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Hard-state Optical Wind during the Discovery Outburst of the Black Hole X-Ray Dipper MAXI J1803–298

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Published 2022 February 17 © 2022. The Author(s). Published by the American Astronomical Society.
, , Citation D. Mata Sánchez et al 2022 ApJL 926 L10 DOI 10.3847/2041-8213/ac502f

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Abstract

We present 12 epochs of optical spectroscopy taken across the discovery outburst of the black hole (BH) candidate MAXI J1803−298 with the Gran Telescopio Canarias and Very Large Telescope. The source followed a standard outburst evolution with hard and soft states. The system displays a triangular shape in the hardness intensity diagram, consistent with that seen in high-inclination BH transients and the previously reported detection of X-ray dips. The two epochs observed during the initial hard state exhibited asymmetric emission-line profiles, including a P-Cygni profile simultaneously detected in Hα and He i 6678, which indicates the presence of an optical wind in the system. The remaining spectra, obtained during the transition to the soft state and the subsequent decay, are instead characterized by narrower, double-peaked emission lines embedded into broad absorption components. One epoch (intermediate state) also includes near-infrared (NIR) coverage, revealing complex line profiles in the Paschen and Bracket series, which suggests that the outflow is still present during the outburst decay through the soft state. The growing list of low-mass X-ray binaries with optical and NIR outflow signatures indicates that these are common features. Furthermore, the lowest luminosity spectrum exhibits an Hα FWHM of 1570 ± 100 km s−1. This, together with previous constraints on the binary parameters, allows us to favor a compact object mass of ∼3–10 M, further supporting its BH nature.

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1. Introduction

Low-mass X-ray binaries (LMXBs) consist of either a neutron star or a black hole (BH) accreting matter from a Roche-lobe-filling stellar companion ( ≤ 1 M) via an accretion disk. The majority of LMXBs are transient systems that spend most of their lives in a faint, quiescent state (LX ∼ 1031−33 erg s−1), but exhibit short-lived outbursts with heavily enhanced emission (LX ∼ 1036−38 erg s−1). More than ∼60 LMXBs are thought to harbor a BH, with only 21 of them confirmed by dynamical studies (for a review, see Casares & Jonker 2014 and Corral-Santana et al. 2016; see also Mata Sánchez et al. 2015 and Torres et al. 2021).

During outburst, BH transients show two characteristic X-ray states, hard and soft, as well as outflows in the form of jets and winds (e.g., Fender et al. 2004; Fender & Muñoz-Darias 2016). In particular, accretion disk winds were initially discovered in X-rays as blueshifted absorptions in transitions of highly ionized species (e.g., Ueda et al. 1998; Miller et al. 2006). These typically appear during the soft state, and are solely detected in high-inclination systems (Neilsen & Lee 2009; Ponti et al. 2012; Díaz Trigo & Boirin 2016). In the optical range, lower ionization winds have been found in a number of BH transients over the last few years. These are detected as P-Cygni profiles, absorption troughs, and broad emission-line wings in reference lines such as Hα and He i 5876 Å (e.g., Muñoz-Darias et al. 2016, 2019).

MAXI J1803−298 (hereafter J1803) is a BH candidate discovered on 2021 May 1 (Serino et al. 2021). During a ∼7 month long outburst, it followed the classic X-ray evolution, with hard and soft states. The detection of periodic dips (lasting ∼5000 s) during the initial stages of the outburst indicates a high orbital inclination and likely orbital period of Porb ∼ 7 hr (Gendreau et al. 2012; Xu & Harrison 2021). Interestingly, preliminary reports suggested the presence of wind-related features in both the X-ray and optical spectra of the source (Buckley et al. 2021; Miller & Reynolds 2021).

In this work, we present multiepoch optical and near-infrared (NIR) spectroscopic observations of J1803, together with an X-ray monitoring of the outburst.

2. Observations

The spectroscopic database covers 12 different epochs across the outburst. A standard reduction of the available acquisition images allowed us to derive contemporaneous photometry, which we report as part of the observing log (Table 1).

Table 1. Journal of Observations

EpochDateTST a Grism/Slit R # ${T}_{\exp }$ b Seeing c g-band r-bandX-ray State d Hα FWHM e
 (dd/mm)(days)(/'')  (s)('')(mag)(mag) (km s−1)
GTC-103/052.179R1000B/1.083383001.716.06 ± 0.01 Hard1360 ± 210
GTC-205/054.189R2500R/1.0214364501.616.06 ± 0.0116.23 ± 0.01Hard1280 ± 70
GTC-307/056.194R2500R/1.0214346001.116.08 ± 0.01 Hard/HIMS1240 ± 290
GTC-409/058.182R2500R/1.0214346001.116.16 ± 0.01 Hard/HIMS1270 ± 270
GTC-515/0514.137R2500R/1.0214364503.416.22 ± 0.03 HIMS1070 ± 230
VLT-115/0514.264UVB/1.0540015810.82  HIMS
   VIS/0.989001554    1020 ± 70
   NIR/0.95600447    
GTC-616/0515.119R2500R/1.0214364502.016.36 ± 0.01 HIMS890 ± 80
GTC-722/0521.178R2500R/1.0214346001.916.43 ± 0.01 SIMS1300 ± 230
GTC-802/0632.153R2500R/1.0214346001.716.82 ± 0.02 Soft1240 ± 300
GTC-916/0646.053R2500R/1.0214346001.2 17.02 ± 0.03Soft1470 ± 670
GTC-1002/0762.050R2500R/1.0214346001.617.40 ± 0.03 Soft1180 ± 280
GTC-1102/0893.943R2500R/1.0214396001.417.74 ± 0.03 Soft1570 ± 100

Notes.

a TST stands for "time since trigger," defined as the mid-exposure MJD from the average spectrum of each epoch referred to the outburst detection trigger (MJD 59336.0). b The exposure time corresponds to the individual exposures within each epoch. c The seeing value was measured on the g-band acquisition images from each GTC epoch, except for GTC-9, where only r-band acquisition images were available. The seeing value for VLT-1 observations corresponds to the measured image quality. d The X-ray state associated with each observation was classified attending to the hardness intensity diagram (Figure 1) and the QPOs detection. e FWHM of a Gaussian fit to the Hα line, as described in Section 3.

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We obtained 11 epochs (59 spectra) with the 10.4 m Gran Telescopio Canarias (GTC) at the Roque de los Muchachos Observatory (La Palma, Spain), equipped with the Optical System for Imaging and low-Intermediate-Resolution Integrated Spectroscopy (OSIRIS; Cepa et al. 2000). All observations used a 1'' slit width. The R1000B grism (R = 833 and 3600–7800 Å coverage) was used during the first epoch, and the R2500R grism (R = 2143 and 5600–7700 Å coverage) for the remaining observations. We reduced the spectra following standard procedures making use of semiautomatic routines based on iraf 4 (via pyraf, the python implementation maintained by the community) and molly 5 tasks.

An additional epoch was observed with the Very Large Telescope (VLT; Paranal Observatory, Chile) equipped with the X-Shooter spectrograph (Vernet et al. 2011). We employed slit widths of 1'', 0farcs9, and 0farcs9 for the UVB, VIS, and NIR arms, which produced spectral resolutions of R = 5400, R = 8900, and R = 5600, respectively. The reduction was performed with the latest available version of the official pipeline, and allowed us to obtain a single spectrum covering the wavelength range of 3000–24800 Å.

3. Analysis and Results

3.1. Hardness Intensity Diagram

In order to determine the X-ray state of J1803 during the optical observations, we analyzed the publicly available data from the Neutron star Interior Composition Explorer instrument (NICER; Gendreau et al. 2012), following a standard prescription for the data reduction 6 (see, e.g., Cúneo et al. 2020a). We carried out a phenomenological fit of the observations between days MJD 59336 and MJD 59511 in XSPEC (v.12.12.0; Arnaud 1996) using a multicolor disk (DISKBB; Mitsuda et al. 1984) plus a Comptonization component (NTHCOMP; Zdziarski et al. 1996; Zycki et al. 1999). We used the TuebingenBoulder interstellar medium absorption model (TBABS in XSPEC) with the cross-sections of Verner et al. (1996) and abundances of Wilms et al. (2000) to account for interstellar absorption. We assumed an equivalent hydrogen column NH = 3.2 × 1021 cm−2 (Bult et al. 2021). From the fits, we derived fluxes in the 2–6 and 6–10 keV energy bands to construct the hardness intensity diagram (HID; Homan et al. 2001). This allows for a direct comparison with the BH sample presented in Muñoz-Darias et al. (2013). Since the distance is unknown, we assumed a standard value of 8 kpc to compute the X-ray luminosity in Figure 1. We note that a detailed X-ray study of the NICER data is beyond the scope of this Letter.

Figure 1.

Figure 1. Hardness intensity diagram for the J1803 outburst as seen by NICER (black squares). Note the triangular shape and the "plume" at FX(2–10 keV) ∼ 10−8 erg cm−2 s−1 and HR ∼ 0.2, characteristic of high-inclination black hole transients. We use stars to mark the spectroscopic epochs, with blue color for the hard state, green for the intermediate states, and red for the soft state.

Standard image High-resolution image

The resulting HID (Figure 1) shows a q-shaped hysteresis pattern, a behavior typically seen in BH (e.g., Fender et al. 2004) and neutron star (Muñoz-Darias et al. 2014) LMXBs. The HID has triangular shape as well as a spike during the hard-to-soft transition (a.k.a. a plume), both distinctive features of high-inclination BH transients (Muñoz-Darias et al. 2013). This is in agreement with the detection of strong X-ray dips, which imply i > 60 deg (Frank et al. 1987). We note that the hardness value reached during the soft state is similar to that shown by some mid-to-low-inclination BHs in Muñoz-Darias et al. (2013). However, the latter study uses RXTE data, whose high-energy coverage (>10 keV) and sensitivity enables an accurate modeling of the Comptonization component. This is not the case for the soft-state observations used here, whose hard X-ray band fluxes are most likely underestimated due to NICER's lower sensitivity at high energies. Thus, the actual value of the X-ray color during the soft state has to be taken with caution.

Figure 1 shows the location of the spectroscopic epochs in the HID. GTC-1 and GTC-2 (see Table 1) were obtained during the raise of the outburst in the hard state. Epochs GTC-3 to GTC-6 (including VLT-1) were obtained during either the bright hard state or the hard-intermediate state (HIMS), as shown by the detection of type-C quasi-periodic oscillations (QPOs; Chand et al. 2021; Xu & Harrison 2021). The discovery of type-B QPOs coincident with epoch GTC-7 (Ubach et al. 2021) is a defining trait of a soft-intermediate state (SIMS; Belloni et al. 2011). The remaining spectra correspond to the soft state.

3.2. Evolution of the Optical Spectra

We normalized the spectra to their continuum level. We used different masks (in order to avoid emission and telluric lines), explored a range of polynomial orders, and normalized both the full spectra and the particular regions of interest separately. While these resulted in a reliable normalization (see, e.g., Figures 2 and 3), we note that the continuum shape was not smooth. The presence of relatively deep, known diffuse interstellar bands (DIBs, such as ∼6613 Å) and other unidentified features hampered a better characterization of the spectral continuum, although we stress that this has no impact on the results in this paper.

Figure 2.

Figure 2. Normalized spectrum of the VLT-1 epoch. Transitions expected in low-mass X-ray binaries are marked thorough the spectrum, including the hydrogen Balmer, Paschen, and Bracket series; He i and ii; and fluorescence lines (e.g., Bowen blend). The most prominent diffuse interstellar bands and subtraction residuals are marked as shaded regions.

Standard image High-resolution image

The VLT-1 spectrum covers the widest wavelength range, from near-ultraviolet to the NIR (Figure 2). We identify hydrogen emission lines corresponding to the Balmer, Paschen, and Bracket series. He i and ii transitions are also detected in emission, with the strongest examples at 10830.17 Å and 4685.75 Å, respectively. Additionally, high-excitation lines produced by fluorescence, such as the Bowen blend (composed of a mixture of C, O, and N lines), are also identified.

The GTC spectra, while covering a more limited wavelength range, allow us instead to analyze the evolution of line profiles during the outburst. In particular, we focus our analysis on Hα, a reference line present during the whole event, and also discuss the profile of the adjacent He i 6678.15 Å line when detected. In order to provide quantitative results on the profile variability, we perform a multi-Gaussian fit to Hα. We fit to each spectrum two emission Gaussians of the same width (W), with variable heights (Hblue and Hred) and centroid positions, which are conveniently defined in terms of the peak-to-peak separation (DP) and the centroid of the double-peaked structure (γ). Due to the appearance of broad absorption components during certain epochs, we also included when necessary a third Gaussian in absorption. All reported uncertainties correspond to a statistical 1σ value.

We find dramatic changes in the Hα profile across the outburst event (Figure 3), the most remarkable examples being those observed during the hard state (GTC-1 and GTC-2). In GTC-1 the profile is double-peaked with the red peak clearly stronger by a factor 2. The profile also shows a broad, blue wing extending down to ∼−2000 km s−1 , while the red peak reaches the continuum level much more abruptly (∼1000 km s−1). The observed peak-to-peak separation is DP = 1160 ± 30 km s−1, and the profile is blueshifted, with the centroid at γ = −109 ± 15 km s−1. During GTC-2, the profile shows an opposite behavior: the double peak is symmetric, while the peak-to-peak separation has significantly shrunk to DP = 753 ± 10 km s−1, and the center of the two-Gaussian structure is now redshifted at γ = 173 ± 9 km s−1. The striking difference between the two profiles is even clearer when we plot both epochs together (Figure 4). The two red peaks match each other, but the inter-peak depression on GTC-1 coincides with the blue peak in GTC-2. A P-Cygni profile dipping ∼2% below the continuum level is also shown in GTC-2, with velocities of ∼1000 km s−1 and ∼1250 km s−1 for the core and its blue-edge velocity, respectively. The red wing extends now to ∼2200 km s−1. A weaker blueshifted absorption is also observed in the nearby He i 6678.15 Å line, albeit with a slightly lower blue-edge velocity of ∼1000 km s−1.

Figure 3.

Figure 3. Normalized spectra from nine of the observed epochs centered around the Hα line, where the x-axis shows the velocity offset with respect to the wavelength of rest (vertical dotted line). Vertical dashed lines mark the velocity at values ±1000 km s−1 while dashed–dotted lines do at ±1250 km s−1, which correspond to remarkable features associated with outflows in the different epochs. The nearby He i 6678 line is also shown, with vertical dashed lines marking the ±1000 km s−1 velocity relative to this line rest wavelength (vertical dotted line). Telluric bands and diffuse interstellar bands are depicted as shaded regions.

Standard image High-resolution image
Figure 4.

Figure 4. Normalized spectrum of the GTC-1 epoch (blue) and GTC-2 epoch (black), both centered at Hα. Telluric bands, diffuse interstellar bands, and reference velocities have been marked as in Figure 3.

Standard image High-resolution image

Epochs GTC-3 to GTC-10, including VLT-1, show double-peaked profiles with peak-to-peak separation (DP = 500–700 km s−1) and centroids (γ = 40–140 km s−1) closer to that exhibited in GTC-2. They also show a broad absorption, where the emission line is embedded, and whose depth varies between epochs (with the deepest example being GTC-3, reaching 8% below the continuum level), but always constrained within ±2000 km s−1. Similar broad absorptions have been previously observed in a handful of LMXBs (e.g., MAXI J1807+132; Jiménez-Ibarra et al. 2019b), but their origin is not well understood yet. Dubus et al. (2001) proposed they are produced in optically thick regions of the disk, mimicking the behavior of a stellar atmosphere. However, this scenario favors the observation of such features in low-inclination systems, which is at odds with their detection in relatively high-inclination LMXBs such as XTE J1118+480 (Khargharia et al. 2013), and now J1803. The relative intensity of the red and blue emission peaks is also variable, partly due to the changing depth of the underlying broad absorption, but their height ratio (Hred/Hblue = 0.9–1.4) is never comparable to that seen in GTC-1 (Hred/Hblue = 2.0). The base of the emission component is restricted to the ±1000 km s−1 range across all epochs, again highlighting the striking difference with GTC-1 and GTC-2.

The latest epoch (GTC-11), taken 3 months after the outburst peak, shows a symmetric profile with larger double-peak separation than in previous observations (DP = 980 ± 20 km s−1) but not as large as that observed in GTC-1. While this is still a soft-state spectrum, the profile is broader than those observed at higher luminosity and similar to typical LMXB quiescent profiles. No obvious absorption component is present at this time.

4. Discussion

J1803 has shown X-ray dipping phenomenology (Xu & Harrison 2021) similar to that found in other LMXBs (e.g., MAXI J1305−704; Shidatsu et al. 2013). Such features are observed in high-inclination systems, a scenario further confirmed by the shape of the HID diagram presented in this paper. The periodicity of the dips serves as a good proxy for the true orbital period of the system. Therefore, we will hereafter consider Porb ∼ 7 hr, as well as a conservative lower limit on the orbital inclination i ≳ 65 deg.

4.1. Optical Accretion Disk Winds

To date, up to six LMXBs have been found to exhibit P-Cygni profiles in their NIR and/or optical spectra: GX 13+1 (Bandyopadhyay et al. 1997), V404 Cyg (Casares et al. 1991; Muñoz-Darias et al. 2016, 2017; Mata Sánchez et al. 2018), V4641 Sgr (Muñoz-Darias et al. 2018), Swift J1858.6−0814 (Muñoz-Darias et al. 2020), MAXI J1820+070 (Muñoz-Darias et al. 2019), and GRS 1716−249 (Cúneo et al. 2020b). Our spectroscopy of J1803 showed P-Cygni profiles during GTC-2 in two emission lines (Hα and He i 6678 Å). The P-Cygni profiles have (blue-edge) terminal velocities of 1000–1250 km s−1, which falls within the typical range observed in other LMXBs (∼1000–3000 km s−1). The detection of these optical wind features in J1803, a BH with a proposed orbital period as low as Porb ∼ 7 hr (Xu & Harrison 2021), shows that these can develop over a wide range of accretion disk sizes (see, e.g., Muñoz-Darias et al. 2020).

Another significant feature traditionally associated with outflows is the presence of broad emission wings. These have been previously observed in a handful of LMXBs, sometimes simultaneously with the P-Cygni profiles (e.g., Mata Sánchez et al. 2018). They appear as either symmetric, broad wings, typically detected after a bright flare and accompanied by an enhanced Balmer decrement (Muñoz-Darias et al. 2016; Mata Sánchez et al. 2018), or as a nonsymmetric blueshifted emission wing (e.g., MAXI J1820+070; Sánchez-Sierras & Muñoz-Darias 2020). Regarding J1803, the most promising example is shown by the GTC-1 spectrum, with a blue wing extending to ∼−2000 km s−1, similar in absolute value to the red wing of the GTC-2 P-Cygni spectrum. The Hα profile in GTC-1 is particularly unusual, as proven by its large FWHM and DP, as well as its asymmetry. A possible interpretation involves the presence of a strong, blueshifted absorption at low velocity (∼−500 km s−1) which cancels the blue peak, thus producing the observed profile. Low-velocity P-Cygni profiles are intrinsically harder to identify, as they produce a dent on the broad emission from the accretion disk rather than a clear dip below the continuum. The combination of all these features in the GTC-1 J1803 spectrum leads us to conclude that outflows are present since the onset of the outburst, consistent with preliminary reports by Buckley et al. (2021).

Finally, other possible outflow signatures include blueshifted absorption components during optical dips (e.g., Swift J1357.2−0933; Jiménez-Ibarra et al. 2019a), broad-wing emission components only detected at the end of the outburst (e.g., Rahoui et al. 2014; Panizo-Espinar et al. 2021), and complex profiles such as flat-top or triangular profiles (MAXI J1820+070; Sánchez-Sierras & Muñoz-Darias 2020). In this regard, VLT-1 reveals flat-top and triangular profile shapes in NIR lines such as Paβ or Paγ (saw-tooth profile), but also flat-top lines like He ii 4686 Å or Pa9. This leads us to propose that outflows are also present during the soft state, and are preferentially traced by the NIR spectrum. A similar conclusion was derived from the study of MAXI J1820+070 (Sánchez-Sierras & Muñoz-Darias 2020). They suggested that this is likely the result of ionization effects rather than intrinsic changes in the outflow rate or geometry.

4.2. On the Nature of the Compact Object

J1803 has been considered as a candidate to harbor a BH attending to the displayed X-ray properties during the outburst. However, only dynamical studies of the source during quiescence enable the determination of the compact object mass, thus confirming its nature. In this regard, Casares (2015) introduced a new method to determine the companion star radial velocity semiamplitude (K2) from a scaling with the FWHM of the Hα emission line. Nevertheless, this correlation only holds for spectra obtained during true quiescence, a state occurring from months to years after the outburst (see, e.g., Casares 2015). While the study of this parameter during the earlier stages of the event is hampered by the complexity of the profiles (i.e., due to the presence of outflows), soft-state spectra are expected to evolve smoothly toward the quiescence level as the disk shrinks to its original size.

The Hα line during the J1803 outburst does indeed show significant variability in FWHM between ∼900 and 1600 km s−1, an expected behavior as the accretion disk expands. In this regard, our latest observed spectrum (GTC-11, 3 months after the outburst onset) shows the largest FWHM = 1570 ± 100 km s−1, favoring this interpretation for J1803. In an attempt to assess the true quiescence FWHM from the aforementioned value, we inspected the literature to assess typical quiescence-to-outburst correction ratios (FWHMratio = FWHMquies/FWHMout). We note that larger corrections are required if hard-state or early soft-state epochs are considered, due to a combination of a smaller accretion disk and the influence of outflows. For this reason, we focused on optical spectra at low X-ray luminosity and as late in the event as possible (such as our J1803 GTC-11 epoch). We found the best comparison with the recent outburst of MAXI J1820+070, a high-inclination transient BH for which we take FWHMquies = 1793 ± 101 km s−1 (Torres et al. 2020) and a range of FWHMout = 1180–1360 km s−1, from measurements in Muñoz-Darias et al. (2019) outburst spectra of 1220 ± 40 km s−1 (epoch 32) and 1340 ± 20 km s−1 (epoch 33). This corresponds to a conservative range of FWHMratio ∼ 1.2–1.6, consistent with that observed in other transient BHs, e.g., FWHMratio ∼ 1.2–1.3 for Swift J1357.2−0933 (Torres et al. 2015), and FWHMratio ∼ 1.4 for V404 Cyg (Mata Sánchez et al. 2018).

We use the above estimate to construct a uniform distribution of FWHMratio to be combined with a normal distribution for the measured FWHM, yielding FWHMquies ∼ 2000–2500 km s−1 (1800–2700 km s−1) at the 68% (95%) confidence level. Following Casares (2015), we derive K2 ∼ 460–570 km s−1 (410–620 km s−1). This, together with Porb ∼ 7 hr, yields a lower limit to the mass of the compact object of ≳ 3 M, providing further support to its BH nature. In addition, by considering the constraints on the orbital inclination (i > 65 deg) and assuming a typical range for the binary mass ratio (0.01 ≤ q ≤ 0.2) we obtain MBH ∼ 4–8 M (3–10 M). This mass range is consistent with that of the known population of BHs in LMXBs (Casares & Jonker 2014).

5. Conclusions

We presented a multiwavelength follow-up of the discovery outburst of the BH candidate MAXI J1803−298. We detected P-Cygni profiles in the Hα and He i lines, with a terminal velocity ∼1250 km s−1. We also detected a particularly broad emission-line blue wing, together with an apparent peak-to-peak separation much larger than observed during the rest of the outburst. All these features are seen during the initial hard state, indicating the presence of a wind-type outflow during this stage of the outburst. The soft-state spectra are instead characterized by narrower emission lines embedded into broad absorption components. On the other hand, the NIR emission lines show more complex profiles that can also be tentatively associated with outflows. Finally, we provide further support for the identification of the compact object in J1803 as a BH, and propose a mass range MBH ∼ 3–10 M.

D.M.S. and M.A.P. acknowledge support from the Consejería de Economía, Conocimiento y Empleo del Gobierno de Canarias and the European Regional Development Fund (ERDF) under grant with reference ProID2020010104 and ProID2021010132. T.M.D. and M.A.P.T. acknowledge support via Ramón y Cajal Fellowships RYC-2015-18148 and RYC-2015-17854, respectively. This work has been supported in part by the Spanish Ministry of Science under grant Nos. AYA2017-83216-P, PID2020-120323GB-I00, and EUR2021-122010. We thank Tom Marsh for the use of molly software. We are thankful to the GTC staff for their prompt and efficient response at triggering the time-of-opportunity program at the source of the spectroscopy presented in this Letter. Based on observations collected at the European Southern Observatory under ESO program 105.20LK.002.

Facilities: GTC(OSIRIS) - Gran Telescopio CANARIAS 10.4m telescope (GRANTECAN), VLT(XSHOOTER) - , NICER - , MAXI(GSC). -

Software: astropy (Astropy Collaboration et al. 2013), iraf (Tody 1986), molly (http://deneb.astro.warwick.ac.uk/phsaap/software/molly/html/INDEX.html), pyraf (https://iraf-community.github.io/pyraf.html, http://ascl.net/1207.011), xspec (v.12.12.0, Arnaud 1996).

Footnotes

  • 4  

    IRAF is distributed by the National Optical Astronomy Observatories, operated by the Association of Universities for Research in Astronomy, Inc., under contract with the National Science Foundation.

  • 5  

    The MOLLY software was developed by T. R. Marsh.

  • 6  
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10.3847/2041-8213/ac502f