Spectrometer
AGN Active Galactic Nuclei
BCD Blue Compact Dwarf
BH Black Hole
BSG Blue SuperGiant
CCD Charge-Coupled Device
CIAO Chandra Interactive Analysis of Observations
CSC Chandra Source Catalog
DEC DEClination
FOV Field Of View
HMXB High-Mass X-ray Binary
LBV Luminous Blue Variable
LMC Large Magellanic Cloud
NS Neutron Star
PSF Point Spread Function
RA Right Ascension
SFXT Supergiant Fast X-ray Transient
SG SuperGiant
SMC Small Magellanic Cloud
SNR SuperNova Remnant
WR Wolf-Rayet
XRB X-Ray Binary

Appendix A

The XRB and BSG-XRB candidates in the IC 10 field are listed in Table A1Table A4 and Table A5Table A6, respectively.
Additionally, the full point source catalog and the long-term lightcurves of all detected X-ray sources can be downloaded from the link https://doi.org/10.7910/DVN/Y3PUOO (see also Ref. [18]).
Table A1. IC 10 X-ray Binary Candidates
Table A1. IC 10 X-ray Binary Candidates
Source # RA DEC V mag B V
1 5.03621 59.2279 22.384 0.7
3 5.06636 59.2399 20.247 1.57
4 5.02508 59.2402 22.588 1.92
7 5.11086 59.2487 16.985 1.497
8 5.05286 59.2504 22.974 1.242
13 4.99465 59.2576 20.473 1.525
15 5.03663 59.2624 16.758 1.174
17 5.14415 59.2659 16.381 1.186
17 5.14415 59.2659 16.372 1.196
20 5.12132 59.281 22.478 0.017
20 5.12132 59.281 21.722 0.905
21 5.03429 59.2818 23.486 1.878
25 5.10117 59.2892 22.856 0.82
25 5.10117 59.2892 22.441 0.77
26 4.97811 59.2894 21.983 1.338
26 4.97811 59.2894 22.04 1.271
27 5.04657 59.2908 21.924 0.844
28 5.19383 59.292 18.793 1.521
29 5.0382 59.2939 21.777 1.059
29 5.0382 59.2939 21.732 0.932
32 5.04812 59.304 20.428 1.54
38 5.03305 59.3124 22.344 1.85
39 5.10836 59.3125 18.878 1.64
46 5.08723 59.2997 19.954 1.211
48 5.17812 59.3144 17.954 1.441
50 5.19656 59.3267 22.539 1.823
52 5.1391 59.3596 17.277 1.551
53 5.05732 59.3766 21.404 1.872
61 5.13621 59.2626 21.296 1.877
65 5.08036 59.3043 23.685 0.789
65 5.08036 59.3043 23.737 1.043
66 4.92791 59.3347 17.625 1.103
66 4.92791 59.3347 17.6 1.133
76 5.1187 59.3358 17.382 1.125
77 5.0722 59.2972 23.059 1.734
78 5.09598 59.2982 21.411 0.705
78 5.09598 59.2982 22.152 0.581
78 5.09598 59.2982 22.445 0.786
86 5.15428 59.3134 18.727 1.295
87 5.03887 59.3919 18.75 1.304
90 5.11847 59.3399 21.348 1.805
Table A2. IC 10 X-ray Binary Candidates (continued)
Table A2. IC 10 X-ray Binary Candidates (continued)
Source # RA DEC V mag B V
91 4.9653 59.2619 20.749 1.533
92 4.99881 59.3009 21.471 0.725
96 5.05331 59.2723 22.038 1.325
98 5.0508 59.2844 23.142 2.046
98 5.0508 59.2844 22.101 1.874
98 5.0508 59.2844 22.315 0.623
98 5.0508 59.2844 23.155 0.587
100 5.01024 59.3015 23.097 0.708
101 5.11942 59.3493 20.697 1.646
106 5.04294 59.317 21.99 2.263
107 5.20919 59.2572 20.083 1.743
133 4.79151 59.2074 20.865 1.909
139 4.82537 59.2088 16.256 0.98
140 4.82668 59.2352 22.87 2.054
143 4.83621 59.211 18.809 1.189
144 4.84389 59.2613 21.624 1.697
145 4.85256 59.3573 19.141 −0.102
145 4.85256 59.3573 17.631 1.672
145 4.85256 59.3573 17.802 1.471
147 4.85651 59.2385 18.134 1.616
148 4.85799 59.1303 21.139 1.104
148 4.85799 59.1303 23.675 1.044
150 4.86137 59.1846 16.674 1.147
151 4.86395 59.2373 18.829 1.624
153 4.86454 59.408 23.702 2.031
157 4.88205 59.2357 23.677 1.175
167 4.91239 59.3839 16.602 1.055
168 4.91505 59.1706 23.198 0.899
169 4.91716 59.462 18.189 1.371
173 4.92518 59.0735 21.55 2.071
176 4.93644 59.2304 16.131 0.634
176 4.93644 59.2304 20.183 −4.129
179 4.94619 59.2133 15.961 1.054
180 4.95156 59.332 22.701 1.456
181 4.95463 59.106 22.867 0.937
182 4.95562 59.2261 18.252 1.405
183 4.96093 59.3249 21.865 −0.183
183 4.96093 59.3249 20.888 0.965
183 4.96093 59.3249 20.38 1.562
184 4.96149 59.0785 23.496 0.81
186 4.96547 59.1423 20.475 1.029
188 4.96792 59.1179 22.302 1.867
Table A3. IC 10 X-ray Binary Candidates (continued)
Table A3. IC 10 X-ray Binary Candidates (continued)
Source # RA DEC V mag B V
197 4.98966 59.2978 22.832 1.659
198 4.99304 59.141 16.445 1.157
199 4.99389 59.12 22.638 1.488
201 4.99573 59.1517 22.065 1.71
201 4.99573 59.1517 19.079 1.012
205 5.0055 59.373 22.526 1.193
213 5.0181 59.3976 23.163 1.704
214 5.01921 59.3124 21.204 1.572
216 5.03054 59.3257 22.878 0.807
217 5.03137 59.2137 22.361 1.299
222 5.05005 59.3885 19.262 1.514
223 5.05384 59.4846 22.489 0.98
227 5.06583 59.3197 19.593 1.278
228 5.06588 59.5057 23.303 1.108
230 5.07889 59.1956 20.225 1.724
232 5.07959 59.0874 22.996 1.639
233 5.0877 59.1783 17.71 0.953
234 5.0927 59.3465 19.382 1.557
237 5.09626 59.1371 22.238 1.216
238 5.0978 59.3075 22.467 0.606
238 5.0978 59.3075 24.119 0.018
238 5.0978 59.3075 23.392 0.635
241 5.10252 59.2938 21.782 0.677
241 5.10252 59.2938 21.859 0.107
241 5.10252 59.2938 23.46 1.334
241 5.10252 59.2938 22.538 0.35
242 5.10649 59.2974 24.59 0.662
244 5.10888 59.3125 18.878 1.64
246 5.11538 59.1045 18.215 1.706
250 5.12773 59.3248 20.869 1.757
252 5.1407 59.1761 16.093 1.582
254 5.14407 59.1872 20.1 1.796
261 5.16485 59.2477 21.84 1.903
262 5.16504 59.2369 20.243 1.735
265 5.18 59.1264 23.491 0.984
267 5.19123 59.2721 20.178 1.719
268 5.19171 59.0732 20.56 1.921
272 5.19677 59.2228 17.733 1.488
275 5.20739 59.2083 20.898 1.8
281 5.22531 59.427 18.018 1.64
Table A4. IC 10 X-ray Binary Candidates (continued)
Table A4. IC 10 X-ray Binary Candidates (continued)
Source # RA DEC V mag B V
293 5.24541 59.3558 17.839 1.393
295 5.24921 59.2232 23.7 0.662
296 5.25044 59.1017 23.339 2.043
300 5.26496 59.3152 19.258 1.024
300 5.26496 59.3152 23.238 1.854
301 5.26571 59.3451 22.54 1.387
303 5.26806 59.107 18.514 1.579
307 5.28589 59.141 18.531 1.343
308 5.28685 59.1925 23.139 1.158
314 5.30692 59.3676 22.706 1.17
316 5.31863 59.3442 22.232 1.702
318 5.32064 59.373 19.224 1.456
323 5.3277 59.4037 22.069 1.856
324 5.33041 59.4016 20.119 1.202
326 5.33145 59.0841 20.851 1.65
331 5.3445 59.3494 23.267 0.928
333 5.35647 59.3179 18.943 1.725
335 5.36187 59.4023 22.821 1.972
343 5.38665 59.2442 21.469 0.875
346 5.40615 59.3394 22.994 0.987
348 5.41238 59.3784 18.817 1.672
Table A5. IC 10 Blue Supergiant X-ray Binary Candidates
Table A5. IC 10 Blue Supergiant X-ray Binary Candidates
Source # RA DEC V mag B V
1 5.03621 59.2279 22.384 0.7
8 5.05286 59.2504 22.974 1.242
20 5.12132 59.281 22.478 0.017
20 5.12132 59.281 21.722 0.905
25 5.10117 59.2892 22.441 0.77
25 5.10117 59.2892 22.856 0.82
26 4.97811 59.2894 21.983 1.338
26 4.97811 59.2894 22.04 1.271
27 5.04657 59.2908 21.924 0.844
29 5.0382 59.2939 21.777 1.059
29 5.0382 59.2939 21.732 0.932
46 5.08723 59.2997 19.954 1.211
65 5.08036 59.3043 23.737 1.043
65 5.08036 59.3043 23.685 0.789
78 5.09598 59.2982 21.411 0.705
78 5.09598 59.2982 22.152 0.581
78 5.09598 59.2982 22.445 0.786
92 4.99881 59.3009 21.471 0.725
96 5.05331 59.2723 22.038 1.325
98 5.0508 59.2844 22.315 0.623
98 5.0508 59.2844 23.155 0.587
100 5.01024 59.3015 23.097 0.708
145 4.85256 59.3573 19.141 −0.102
148 4.85799 59.1303 21.139 1.104
148 4.85799 59.1303 23.675 1.044
157 4.88205 59.2357 23.677 1.175
168 4.91505 59.1706 23.198 0.899
176 4.93644 59.2304 20.183 −4.129
180 4.95156 59.332 22.701 1.456
181 4.95463 59.106 22.867 0.937
183 4.96093 59.3249 21.865 −0.183
183 4.96093 59.3249 20.888 0.965
184 4.96149 59.0785 23.496 0.81
186 4.96547 59.1423 20.475 1.029
199 4.99389 59.12 22.638 1.488
201 4.99573 59.1517 19.079 1.012
205 5.0055 59.373 22.526 1.193
216 5.03054 59.3257 22.878 0.807
217 5.03137 59.2137 22.361 1.299
223 5.05384 59.4846 22.489 0.98
227 5.06583 59.3197 19.593 1.278
228 5.06588 59.5057 23.303 1.108
237 5.09626 59.1371 22.238 1.216
238 5.0978 59.3075 23.392 0.635
238 5.0978 59.3075 24.119 0.018
238 5.0978 59.3075 22.467 0.606
Table A6. IC 10 Blue Supergiant X-ray Binary Candidates (continued)
Table A6. IC 10 Blue Supergiant X-ray Binary Candidates (continued)
Source # RA DEC V mag B V
241 5.10252 59.2938 21.782 0.677
241 5.10252 59.2938 21.859 0.107
241 5.10252 59.2938 23.46 1.334
241 5.10252 59.2938 22.538 0.35
242 5.10649 59.2974 24.59 0.662
265 5.18 59.1264 23.491 0.984
295 5.24921 59.2232 23.7 0.662
300 5.26496 59.3152 19.258 1.024
301 5.26571 59.3451 22.54 1.387
308 5.28685 59.1925 23.139 1.158
314 5.30692 59.3676 22.706 1.17
318 5.32064 59.373 19.224 1.456
324 5.33041 59.4016 20.119 1.202
331 5.3445 59.3494 23.267 0.928
343 5.38665 59.2442 21.469 0.875
346 5.40615 59.3394 22.994 0.987

References

  1. Mayall, N. An extra-galactic object 3 from the plane of the galaxy. Publications of the Astronomical Society of the Pacific 1935, 47, 317. [Google Scholar] [CrossRef]
  2. Hubble, E. The luminosity function of nebulae. I. The luminosity function of resolved nebulae as indicated by their brightest stars. Astrophysical Journal, vol. 84, p. 158 1936, 84, 158. [Google Scholar] [CrossRef]
  3. Gonçalves, D.R.; Teodorescu, A.M.; Alves-Brito, A.; Méndez, R.H.; Magrini, L. A kinematic study of planetary nebulae in the dwarf irregular galaxy IC10. Monthly Notices of the Royal Astronomical Society 2012, 425, 2557–2566. [Google Scholar] [CrossRef]
  4. Sanna, N.; Bono, G.; Stetson, P.; Monelli, M.; Pietrinferni, A.; Drozdovsky, I.; Caputo, F.; Cassisi, S.; Gennaro, M.; Moroni, P.P.; et al. On the distance and reddening of the starburst galaxy IC 10. The Astrophysical Journal 2008, 688, L69. [Google Scholar] [CrossRef]
  5. Massey, P.; Armandroff, T.E.; Conti, P.S. IC 10-A "poor cousin" rich in Wolf-Rayet stars. Astronomical Journal 1992, 103, 1159–1165 and 1421. [Google Scholar] [CrossRef]
  6. Massey, P.; Armandroff, T.E. The Massive Star Content, Reddening, and Distance of the Nearby Irregular Galaxy IC 10. Astronomical Journal v. 109, p. 2470 1995, 109, 2470. [Google Scholar] [CrossRef]
  7. Hodge, P.; Lee, M.G. The H II regions of IC 10. Publications of the Astronomical Society of the Pacific 1990, 102, 26. [Google Scholar] [CrossRef]
  8. Hunter, D.A.; Gallagher, J.S. Star-forming properties and histories of dwarf irregular galaxies-Down but not out. Astrophysical Journal Supplement Series (ISSN 0067-0049), vol. 58, Aug. 1985, p. 533-560. 1985, 58, 533–560. [Google Scholar] [CrossRef]
  9. Massey, P.; Armandroff, T.E.; Pyke, R.; Patel, K.; Wilson, C.D. Hot, luminous stars in selected regions of NGC 6822, M31, and M33. Astronomical Journal v. 110, p. 2715 1995, 110, 2715. [Google Scholar] [CrossRef]
  10. Wilcots, E.M.; Miller, B.W. The kinematics and distribution of HI in IC 10. The Astronomical Journal 1998, 116, 2363. [Google Scholar] [CrossRef]
  11. Richer, M.; Bullejos, A.; Borissova, J.; McCall, M.L.; Lee, H.; Kurtev, R.; Georgiev, L.; Kingsburgh, R.; Ross, R.; Rosado, M. IC 10: More evidence that it is a blue compact dwarf. Astronomy & Astrophysics 2001, 370, 34–42. [Google Scholar] [CrossRef]
  12. Nidever, D.L.; Ashley, T.; Slater, C.T.; Ott, J.; Johnson, M.; Bell, E.F.; Stanimirović, S.; Putman, M.; Majewski, S.R.; Simpson, C.E.; et al. Evidence for an interaction in the nearest starbursting dwarf irregular galaxy IC 10. The Astrophysical Journal Letters 2013, 779, L15. [Google Scholar] [CrossRef]
  13. Antoniou, V.; Zezas, A.; Hatzidimitriou, D.; Kalogera, V. Star formation history and X-ray binary populations: the case of the Small Magellanic Cloud. The Astrophysical Journal Letters 2010, 716, L140. [Google Scholar] [CrossRef]
  14. Binder, B.A.; Lazarus, R.; Thoresen, M.; Laycock, S.; Bhattacharya, S. The X-ray Variability and Luminosity Function of High Mass X-ray Binaries in the Dwarf Starburst Galaxy IC 10. arXiv 2025, arXiv:2508.02876 2025. [Google Scholar] [CrossRef]
  15. Wang, Q.D.; Whitaker, K.E.; Williams, R. An XMM-Newton and Chandra study of the starburst galaxy IC 10. Monthly Notices of the Royal Astronomical Society 2005, 362, 1065–1077. [Google Scholar] [CrossRef]
  16. Laycock, S.; Cappallo, R.; Williams, B.F.; Prestwich, A.; Binder, B.; Christodoulou, D.M. The X-Ray Binary Population of the Nearby Dwarf Starburst Galaxy IC 10: Variable and Transient X-Ray Sources. The Astrophysical Journal 2017, 836, 50. [Google Scholar] [CrossRef]
  17. Hong, J.; van den Berg, M.; Schlegel, E.M.; Grindlay, J.E.; Koenig, X.; Laycock, S.; Zhao, P. X-ray processing of champlane fields: Methods and initial results for selected anti-galactic center fields. The Astrophysical Journal 2005, 635, 907. [Google Scholar] [CrossRef]
  18. Bhattacharya, S. Replication Data for: Chandra Observations of the X-ray binary population in IC 10 2025. [CrossRef]
  19. Massey, P.; McNeill, R.T.; Olsen, K.; Hodge, P.W.; Blaha, C.; Jacoby, G.H.; Smith, R.; Strong, S.B. A survey of local group galaxies currently forming stars. III. A search for luminous blue variables and other Hα emission-line stars. The Astronomical Journal 2007, 134, 2474. [Google Scholar] [CrossRef]
  20. Laycock, S.G.; Christodoulou, D.M.; Williams, B.F.; Binder, B.; Prestwich, A. Blue Supergiant X-Ray Binaries in the Nearby Dwarf Galaxy IC 10. The Astrophysical Journal 2017, 836, 51. [Google Scholar] [CrossRef]
  21. Berghöfer, T.; Schmitt, J.; Danner, R.; Cassinelli, J. X-ray properties of bright OB-type stars detected in the ROSAT all-sky survey. Astronomy and Astrophysics, v. 322, p. 167-174 1997, 322, 167–174. [Google Scholar]
  22. Maeder, A.; Meynet, G. Stellar evolution with rotation. VII.-Low metallicity models and the blue to red supergiant ratio in the SMC. Astronomy & Astrophysics 2001, 373, 555–571. [Google Scholar]
  23. Fragos, T.; Linden, T.; Kalogera, V.; Sklias, P. On the formation of ultraluminous x-ray sources with neutron star accretors: The case of m82 x-2. The Astrophysical Journal Letters 2015, 802, L5. [Google Scholar] [CrossRef]
  24. Massey, P.; Neugent, K.F.; Smart, B.M. A spectroscopic survey of massive stars in M31 and M33. The Astronomical Journal 2016, 152, 62. [Google Scholar] [CrossRef]
  25. Bauer, F.E.; Brandt, W.N. Chandra and Hubble space telescope confirmation of the luminous and variable X-ray source ic 10 X-1 as a possible Wolf-Rayet, black hole binary. ApJ 2004, 601, L67. [Google Scholar] [CrossRef]
  26. McBride, V.; Coe, M.; Negueruela, I.; Schurch, M.; McGowan, K. Spectral distribution of Be/X-ray binaries in the Small Magellanic Cloud. Monthly Notices of the Royal Astronomical Society 2008, 388, 1198–1204. [Google Scholar] [CrossRef]
  27. Negueruela, I. On the nature of Be/X-ray binaries. Astronomy and Astrophysics 1998, 338, 505. [Google Scholar]
  28. Williams, B.F.; Dalcanton, J.J.; Stilp, A.; Dolphin, A.; Skillman, E.D.; Radburn-Smith, D. The ACS nearby galaxy survey treasury. XI. The remarkably undisturbed NGC 2403 disk. The Astrophysical Journal 2013, 765, 120. [Google Scholar] [CrossRef]
  29. Crowther, P.A.; Drissen, L.; Abbott, J.B.; Royer, P.; Smartt, S.J. Gemini observations of Wolf-Rayet stars in the Local Group starburst galaxy IC 10. A&A 2003, 404, 483–493. [Google Scholar]
Figure 1. Color-magnitude diagram of the optical counterparts of 146 X-ray sources. Dashed lines and the axes form a rectangle bounding the BSGs.
Figure 1. Color-magnitude diagram of the optical counterparts of 146 X-ray sources. Dashed lines and the axes form a rectangle bounding the BSGs.
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Table 1. Chandra X-ray Observation Log.
Table 1. Chandra X-ray Observation Log.
Observatory Instrument Observation Date (MJD) Obsid Exposure Time (ks)
CXO ACIS 52710.7 03953 28.9
CXO ACIS 54041.8 07082 40.1
CXO ACIS 54044.2 08458 40.5
CXO ACIS 55140.7 11080 14.6
CXO ACIS 55190.2 11081 8.1
CXO ACIS 55238.5 11082 14.7
CXO ACIS 55290.6 11083 14.7
CXO ACIS 55337.8 11084 14.2
CXO ACIS 55397.5 11085 14.5
CXO ACIS 55444.6 11086 14.7
CXO ACIS 59586.3 26188 30.1
Table 2. Variability Measurements for Sources with Relative Values of   σ var > 5 .
Table 2. Variability Measurements for Sources with Relative Values of   σ var > 5 .
Source # Rmax R max e r r o r Rmin R min e r r o r Δ R σ var No. in FOV No. Detected
5 0.00264 0.00030 0.00010 0.00006 0.00234 8.28 11 11
8 0.00528 0.00035 0.00179 0.00025 0.00493 8.20 11 11
12 0.00684 0.00040 0.00263 0.00044 0.00644 7.13 11 11
20 (X-1) 0.15651 0.00232 0.02079 0.00118 0.15419 52.20 11 11
23 0.00141 0.00018 0.00013 0.00007 0.00123 6.57 11 11
28 0.00265 0.00025 0.00010 0.00006 0.00240 9.96 11 11
41 0.00154 0.00019 0.00007 0.00007 0.00135 7.36 11 9
46 (X-2) 0.01014 0.00059 0.00007 0.00007 0.00955 16.98 11 8
52 0.00110 0.00016 0.00013 0.00010 0.00094 5.22 9 8
63 0.00096 0.00015 0.00007 0.00007 0.00081 5.44 10 8
112 0.00882 0.00077 0.00214 0.00022 0.00805 8.33 4 4
121 0.00484 0.00057 0.00174 0.00020 0.00427 5.13 5 5
126 0.00727 0.00070 0.00343 0.00028 0.00657 5.09 3 3
130 0.00465 0.00056 0.00131 0.00031 0.00409 5.21 5 5
136 0.00269 0.00043 0.00034 0.00009 0.00226 5.40 5 5
137 0.00296 0.00045 0.00063 0.00012 0.00251 5.03 5 5
141 0.18591 0.00354 0.06287 0.00208 0.18237 29.99 6 6
146 0.00364 0.00049 0.00050 0.00011 0.00315 6.18 6 6
220 0.00197 0.00037 0.00007 0.00007 0.00160 5.08 3 3
229 0.00278 0.00043 0.00003 0.00003 0.00235 6.31 4 4
246 0.00321 0.00048 0.00040 0.00016 0.00273 5.49 4 4
268 0.00511 0.00061 0.00128 0.00029 0.0045 5.66 3 3
299 0.00154 0.00019 0.00013 0.00010 0.00135 6.66 6 6
313 0.00358 0.00051 0.00074 0.00022 0.00307 5.09 4 4
314 0.00139 0.00018 0.00013 0.00010 0.00121 6.13 5 5
315 0.00296 0.00045 0.00015 0.00010 0.00251 6.14 5 5
329 0.01131 0.00087 0.00128 0.00021 0.01044 11.18 5 5
361 0.00639 0.00066 0.00040 0.00016 0.00573 8.86 3 3
362 0.00323 0.00047 0.00034 0.00015 0.00276 5.90 4 4
363 0.00269 0.00043 0.00040 0.00016 0.00226 5.01 3 3
364 0.00525 0.00059 0.00027 0.00014 0.00466 8.16 4 4
365 0.00606 0.00064 0.00020 0.00012 0.00542 9.02 3 3
366 0.00565 0.00062 0.00014 0.00010 0.00503 8.84 3 3
370 0.00231 0.00040 0.00007 0.00007 0.00191 5.58 2 2
371 0.00680 0.00068 0.00199 0.00037 0.00612 6.24 3 3
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