Abstract
The Tsinghua University–Ma Huateng Telescopes for Survey (TMTS) started to monitor the LAMOST plates in 2020, leading to the discovery of numerous short-period eclipsing binaries, peculiar pulsators, flare stars, and other variable objects. Here, we present the uninterrupted light curves for a sample of 64 cataclysmic variables (CVs) observed/discovered using the TMTS during its first three-year observations, and we introduce new CVs and new light-variation periods (from known CVs) revealed through the TMTS observations. Thanks to the high-cadence observations of TMTS, diverse light variations, including superhumps, quasi-periodic oscillations, large-amplitude orbital modulations, and rotational modulations, are able to be detected in our CV samples, providing key observational clues for understanding the fast-developing physical processes in various CVs. All of these short-timescale light-curve features help further classify the subtypes of CV systems. We highlight the light-curve features observed in our CV sample and discuss further implications of minute-cadence light curves for CV identifications and classifications. Moreover, we examine the Hα emission lines in the spectra from our nonmagnetic CV samples (i.e., dwarf novae and nova-like subclasses) and find that the distribution of Hα emission strength shows significant differences between the sources with orbital periods above and below the period gap, which agrees with the trend seen from the SDSS nonmagnetic CV sample.
1. Introduction
Cataclysmic variables (CVs) are semidetached binaries consisting of a white dwarf (WD) and a Roche-lobe-overflowing low-mass companion that is usually on or near the late-type main sequence. Observations of CVs provide opportunities to study accretion theories, the physics of compact objects, and the evolution of WD binaries, as some of them may ultimately end as Type Ia supernova explosions [1,2] or form an AM CVn system with mHz gravitational waves (GWs) detected via space-born GW observatories [3,4,5,6].
In CV systems, material from the donor star will be accreted onto the WD companion through the inner Lagrangian point [7] and form a surrounding accretion disc or fall into the magnetic poles of the WD, depending on the strength of the WD’s magnetic field. Nonmagnetic CVs have two main subclasses, namely dwarf novae (DNe) and nova-like variables (NLs), which are both disk-dominant systems. The dominant difference between them is that the DN subclass undergoes recurrent outbursts, while the NL subclass does not [8]. In comparison, magnetic CVs can also be divided into two subclasses, intermediate polars (IPs, or DQ Her) with weak magnetic fields and polars (or AM Her/AM) with stronger magnetic fields (e.g., 10–200 MG) [9]. The magnetic fields of IPs are not strong enough to prevent the formation of a disk, while their accretion mode may switch among different states (i.e., high/low state) [10]. Owing to the strong magnetic fields of polars, their accreted material follows the magnetic field lines to reach directly near the WD’s magnetic poles and form accretion columns. The collision of subsonic falling flows against the WD photosphere leads to the formation of a shock, and the shock-heated emission contributes significantly to the radiation of polars [11,12].
Superhumps are the periodic light-curve modulations of CVs with a photometric period comparable to their orbital period and an amplitude of about 0.3–0.4 mag [7]. The modulation period is slightly longer than the orbital period in positive superhumps (pSHs), while the modulation period is shorter than the orbital period in negative superhumps (nSHs) [13]. The pSHs were proposed to be induced via tidal instability in the disk [14]. Tidal interaction with the secondary will impose an elliptical deformation to the disc [15] when it expands to the 3:1 resonance region during the outburst. The precession of the eccentric accretion disk results in the light-curve modulations seen in those pSHs. In contrast, the nSHs are believed to be the retrograde precession of a tilted disk [16,17].
A prominent property of the CV population is the 2–3 H orbital period gap [18]. In binary evolution theories, angular-momentum loss (AML) can drive the orbital contraction of CVs. Magnetic braking is the dominant driving mechanism of AML for long-period CVs, leading to a typical mass-transfer rate of – [19], while GW radiation is the dominant AML mechanism for those short-period CVs, and it induces a mass-transfer rate of [20].
The spectra of CV systems usually show H emission, which is thought to be related to the optically thin outer regions of the disks [21]. High-inclination CV systems even exhibit obvious double-peaked profiles due to Doppler broadening. However, during outburst, DNe tend to show narrow Balmer emission lines with broad absorption wings, which can be explained by a hot, optically thick disk with a relatively cool and optically thin outer region [22]. Sarty and Wu [23] adopted a discriminant function and principal-component analysis to study the ratios of Balmer emission lines, and they found that the discriminant function can separate DNe from other subclasses.
Based on the well-sampled light curves from several telescopes like Kepler [24] and the Transiting Exoplanet Survey Satellite (TESS; Ricker et al. [25]), light variations intrinsic to CVs have been examined [13,26,27], which helps improve our understanding of accretion instability. TMTS can also provide well-sampled light curves for CVs; it is a multitube telescope system consisting of four 40 cm optical telescopes, and it has a field of view (FoV) of up to about [28]. This facility has discovered/monitored over 1100 short-period variable sources during the first two-year monitoring of the Large Sky Area Multi-Object Fiber Spectroscopic Telescope (LAMOST; Cui et al. [29], Zhao et al. [30]) skyfields, including eclipsing binaries, pulsating stars, cataclysmic variables, and so on [31,32,33,34,35,36]. This paper aims to release the light curves of CVs and the candidates identified in the first 3 yr, and it presents the analysis of their periodicities, light-curve features, and spectroscopic properties.
2. Observations and Data Analysis
2.1. TMTS CV Sample
In the first 3 yr survey, TMTS covered a total of (449 LAMOST/TMTS plates with more than 100 visits), and it produced 19,099,266 uninterrupted light curves with at least 100 valid measurements for about 20 million sources. After cross-matching the CV catalog that contains 5478 CVs and CV candidates from the SIMBAD database [37] and other works in the literature [38,39,40,41], we obtained the light curves for a total of 57 CVs and 5 CV candidates. Additionally, this work includes two new CV candidates that were first discovered through TMTS—TMTS J04405040+6820355 and TMTS J06183036+5105550. Among the 64 CV samples, 57 have been included in the International Variable Star Index (VSX) [42], with classifications recorded as 29 DNe, 12 NLs, 11 IPs, and 5 AMs.
Note that most of the samples were uninterruptedly observed within single nights except for five sources that were monitored on two separate nights. The procedures of TMTS photometry and calibration are described by Lin et al. [31]. Uninterrupted light curves of the 64 CVs are shown in Figure A1, Figure A2, Figure A3, Figure A4 and Figure A5. These light curves typically span 4–12 h, with a cadence of about 1 min. For those known CVs, we also labeled the IAU-sanctioned names.
Benefiting from our observation strategy, among the 64 samples, spectra of 27 are available from the LAMOST DR7. We obtained spectra of an additional 29 objects with the Xinglong 2.16 m telescope (XLT) and the Lick 3 m Shane telescope (LST). Nevertheless, spectroscopic data are still absent for seven objects of our collected samples. Figure A6 shows the spectra of our 57 CV samples. Here, we give brief introductions to some candidates listed in Table 1. TMTS J03394099+4148057 was identified as an NL candidate [43] with a radial-velocity period of 3.54 h [44]. Our spectrum of this object revealed the presence of prominent H and He I and emission lines. TMTS J09011350+1447046 is a CV candidate that was first discovered by Szkody et al. [45], and its LAMOST spectrum exhibits a broad, moderately strong H emission [41]. TMTS J07200739+4516113 was initially discovered by Denisenko [46], and it has been suggested to be polar, according to the helium emission features seen in the LAMOST spectra [41] or its large amplitude of light variation [35]. Owing to the lack of detailed analysis and constraints on the accretion structure, we tentatively treat it as a CV candidate in this work.
Table 1.
Catalog of cataclysmic variables from the TMTS observations.
2.2. Light-Curve Analysis
2.2.1. Periodic Variations
We searched for periodic variations in the TMTS light curves using the Lomb–Scargle periodogram (LSP; Lomb [55], Scargle [56]). The frequency range was set to , where T is the time span of each light curve, and is the Nyquist frequency, estimated as half of the average sampling rate. The method adopted to compute the LSP for the TMTS light curves was already described in detail by Lin et al. [31]. The false-alarm probability (FAP) was estimated as
where z is the LSP power, and is the effective number of independent frequencies. is approximated as [57]. We adopted a significance threshold of FAP = 0.001 throughout this work.
From the TMTS LSPs of CV samples, we determined the photometric period corresponding to the maximum LSP power, , if the maximum LSP power was higher than the threshold (see Table 1). Then, we used a compound model of fourth-order Fourier series with a period equal to plus a second-order polynomial to fit all TMTS light curves (see Equation (7) of Lin et al. [31]). The peak-to-peak amplitudes obtained from the fourth-order Fourier series are listed in Table 1.
2.2.2. Light-Curve Features
With the minute-cadence photometry from TMTS, we can characterize the uninterrupted light curves of these CVs. Here, all short-timescale light-curve features were classified into four distinguishable types, as follows.
- Eclipse. Thanks to densely sampled photometry, the TMTS light curves allow us to characterize the detailed profiles of eclipses for the eclipsing CVs. In our CV samples, the eclipse depth ranges from a few tenths of magnitude to more than 2.0 mag. The emergence of an eclipse provides direct evidence supporting the notion that the CV system has an orbital inclination approaching .
- Low-amplitude periodic variation. With the amplitude distribution of noneclipse CV systems (see Figure 1), 20 CV samples presented periodic modulation amplitude of about 0.1–0.4 mag, while 2 CV samples exhibited a significantly higher modulation amplitude. Low-amplitude periodic variations here are defined as periodic variations with an amplitude lower than 0.4 mag, which are typically caused by the hump/superhump of CVs and are thus tightly related to their orbital periods.
Figure 1. Distribution of the amplitude of periodic variations from noneclipse CVs. The red line represents a Gaussian fit. - High-amplitude periodic variation. In contrast, high-amplitude periodic variations represent modulations with an abnormally high amplitude. Here, we roughly define them as periodic variations with an amplitude larger than 0.4 mag.
- Rapid periodic variation. Since the quasi-periodic oscillations of DNe and rotation modulations of IPs are difficult to distinguish with the single-night light curves, here, the rapid periodic variations represent all periodic or quasi-periodic variations below 20 min, significantly shorter than the periodic variations induced via orbital modulations.
2.3. Spectroscopic Analysis
With the spectra collected from LAMOST, LST, and XLT, we further performed a spectroscopic study of our CV samples. (Note that the CV candidates are not included in this study.) We selected those CVs with better determinations of subtypes and orbital periods from our 64 CV samples, excluding 7 candidates and 3 sources without an orbital period. Only spectra with a signal-to-noise ratio (SNR) and variation coefficient (VC) are included in our analysis, where VC is defined as the ratio of the standard deviation to the mean value of the SNR. VC is used to evaluate the quality of the spectrum, which is acceptable when VC [58]. In addition, only those spectra showing emission features were included in the analysis since we are interested in the emitting process in the CVs. Finally, 44 CVs were included in the spectroscopic analysis.
The equivalent width (EW) of H emission, , was calculated by integrating the flux excesses above the continuum:
where represents the emission flux at wavelength , and denotes the continuum flux. is the flux in the wavelength range of 6480–6640 Å. Such a wide range can include the entire broadened profile of H emission. The continuum flux was obtained by linearly fitting the spectral ranges 6480–6510 Å and 6620–6640 Å, and no emission component emerged over these ranges in our spectra. Additionally, the full width at half-maximum intensity (FWHM) is the wavelength interval between halves of the maximum flux in the emission lines.
We used Monte Carlo simulations to estimate the uncertainties of and . The flux of the spectra was randomly sampled according to the uncertainty at each wavelength. After repeating the simulation 100 times, the standard deviations of the measured and were taken as the corresponding uncertainties. The typical uncertainties for the two quantities are both ∼1 Å.
3. Individual Systems
The minute-cadence observations from TMTS enabled us to study the short-timescale light variations of all these CV samples, including the newly discovered ones (see Table 1). In particular, the TMTS data reveal new photometric periods for some known CVs, together with the observations from TESS and the Zwicky Transient Facility (ZTF; Bellm et al. [59], Masci et al. [60]).
3.1. Newly Discovered CVs and CV Candidates
3.1.1. TMTS J04405040+6820355
TMTS J04405040+6820355 (hereafter J0440) shows a significant light-variation period of min in the TMTS light curve obtained on 14 December 2022 (UTC dates are used throughout this paper); see Figure 2. Broad H emission is superimposed on a blue continuum in the spectrum obtained with the Xinglong 2.16 m telescope on 2 October 2023 (Figure 2). Given the location of J0440 in the Gaia color-magnitude diagram ( mag and mag), we infer that J0440 is a new CV candidate (see also Lin et al. [35]).
Figure 2.
(a) TMTS light curve of TMTS J04405040+6820355; (b) Lomb–Scargle periodogram of TMTS J04405040+6820355, the horizontal red line represents the 0.1% significance level; (c) phase-folded TMTS light curve with min, with the red line representing the best-fit model of fourth-order Fourier series; (d) the XLT spectrum of TMTS J04405040+6820355.
The five-year light curves provided via ZTF failed to reveal any outburst for this source; along with the presence of H absorption, this implies that it might be an NL with an optically thick disk.
3.1.2. TMTS J06183036+5105550
TMTS J06183036+5105550 (hereafter J0618) is a new CV discovered via TMTS and reported in the catalog of TMTS short-period variable stars [35]. Its spectrum shows a faint He II emission line around 4686 Å. According to the Swift/XRT observation conducted on 29 October 2022, this source has an X-ray luminosity of ∼. Two periodicities, min and min, are revealed via the TMTS light curve. These clues favor the classification of this object as an intermediate polar candidate.
We further explored the properties of this source by conducting a polarization observation on 22 November 2022 with the Kast double spectrograph on the Shane 3 m telescope at Lick Observatory, USA. The spectropolarimetric results are shown in Figure 3, where and are the normalized Stokes parameters. Q and U describe the differences of fluxes when the electric vector oscillates in two perpendicular directions, and I is the total flux. The observed polarization, p, is calculated as , and the polarization angle is calculated through . Since electromagnetic waves passing through interstellar dust will become polarized, the galactic interstellar polarization (ISP) is also taken into account when computing the intrinsic polarization from the CV system. Following the procedure described by Patra et al. [61], the ISP of J0618 was removed by subtracting the observed polarization from the intrinsically unpolarized star within the of this object.
Figure 3.
Spectropolarimetry of TMTS J06183036+5105550 obtained with the Lick/Shane 3 m telescope on 22 November 2022. The cyan vertical bands represent the regions of telluric correction. The top panel presents the total-flux spectrum. The panels below the total-flux spectrum represent the polarimetry after the ISP correction. The gray-shaded area indicates the associated 1 uncertainty.
As seen in Figure 3, a linear polarization of ∼0.6% was detected for J0618, comparable to the linear polarization reported for intermediate polar RE 0751+14 in the R band [62]. The values of the polarization angle are noisy for some points, but in general, they are not randomly scattered. In the case of magnetic CVs, material from the companion star is accreted onto the magnetic poles of the WD, leading to cyclotron radiation [63]. The higher harmonics of the fundamental frequency will generate linear polarization [7]. Unlike polars, polarized light from IPs will be diluted due to the emission from the accretion disk, WD, and so on. This leads to the fact that polarized emission is detected only in a few IP systems [64]. With all the above observational evidence, we suggest that J0618 is an intermediate polar.
3.2. New Light-Variation Features from Known CVs
3.2.1. SDSS J013855.86+242939.2
SDSS J013855.86+242939.2 (TMTS J01385585+2429393, hereafter J0138) is a relatively poorly studied CV identified by cross-matching SDSS WD candidates with LAMOST spectra [65]. Hou et al. [43] classified it as a magnetic CV according to the comparable strength of H and He II lines. Nevertheless, they also emphasized that this classification was based only on the characteristic lines and may not be accurate. From ZTF r-band observations, the brightness of this CV can change from ∼15 mag to ∼18 mag. The brightness variation of this CV resembles that of magnetic CVs [66,67].
During the TMTS observations, this source is at its high-luminosity state, with the TMTS L-band magnitude being ∼15.4 mag. As shown in Figure 4, some flickering can be seen in its phase-folded light curve. A new photometric period, min, was revealed via the LSP. If the period is its orbital period, J0138 is a CV located at the period-gap boundary. However, the TESS observations of this object (TIC 353851691) did not detect any significant periodic signal above , while the ZTF r-band and g-band LSP only present some daily aliases. Hence, the physical origin of this photometric period needs further observations and analysis.
Figure 4.
(a) TMTS light curve of SDSS J013855.86+242939.2; (b) Lomb–Scargle periodogram of SDSS J013855.86+242939.2, the horizontal red line represents the 0.1% significance level; (c) phase-folded light curve with a period of 179.0 min. The red line represents the best-fit model of fourth-order Fourier series.
3.2.2. TMTS J03471387+1611083
TMTS J03471387+1611083 (also LAMOST J034713.84+161108.2, hereafter J0347) was first classified as an RR Lyrae star in the Catalina Survey [68], and then it was identified as a CV candidate with LAMOST spectroscopic observations [69]. Following the instructions from [35], the Gaia absolute magnitude mag and dereddened mag support that J0347 is a CV, rather than an RR Lyrae variable. The TMTS light curve reveals a periodically occurring hump feature, which could be caused by a bright spot on the accretion disk. The TMTS LSP (bottom-left panel of Figure 5) presents two periodic signals, namely and . For comparison, we also checked the light curve of J0347 from TESS observations and computed the corresponding LSP (see the left panels of Figure 5). Two periodic signals, min and days, were also revealed from the TESS LSP (middle-right panel of Figure 5). Without an accurate determination of the orbital period, the origin of and could not be determined reliably; a further study of J0347 is expected.
Figure 5.
(a) TESS light curve of TMTS J03471387+1611083; (b) TMTS light curve of TMTS J03471387+1611083; (c) Lomb–Scargle periodogram of the TMTS light curve in (b), the horizontal red line represents the 0.1% significance level; (d) Lomb–Scargle periodogram of the TESS light curve in (a), the horizontal red line represents the 0.1% significance level; (e) phase-folded light curve with min.
3.2.3. FO Per
TMTS J04083502+5114484 (FO Per) was first discovered by Morgenroth [70], and then classified as a DN with spectroscopic observations [71]. Sheets et al. [72] determined its orbital period as min or min by measuring the radial velocities of H emission. Sheets et al. [72] suggested a 4.13 hr orbital period since the period is consistent with those of nova-like variables. However, this estimate is not conclusive, as the orbital periods of many DNe also fall into this range.
In the periodograms shown in Figure 6, a photometric period of min is detected from the TMTS observation, while another period min is detected from the TESS observation. Both photometric periods roughly agree with the presence of a shorter orbital period suggested by Sheets et al. [72], implying that the orbital period of FO Per is more likely min.
Figure 6.
(a) TMTS light curve of FO Per; (b) Lomb–Scargle periodogram of the TMTS light curve; (c) phase-folded TMTS light curve with min, with the red line representing the best-fit model of fourth-order Fourier series; (d) TESS light curve of FO Per; (e) Lomb–Scargle periodogram of the TESS light curve in (d), the horizontal red line represents the 0.1% significance level; (f) phase-folded TESS light curve with min.
From the ZTF r-band light curve, the brightness of TMTS J04083502+5114484 can vary from 13.5 mag to 17 mag. The ZTF light curve also indicates that FO Per was going into outburst during the TMTS observation, and this CV system then reached ∼13.5 mag ten days later. It is worth noting that the light-variation amplitude of this DN can reach ∼1.5 mag, much larger than that of other DNe in our samples, and thus, it is possibly caused by a different physical process.
3.2.4. SS Aur
TMTS J06132238+4744248 (SS Aur) is a DN with an orbital period of min derived from radial velocities [73,74,75]. Two periods can be resolved in the periodogram of its TMTS light curve, namely min and min (see Figure 7). Among these two periods, is likely a negative superhump. If so, the period excess is , consistent with the relation between period excess and negative superhump period given by Bruch [13].
Figure 7.
(a) TMTS light curve of SS Aur; (b) Lomb–Scargle periodogram of the TMTS light curve, the horizontal red line represents the 0.1% significance level.
3.2.5. V378 Peg
TMTS J23400423+3017476 (V378 Peg) is an NL that was discovered by the Palomar–Green survey [76] and first classified as a CV by Koen and Orosz [77]. The orbital period of V378 Peg derived from radial velocities is min [78]. Negative superhumps (∼3.2 h) of V378 Peg were detected by both Ringwald et al. [78] and Kozhevnikov [79]. From our TMTS light curve, we detected a period of min, which is shown in Figure 8. Following VanderPlas [57], we calculated the LSP of a window function of the TMTS light curve, but we did not find any fake spikes at the location of . This period is unlikely to be a superhump, owing to the large difference with . Although we do not exactly know its physical origin, it reflects the complexity of disk oscillations in CVs.
Figure 8.
(a) TMTS light curve of V378 Peg; (b) Lomb–Scargle periodogram of the TMTS light curve, the horizontal red line represents the 0.1% significance level; (c) phase-folded TMTS light curve with min (a second-order polynomial was subtracted to detrend), with the red line representing the best-fit model of fourth-order Fourier series.
3.2.6. Possible QPOs
DNe sometimes exhibit quasi-periodic fluctuations with a period ranging from a few tens to a few thousands of seconds [80]. Among them, the rapid oscillations, with a timescale of a few dozen seconds, are called dwarf nova oscillations (DNOs), while the oscillations with a longer period ranging from a few hundred to a few thousand seconds are regarded as quasi-periodic oscillations (QPOs). Owing to timing resolution, TMTS cannot detect any DNOs; instead, some possible QPOs were detected from the uninterrupted light curves of TMTS.
TMTS J01043552+4117576 (RX And) is a Z Cam-type DN with an orbital period of 5.08 h [81]. A periodicity of 35.7 s (DNO) was found in previous light curves [82], while Warner et al. [83] proposed that there was weak evidence of a 1000 s oscillation. In the upper panel of Figure 9, the LSP of the TMTS observations presents a period signal min, within the typical timescale of QPOs.
Figure 9.
(a) Lomb–Scargle periodogram of RX And; (b) Lomb–Scargle periodogram of RU LMi. The horizontal red lines represent the 0.1% significance level.
TMTS J10020745+3351005 (RU LMi) was initially identified as a CV by Wagner et al. [84]. With photometric observations, Howell et al. [85] reported an orbital period of 355 min, while the spectrum of this object was consistent with those of typical DNs [86]. In the lower panel of Figure 9, a period signal of min was detected via TMTS, which is also within the typical timescale of QPOs.
4. Discussion
4.1. Statistical Properties of EW and FWHM for Nonmagnetic CVs
As introduced in Section 2.3, we collected the spectra of 44 CVs, for which the EW and FWHM of H emission were measured. Since the accretion in magnetic CVs is governed by magnetic fields, their accretion geometries are essentially different from those of nonmagnetic systems in which the radiation of accretion disks dominates the emission [10,87]. Here, we focus on the spectroscopic properties of the 28 nonmagnetic CVs.
According to the period gap [18], the CVs can be divided into two groups: short-period CVs with h and long-period CVs with h. Adopting the orbital periods provided from the VSX shows that the 28 nonmagnetic CVs consist of 19 long-period systems (10 DNe and 9 NLs) and 9 short-period ones (9 DNe).
Because the sample of nonmagnetic CVs from the TMTS observations is relatively small, spectral data from the SDSS were also included in double-checking the robustness of the distribution trend. The SDSS CVs were cross-matched with the VSX catalog to collect their identification information, such as the subtype and orbital period. Then, the SDSS spectra of those nonmagnetic CVs (DNe and NLs) were analyzed with the same criteria as described in Section 2.3.
The spectra of DNe in the outburst state usually show narrow Balmer emission lines superposed on broad absorption wings. We adopted a composite model, a positive Gaussian function for the emission feature plus a negative one for the absorption, to fit such a profile. We found that the emission components during the outburst tend to have a small EW (typically, Å). For example, the of SDSS J105550.08+095620.4 is 8.54 Å during the outburst, while its was reported to be 70 Å in quiescence [88]. The significant difference in EW between the outburst and quiescent states prevented us from performing a reasonable comparison of the emission strengths of DNe. We thus excluded the DNe in the outburst state from our statistical study.
For the TMTS sample, the distributions of are shown in Figure 10, in which the nonmagnetic CVs with shorter orbital periods tend to have a wider feasible range of than those with longer periods. The mean values of CVs in the two subclasses are 125 Å and 26 Å, respectively. A similar trend can be seen from the distributions (see the blue columns in Figure 11).
Figure 10.
Distribution of measured for the nonmagnetic CV sample as a function of . Diamond and square points represent the DNe and NLs in this catalog, respectively, while red and blue colors indicate short-period and long-period subclasses. Gray circle points represent the sources from Szkody et al. [40]. The two vertical blue dashed lines mark the period gap (; see Knigge [18]).
Figure 11.
Histogram distribution of EW (a,b) and FWHM (c,d) of H emission in spectra of nonmagnetic CVs. Panels (a,c): distribution of short-period nonmagnetic CVs. Panels (b,d): distribution of long-period nonmagnetic CVs. The red columns represent the nonmagnetic CVs from Szkody et al. [40], while the blue columns represent the nonmagnetic CVs from our sample. The gray lines show the cumulative distributions of the SDSS nonmagnetic CV sample.
The EW/FWHM distributions for 64 short-period CVs and 24 long-period CVs obtained from SDSS observations are appended to Figure 11 (the red columns; see also Table 2). The distribution trend yielded from the SDSS spectra is consistent with that revealed in the TMTS CV samples. To quantify the difference in H strength between the long-period and short-period nonmagnetic CVs, we performed the two-sample Kolmogorov–Smirnov test (K-S test) for the SDSS distributions and obtained a p-value of 0.003, suggesting that the distributions above/below the period gap are quite different. Similarly, the p-value obtained for the SDSS distribution is 0.00005.
Table 2.
Summary of the statistics of the distributions for the short-period and long-period nonmagnetic CVs from our sample and Szkody et al. [40]. The subscripts “mean” and “std” respectively represent the mean values and standard deviations of EW/FWHM for short-period and long-period classes.
As shown in Figure 11, the EW and FWHM of the short-period nonmagnetic CVs are systematically larger than those of long-period systems. In particular, Figure 10 demonstrates that only short-period systems exhibit large (e.g., ≳130 Å) in their spectra. We supposed that the accretion disks in short-period nonmagnetic CVs tend to have smaller radii, which means that the H emission regions are potentially closer to the accretors and thus suffer from a more intense Kepler broadening. In Figure 10, the H strength among long-period sources does not show a correlation with , which is a clue to the possible transformation of the accretion process that occurs when CVs go through the period gap.
Although the evolutionary path of CVs has been well understood [89], there are still some challenges in interpreting the large spread of CV orbital period distribution and the presence of more massive WDs in CVs [90,91]. These facts suggest that our understanding of CV evolution is incomplete. The distributions of H strength presented here shed light on the CV evolution.
Since nonmagnetic CVs in the TMTS CV samples present the same and tendency as those from the SDSS sample, the effect of selection bias on the above conclusion is unlikely to be significant. Note that the SDSS CV sample should be more homogeneous since it includes faint sources and covers a wide color range [92,93]. However, the statistical conclusions in this work will require further verification with a more complete sample in the future.
4.2. The Implications of TMTS Light Curves
In Section 2.2.2, we highlighted several CV samples showing abnormally large-amplitude periodic variations. The polar EV UMa exhibits a large-amplitude orbital modulation, which can be explained by a heavily beamed cyclotron emission from the accretion column. The change in the angle between the line of sight and magnetic polar within an orbital period leads to large-amplitude photometric variations in the light curves [94,95]. Differing from most DNe in our samples, the dwarf nova FO Per presents a large-amplitude orbital modulation comparable to the polars.
Since the periodic variations could be related to the specific accretion state of CVs (e.g., pre-outburst state), the high-cadence survey observations are crucial to uninterruptedly record the light variations corresponding to the short-duration states in CVs (e.g., state transition). Furthermore, the high-cadence observations from TMTS can easily capture the rapid periodic variations (i.e., spin modulations) from IPs. For example, two spin frequencies for V1033 Cas ( min) and MU Cam ( min) were also revealed through the TMTS data (see Figure 12).
Figure 12.
(a) Lomb–Scargle periodogram of V1033 Cas; (b) Lomb–Scargle periodogram of MU Cam; and indicate the spin frequencies of the two sources, respectively. The horizontal red lines represent the 0.1% significance level.
5. Conclusions
We have presented well-sampled light curves and spectra of 64 CVs or CV candidates observed/discovered during the first 3 years of the TMTS survey. By performing periodogram analysis, we identified two new CV candidates (TMTS J04405040+6820355 and TMTS J06183036+5105550) and nine new photometric periods for seven known CVs from the TMTS light curves. The properties of the two new CVs and the physical origins of new periods were discussed. TMTS J04405040+6820355 is inferred to be a new DN candidate, while TMTS J06183036+5105550 could be a new IP, as indicated by a linear polarization of ∼0.6%.
The short-timescale features from our high-cadence light curves can be classified into four types: eclipse, low-amplitude periodic variation, high-amplitude periodic variation, and rapid periodic variation. We attempted to explore the various short-timescale variations in CVs with these features.
With the CV spectra from LAMOST, XLT, and SDSS, we found that there are significant differencs in the distribution of H emissions (i.e., and ) between nonmagnetic CVs located above and below the period gap, implying that the accretion nature of CVs should be tightly related to their evolutionary stages.
Author Contributions
Conceptualization and methodology, Q.L., J.L. (Jie Lin), and X.W.; data analysis, Q.L.; resources, Y.S., G.X., J.M., J.L. (Jialian Liu), S.Y., A.V.F., T.G.B., Y.Y., K.C.P., Y.C., Z.C., L.C., F.G., X.J., G.L., W.L. (Wenxiong Li), W.L. (Weili Lin), C.M., X.M., H.P., Q.X., D.X. and J.Z.; writing—original draft preparation, Q.L.; writing—review and editing, J.L. (Jie Lin), X.W., Z.D. and A.V.F. All authors have read and agreed to the published version of the manuscript.
Funding
This work was supported by the National Natural Science Foundation of China (NSFC grants 12288102 and 12033003), the Ma Huateng Foundation, and the New Cornerstone Science Foundation through the XPLORER PRIZE. J.L. is supported by the Cyrus Chun Ying Tang Foundations. Z.-B.D. acknowledges support from the CAS Light of West China Program, the Yunnan Youth Talent Project, the Yunnan Fundamental Research Projects (grant No. 2016FB007, No. 202201AT070180). A.V.F.’s team at U.C. Berkeley received support from the Christopher R. Redlich Fund, Gary and Cynthia Bengier, Clark and Sharon Winslow, Sanford Robertson, Alan Eustace, Briggs and Kathleen Wood, and many other donors. Y.-Z. Cai is supported by the NSFC (Grant No. 12303054), the Yunnan Fundamental Research Projects (Grant No. 202401AU070063) and the International Centre of Supernovae, Yunnan Key Laboratory (No. 202302AN360001).
Data Availability Statement
The study’s catalogs are all available in this paper. The TMTS photometric data, Xinglong 2.16 m telescope spectra, and Lick 3 m Shane telescope spectra can be obtained by contacting the corresponding authors.
Acknowledgments
This work includes the data from LAMOST (the Large Sky Area Multi-Object Fiber Spectroscopic Telescope), which is a National Major Scientific Project built by the Chinese Academy of Sciences. Funding for the project was provided by the National Development and Reform Commission. This work made use of data from the publicly available SDSS 12 data release. Funding for the Sloan Digital Sky Survey IV was provided by the Alfred P. Sloan Foundation, the U.S. Department of Energy Office of Science, and participating institutions. SDSS IV acknowledges support and resources from the Center for High Performance Computing at the University of Utah. The SDSS website is www.sdss4.org (accessed on 22 August 2024). This paper includes data collected through the TESS mission, obtained from the MAST data archive at the Space Telescope Science Institute (STScI). Funding for the TESS mission is provided by the NASA Explorer Program. STScI is operated by the Association of Universities for Research in Astronomy, Inc., under NASA contract NAS 5–26555. We also used data from the European Space Agency (ESA) mission Gaia (https://www.cosmos.esa.int/gaia (accessed on 22 August 2024)), processed by the Gaia Data Processing and Analysis Consortium (DPAC, https://www.cosmos.esa.int/web/gaia/dpac (accessed on 22 August 2024)). Funding for the DPAC was provided by national institutions, in particular the institutions participating in the Gaia Multilateral Agreement. This work made use of observations obtained with the Samuel Oschin 48-inch telescope and the 60-inch telescope at Palomar Observatory as part of the Zwicky Transient Facility project. ZTF is supported by the U.S. National Science Foundation (NSF) under grants AST-1440341 and AST-2034437 and collaboration including current partners Caltech, IPAC, the Weizmann Institute for Science, the Oskar Klein Center at Stockholm University, the University of Maryland, Deutsches Elektronen-Synchrotron and Humboldt University, the TANGO Consortium of Taiwan, the University of Wisconsin at Milwaukee, Trinity College Dublin, Lawrence Livermore National Laboratories, IN2P3, University of Warwick, Ruhr University Bochum, and Northwestern University, and former partners the University of Washington, Los Alamos National Laboratories, and Lawrence Berkeley National Laboratories. Operations are conducted by COO, IPAC, and UW. This research made use of the International Variable Star Index (VSX; Watson et al. [42]) database, operated at AAVSO, Cambridge, MA, USA.
Conflicts of Interest
The authors declare no conflicts of interest.
Appendix A

Figure A1.
Light curves of DNe presented in this work. The start time of each observation can be found in Table 1.
Figure A2.
Light curves of NLs presented in this work. The start time of each observation can be found in Table 1.
Figure A3.
Light curves of IPs presented in this work. The start time of each observation can be found in Table 1.
Figure A4.
Light curves of AMs presented in this work. The start time of each observation can be found in Table 1.

Figure A5.
Light curves of CV candidates presented in this work. The start time of each observation can be found in Table 1.

Figure A6.
Spectra of 53 cataclysmic variables mentioned in Section 2.3. The spectra taken with the Xinglong 2.16 m telescope, LAMOST, and Lick 3 m Shane telescope are shown in black, blue, and magenta colors, respectively. Some spectral characteristics are indicated with vertical dashed lines in different colors. The corresponding TMTS names are labeled on the right of each spectrum.
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