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			<titleStmt><title level='a'>The Milky Way tomography with APOGEE: intrinsic density distribution and structure of mono-abundance populations</title></titleStmt>
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				<publisher></publisher>
				<date>05/17/2022</date>
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				<bibl> 
					<idno type="par_id">10349330</idno>
					<idno type="doi">10.1093/mnras/stac1151</idno>
					<title level='j'>Monthly Notices of the Royal Astronomical Society</title>
<idno>0035-8711</idno>
<biblScope unit="volume">513</biblScope>
<biblScope unit="issue">3</biblScope>					

					<author>Jianhui Lian</author><author>Gail Zasowski</author><author>Ted Mackereth</author><author>Julie Imig</author><author>Jon A Holtzman</author><author>Rachael L Beaton</author><author>Jonathan C Bird</author><author>Katia Cunha</author><author>José G Fernández-Trincado</author><author>Danny Horta</author><author>Richard R Lane</author><author>Karen L Masters</author><author>Christian Nitschelm</author><author>A Roman-Lopes</author>
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			<abstract><ab><![CDATA[ABSTRACT            The spatial distribution of mono-abundance populations (MAPs, selected in [Fe/H] and [Mg/Fe]) reflect the chemical and structural evolution in a galaxy and impose strong constraints on galaxy formation models. In this paper, we use APOGEE data to derive the intrinsic density distribution of MAPs in the Milky Way, after carefully considering the survey selection function. We find that a single exponential profile is not a sufficient description of the Milky Way’s disc. Both the individual MAPs and the integrated disc exhibit a broken radial density distribution; densities are relatively constant with radius in the inner Galaxy and rapidly decrease beyond the break radius. We fit the intrinsic density distribution as a function of radius and vertical height with a 2D density model that considers both a broken radial profile and radial variation of scale height (i.e. flaring). There is a large variety of structural parameters between different MAPs, indicative of strong structure evolution of the Milky Way. One surprising result is that high-α MAPs show the strongest flaring. The young, solar-abundance MAPs present the shortest scale height and least flaring, suggesting recent and ongoing star formation confined to the disc plane. Finally we derive the intrinsic density distribution and corresponding structural parameters of the chemically defined thin and thick discs. The chemical thick and thin discs have local surface mass densities of 5.62±0.08 and 15.69±0.32M⊙pc−2, respectively, suggesting a massive thick disc with a local surface mass density ratio between thick to thin disc of 36percent.]]></ab></abstract>
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<div xmlns="http://www.tei-c.org/ns/1.0"><head n="1">INTRODUCTION</head><p>The stellar structure of the Milky Way, along with the chemical and kinematic configurations, place critical constraints on models of our Galaxy's formation and evolution. Our position at the Solar circle with a small vertical distance from the disc plane allows us to study the Galactic disc structure in great detail on a star by star basis. The disc of the Milky Way is generally thin, providing us a relatively unobscured view in the vertical direction into the stellar halo but highly obscured view in the disc plane, especially at the Galactic center direction. As a consequence, the local surface density and vertical density profile have been robustly measured (e.g., <ref type="bibr">Gilmore &amp; Reid 1983;</ref><ref type="bibr">Bienayme et al. 1987;</ref><ref type="bibr">Robin et al. 2003;</ref><ref type="bibr">Flynn et al. 2006;</ref><ref type="bibr">Juri&#263; et al. 2008;</ref><ref type="bibr">McKee et al. 2015)</ref>, while the radial and vertical structure beyond the solar radius are more uncertain.</p><p>An exponential form is commonly used to describe the radial and vertical density distribution of the Galactic and extragalactic disc (e.g., <ref type="bibr">Freeman 1970;</ref><ref type="bibr">Gilmore &amp; Reid 1983;</ref><ref type="bibr">Robin et al. 2003;</ref><ref type="bibr">Pohlen &amp; Trujillo 2006)</ref>. Early studies of the Galaxy structure is generally based on stellar photometric observations without distance information (e.g., <ref type="bibr">Bahcall &amp; Soneira 1980)</ref>. The derived structure parameters by fitting simple models to the projected star counts usually suffer large uncertainties due to degeneracy between different parameters. While the scale length of external galaxies are well established (e.g., <ref type="bibr">Fathi et al. 2010;</ref><ref type="bibr">Lange et al. 2015)</ref>, a wide range of values from 1.8 to 6.0 kpc have been reported for the Milky Way's disc in the literature (see Bland-Hawthorn &amp; Gerhard 2016 for a review). Comparing to external galaxies at similar stellar masses, the scale length of Milky Way's disc seems systematically shorter <ref type="bibr">(Licquia et al. 2016;</ref><ref type="bibr">Boardman et al. 2020)</ref>. This suggests the Milky Way might be an unusually compact galaxy for its mass, or there are inconsistences between the methods used for scale length measurements in the Milky Way and other galaxies.</p><p>Star counts in the vertical direction in early studies revealed that the Milky Way's disc consists of two components with distinct thickness, which are commonly referred to as the geometric 'thick' and 'thin' discs <ref type="bibr">(Yoshii 1982;</ref><ref type="bibr">Gilmore &amp; Reid 1983;</ref><ref type="bibr">Robin et al. 2003;</ref><ref type="bibr">Juri&#263; et al. 2008</ref>). After being discovered in external galaxies by <ref type="bibr">Burstein (1979)</ref>, such geometric thick/thin disc dichotomy was found to be common in local disc galaxies <ref type="bibr">(Yoachim &amp; Dalcanton 2006;</ref><ref type="bibr">Comer&#243;n et al. 2012)</ref>. <ref type="bibr">Gilmore &amp; Reid (1983)</ref> provided the first reliable vertical stellar density distribution and estimated a scale height (hZ) of 1350 pc for the thick disc and 300 pc for the thin disc. Similar values are suggested in <ref type="bibr">Siegel et al. (2002)</ref> using improved photometric data from widefield CCDs. With a large sample of M dwarfs in SDSS photometry survey, <ref type="bibr">Juri&#263; et al. (2008)</ref> obtained a hZ of 300 pc for the thin disc in good agreement with previous works, and 900 pc for the thick disc lower than earlier estimates. Unlike the scale height at solar radius, the scale length (hR) is more difficult to measure due to the high extinction on the disc plane. <ref type="bibr">Juri&#263; et al. (2008)</ref> reported a scale length of the thin disc shorter than the thick disc (2.9 versus 3.6 kpc). However, an opposite result is found in <ref type="bibr">Cheng et al. (2012)</ref> with a scale length of 3.4 kpc for the thin disc and 1.8 kpc for the thick disc. Interestingly, deep imaging data reveals comparable scale length between the thick and thin disc in external galaxies <ref type="bibr">(Comer&#243;n et al. 2012)</ref>.</p><p>In addition to the geometric dichotomy, many works have also identified a dichotomy in chemical compositions of stars in the solar neighborhood with two well separated sequences in [&#945;/Fe]-[Fe/H] distribution (e.g., <ref type="bibr">Fuhrmann 1998;</ref><ref type="bibr">Reddy et al. 2006;</ref><ref type="bibr">Lee et al. 2011;</ref><ref type="bibr">Adibekyan et al. 2012;</ref><ref type="bibr">Haywood et al. 2013;</ref><ref type="bibr">Bensby et al. 2014;</ref><ref type="bibr">Hayden et al. 2015)</ref>. This geometric and chemical dichotomy in disc stars are not identical, but they share significant overlap. While some chemical thin disc stars may be found in the geometric thick disc, it is characterized by old, &#945;-enhanced, and kinematically hot populations, while the geometric thin disc mostly consist of younger, solar-&#945;, and kinematically cooler populations (e.g., <ref type="bibr">Bensby et al. 2005;</ref><ref type="bibr">Lian et al. 2020b</ref>). This connection between the geometric and chemical dichotomy implies close relation between the thick/thin disc structure formation and the chemical evolution history of the Galaxy <ref type="bibr">(Lian et al. 2020b;</ref><ref type="bibr">Horta et al. 2021)</ref>.</p><p>A variety of scenarios have been suggested to explain the chemical dichotomy and its implication for thick/thin disc formation. One of them attributes the formation of metal-poor, low-&#945; populations to a recent gas accretion and star burst event <ref type="bibr">(Calura &amp; Menci 2009;</ref><ref type="bibr">Haywood et al. 2019;</ref><ref type="bibr">Spitoni et al. 2019;</ref><ref type="bibr">Buck 2020;</ref><ref type="bibr">Lian et al. 2020a,b;</ref><ref type="bibr">Agertz et al. 2021)</ref>. In this scenario, the thick and thin discs are established locally and successively. In contrast, another scenario assumes the high-and low-&#945; sequences formed in parallel but at different locations in the Galaxy and mixed up later on via radial migration <ref type="bibr">(Grisoni et al. 2017;</ref><ref type="bibr">Mackereth et al. 2018)</ref>. The mixing through radial migration is also required in another explanation that adopts a continuously varying star formation history with radius <ref type="bibr">(Chiappini 2009;</ref><ref type="bibr">Minchev et al. 2015;</ref><ref type="bibr">Andrews et al. 2017;</ref><ref type="bibr">Sharma et al. 2020;</ref><ref type="bibr">Johnson et al. 2021</ref>). In addition, clumpy star formation is also suggested to be capable of generating the chemical dichotomy <ref type="bibr">(Clarke et al. 2019)</ref>.</p><p>Recently, with chemical observations being available beyond the solar neighborhood, many works have confirmed the nearly invariant locus of high-&#945; sequence, which is usually referred to as 'chemical thick disc', in [&#945;/Fe]-[Fe/H] distribution across the Galaxy (e.g., <ref type="bibr">Weinberg et al. 2019;</ref><ref type="bibr">Katz et al. 2021</ref>). This suggests highly homogeneous chemical enrichment in the early times or thoroughly mixing after the establishment of high-&#945; disc. The characteristics of geometric thick disc, however, changes from the inner to the outer disc, where the region high above the disc is increasingly dominated by intermediate age, metal-poor, low-&#945; populations <ref type="bibr">(Nidever et al. 2014;</ref><ref type="bibr">Hayden et al. 2015;</ref><ref type="bibr">Queiroz et al. 2020)</ref>. This results in a radial age gradient in the geometric thick disc <ref type="bibr">(Martig et al. 2016b)</ref>. This finding complicates the formation picture of Milky Way's disc and illustrate the importance of studying the Galaxy beyond the solar vicinity to draw a comprehensive picture of the formation and evolution of the Milky Way.</p><p>The advent of massive stellar spectrosopic surveys, which cover a large portion of the Galaxy, such as APOGEE <ref type="bibr">(Majewski et al. 2017)</ref>, GALAH <ref type="bibr">(Martell et al. 2017</ref>), LAM-OST <ref type="bibr">(Zhao et al. 2012)</ref>, and Gaia-ESO <ref type="bibr">(Gilmore et al. 2012)</ref>, have enabled the studies of spatial and chemical structure beyond the solar radius. Taking advantage of the wide spatial coverage of these surveys, many works have explored the structure of mono-abundance/age populations which reflects the growth history of the Milky Way and provide critical insights into mechanisms that drive the disc formation and evolution. <ref type="bibr">Bovy et al. (2012b)</ref> studied the mono-abundance populations (MAPs; defined in [Fe/H] and [&#945;/Fe] space) in the Milky Way using a sample of G-dwarfs in SEGUE survey. They found a radially compact, but vertically extended morphology of high-&#945; disc, and a continuous transformation from the thick high-&#945; disc to the thin low-&#945; disc in spite of discontinuity in chemical abundance distribution. <ref type="bibr">Bovy et al. (2016b)</ref> extended this work to red-clump giants in APOGEE survey and suggested a broken profile is needed to well fit the radial density distribution of the low-&#945; disc. The density model is also improved on the basis of <ref type="bibr">Bovy et al. (2012b)</ref> to consider possible radial variation of scale height for each MAP. The authors found a constant thickness of high-&#945; MAPs, but the scale height of low-&#945; MAPs increases with radius (i.e. flares). This broken radial profile and flaring of low-&#945; disc is confirmed in <ref type="bibr">Mackereth et al. (2017)</ref> where the authors dissect the disc stars for the first time into mono-age, mono-abundance populations. More recently, <ref type="bibr">Yu et al. (2021)</ref> studied the structure of MAPs using LAMOST data, and found a clear signature of flaring in both high-and low-&#945; MAPs. Many theoretical works have also paid attention to the mono-abundance/age populations in simulated galaxies to understand the observed structure of MAPs in the Milky Way (e.g., <ref type="bibr">Stinson et al. 2013;</ref><ref type="bibr">Bird et al. 2013;</ref><ref type="bibr">Minchev et al. 2015)</ref>. Although facing many challenges to match the high-dimensional observations in the Milky Way, the mono-abundance/age populations of simulated galaxies have structure in qualitative agreement with the Milky Way (e.g., <ref type="bibr">Stinson et al. 2013;</ref><ref type="bibr">Bird et al. 2013;</ref><ref type="bibr">Martig et al. 2014)</ref>.</p><p>In this paper we investigate the structure of MAPs in the Milky Way using the latest APOGEE observations which incorporates the data recently acquired at Las Campanas Observatory at south hemisphere and provide a better coverage of the inner Galaxy. Most previous MAP studies have used a forward modelling approach which first predicts the number of stars at each Galactic location probed by the survey by applying the survey selection function to a presumed Milky Way density model and then tune the model parameters to achieve a good match to the data <ref type="bibr">(Bovy et al. 2012b</ref><ref type="bibr">(Bovy et al. , 2016b;;</ref><ref type="bibr">Mackereth et al. 2017)</ref>. With this approach, the intrinsic density distribution of MAPs are unknown until a good fit by the model is achieved. In this work we adopt a different method to first recover the spatial density distribution of the underlying intrinsic population, including stars not observed, for each MAP from observations after carefully accounting for the survey selection function. We then fit a density model to the intrinsic, selection-function corrected, density distribution to derive structural parameters of MAPs. In this way we can construct a more realistic and representative density model with the guidance from the intrinsic density distribution. Another advantage of this method is that it is more straightforward to identify features in the density distribution that is not captured by the model which possibly indicate substructures in the Galaxy. The result of this work also lay the foundation for future works to measure the global stellar population properties of the Milky Way, in a model-independent way, that allow direct comparison with observational results of external galaxies.</p><p>In &#167;2, we illustrate the APOGEE data and age distribution of MAPs that are used to calculate the selection function. The calculation of the APOGEE selection function is then presented in the following &#167;3. In &#167;4 we present the intrinsic density distribution of MAPs after correcting for selection function, the density model, and the fitting results of structure parameters for each MAP. In &#167;5 we discuss the potential systematics in the results and compare our measurements with previous works. We also derive the density distribution and measure the structure of the total stellar populations in &#167;5.3 to facilitate comparison with earlier photometric works in the Milky Way and studies of external galaxies. Finally, a summary of our results is included in &#167;6.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2">SAMPLE SELECTION</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.1">Selection criteria</head><p>We select our stellar sample from APOGEE catalogue (allstar summary file) contained in the last internal data release after SDSS-IV Data Release 16 (DR16; <ref type="bibr">Ahumada et al. 2020;</ref><ref type="bibr">J&#246;nsson et al. 2020)</ref>, which includes data from observations until March 2020, reduced with a very slightly updated version of the DR16 pipeline (r13). APOGEE is a near-infrared, high-resolution spectroscopic survey <ref type="bibr">(Blanton et al. 2017;</ref><ref type="bibr">Majewski et al. 2017</ref>) that primarily targets evolved giant stars in the Milky Way and Local Group satellites <ref type="bibr">(Zasowski et al. 2013</ref><ref type="bibr">(Zasowski et al. , 2017;;</ref><ref type="bibr">Beaton et al. 2021;</ref><ref type="bibr">Santana et al. 2021</ref>). This survey is performed using custom spectrographs <ref type="bibr">(Wilson et al. 2019</ref>) with the 2.5 m Sloan Telescope and the NMSU 1 m Telescope at the Apache Point Observatory <ref type="bibr">(Gunn et al. 2006;</ref><ref type="bibr">Holtzman et al. 2010)</ref>, and with the 2.5 m Ir&#233;n&#233;e du Pont telescope at Las Campanas Observatory <ref type="bibr">(Bowen &amp; Vaughan 1973)</ref>.</p><p>The chemical abundances ([Fe/H], [Mg/Fe]) and stellar parameters (i.e., log(g) and T eff ) are taken from the APOGEE catalogue which are derived by custom pipelines ASPCAP described in <ref type="bibr">Nidever et al. (2015)</ref>, <ref type="bibr">Garc&#237;a P&#233;rez et al. (2016)</ref> and <ref type="bibr">Holtzman et al. in prep and line list in Smith et al. (2021)</ref>.</p><p>We use the recommended stellar ages and spectrophotometric distances in the astroNN Value Added Catalog for the internal data release <ref type="bibr">(Mackereth et al. 2019)</ref> <ref type="foot">foot_0</ref> . The ages are derived by training a deep neural network (Leung &amp; Bovy 2019a)<ref type="foot">foot_1</ref> with asteroseismic ages derived from Kepler and APOGEE combined observations <ref type="bibr">(Pinsonneault et al. 2018)</ref>. We note that &#945;-rich stars at [Fe/H]&lt; -0.5 may be subject to extra mixing <ref type="bibr">(Shetrone et al. 2019</ref>) which would affect spectroscopic age determination but has not been considered in the astroNN age measurement. Moreover, the abundance space at [Fe/H]&lt; -0.5, [Mg/Fe]&gt; 0.2 is not well populated by the training sample. Therefore, in this work we only use the astroNN ages for high-&#945; ([Mg/Fe]&gt; 0.2) stars with [Fe/H]&gt; -0.5. The distances in astroNN catalogue are determined by training the neural network on stars in common between Gaia and APOGEE <ref type="bibr">(Leung &amp; Bovy 2019b</ref>).</p><p>We use the following criteria to select a sample of stars with reliable measurements from the parent APOGEE catalogue:</p><p>&#8226; Signal-to-Noise ratio (SNR) &gt; 50,</p><p>&#8226; EXTRATARG== 0,</p><p>&#8226; APOGEE TARGET1 and APOGEE2 TARGET1 bit 9 == 0, EXTRATARG==0 identifies stars in the main survey, in which stars were randomly selected, and removes duplicated observations. The ninth bit of APOGEE TARGET1 or APOGEE2 TARGET1 are set for targets that are possible star cluster members. For more details about the APOGEE bitmasks, we refer the reader to <ref type="url">https://www</ref>. sdss.org/dr16/algorithms/bitmasks/.</p><p>To study the structural evolution of our Galaxy that consists of sub-populations formed at different epochs with different chemical abundances, it is ideal to obtain the density distribution of mono-age, mono-abundance abundances ([Fe/H] and [&#945;/Fe]) populations. However, as discussed in &#167;6.4, the number of observed stars in each APOGEE field is limited such that dissection on these three dimensions will result in too low statistics to recover robust intrinsic density. Since one motivation of this work is to provide density distribution of MAPs to allow direct measurement of global chemistry properties of the Milky Way, in this work we focus on the dimensions of [Fe/H] and [&#945;/Fe], which are well measured with comparable high precision. We split the stellar sample into mono-abundance bins with bin size of 0.1 dex for [Mg/Fe] and 0.2 dex for [Fe/H]. Since these bin sizes are much larger than the typical abundance uncertainties in the catalogue (0.01-0.02 dex, <ref type="bibr">(Poovelil et al. 2020</ref>)), there is more tolerance in the sample selection and we adopt a lower selection cut on SNR than other works using APOGEE data in order to include more stars. The final sample includes 301,634 stars in total.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="2.2">Age distribution of mono-abundance populations</head><p>To derive the effective selection function of APOGEE survey (i.e., fraction of the underlying population in the final spectroscopic sample) at a given [Fe/H] and [Mg/Fe], one prerequisite is the age distribution which essentially determines the distribution of the underlying population in the colour-magnitude diagram (CMD). Since the APOGEE targets are randomly selected from candidates well-defined in the CMD, we assume the age distribution of the observed sample in each MAP is representative of the underlying population. Figure <ref type="figure">1</ref> shows the normalized age distribution of MAPs as a function of Galactocentric radius for stars close to the disk plane (|Z| &lt; 0.2 kpc).</p><p>As we lack reliable age measurements at [Fe/H]&lt; -0.5, to calculate the selection function for high-&#945; ([Mg/Fe]&gt;0.2) MAPs below this metallicity, we assume they have the same age distribution as the MAPs at the same [Mg/Fe] and -0.5 &lt;[Fe/H]&lt; -0.3. This extrapolation is supported by the fact that the ages of stars in high-&#945; sequence are similarly old (e.g., <ref type="bibr">Feuillet et al. 2018)</ref>. Since the chemically defined thick disk (i.e., the high-&#945; sequence) is generally believed to form rapidly at early times with a formation timescale around or less than 2 Gyr (e.g., <ref type="bibr">Chiappini et al. 1997;</ref><ref type="bibr">Kobayashi et al. 2006;</ref><ref type="bibr">Lian et al. 2020b)</ref>, the age difference between stars in the high-&#945; sequence should be within 2 Gyr. We have tested that, at age older than 8 Gyr, changing the age by 2 Gyr results in only a 7% difference in the selected fraction of APOGEE targets. Therefore we conclude that the selection function of metal-poor, high-&#945; mono-abundance bins derived from extrapolated age distributions is robust.</p><p>It is interesting to note that the radial variation behavior in the age distribution is clearly different between MAPs (Figure <ref type="figure">1</ref>). In the high-&#945; mono-abundance bins ([Mg/Fe]&gt;0.2), the age distribution at various radii are rather similar, suggesting a spatially homogeneous chemically defined thick disk at the present day. This is in line with the nearly universal median locus of high-&#945; sequence in the [&#945;/Fe]-[Fe/H] diagram <ref type="bibr">(Nidever et al. 2014;</ref><ref type="bibr">Hayden et al. 2015;</ref><ref type="bibr">Weinberg et al. 2019;</ref><ref type="bibr">Katz et al. 2021</ref>). In contrast, the age distributions of MAPs at low-&#945; ([Mg/Fe]&lt;0.2) exhibit a clear and consistent trend with radius. Stars located at smaller radii tend to be older than their chemical counterparts at larger radii, i.e. negative age radial gradient in low-&#945; MAPs. The strongest variation is seen in the solar abundance MAPs. These results suggest inhomogeneous chemical evolution and star formation histories during the formation of the thin disc. Another implicit implication of the radial variation of age distribution in low-&#945; MAPs is that the mixing effect from radial migration, if present, has not been strong enough to smooth out the difference in age and abundance distribution at different radii <ref type="bibr">(Lian et al. 2022)</ref>. A disc formation scenario involving radially dependent gas accretion and dilution provides a natural explanation to the observed variation of age distribution in low-&#945; MAPs <ref type="bibr">(Haywood et al. 2019;</ref><ref type="bibr">Lian et al. 2020a,b,c;</ref><ref type="bibr">Katz et al. 2021)</ref>. In this scenario, the disc at larger radii has experienced more gas accretion and dilution, and therefore takes a longer time to enrich back to the same metallicity as the inner disc. Given the same starting time of gas accretion, the outer disc thus form younger stars at the same metallicity than the inner disc.</p><p>Similar to Fig. <ref type="figure">1</ref>, Figure <ref type="figure">2</ref> shows the normalized age distribution of MAPs as a function of vertical height above the disc plane for stars at 6 &lt; R &lt; 8 kpc. Similar to the trend with radius, the age distributions of MAPs at [Mg/Fe]&gt; 0.2 show little variation with height, while the low-&#945; stars with the same abundances tend to be older at larger vertical distance. A possible origin of this vertical trend is secular disc heating, possibly by the pre-existing thick disc or interactions with satellite galaxies (e.g., <ref type="bibr">Mackereth et al. 2019)</ref>. Note that the age variation of MAPs within the vertical extent of the disc is clearly smaller than within the radial extent. This implies that the radially varying star formation history may have played a more important role in shaping the Milky Way's thin disc than other evolutionary processes. and abundances in the geometric thick disc <ref type="bibr">(Boeche et al. 2013</ref><ref type="bibr">(Boeche et al. , 2014;;</ref><ref type="bibr">Martig et al. 2016a;</ref><ref type="bibr">Lian et al. 2020b)</ref>.</p><p>The youngest population in our sample has solar-like abundances, shown in the fourth column in Fig. <ref type="figure">6</ref>. It can be seen that they have moderate radial extension, wider than the two MAPs in the left but less extended than the metalpoor, low-&#945; MAP, and the shortest vertical extension. This suggests that the recent star formation in the Milky Way over the past 1-2 Gyr has occurred mostly at intermediate radius and strictly confined to the disc plane.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.2">Radial and vertical density profiles of mono-abundance populations</head><p>Here we perform a comprehensive analysis of the intrinsic, selection-function corrected, number density distribution of underlying population as a function of Galaxy location (R, |Z|) and chemical abundances ([Fe/H], [Mg/Fe]). Figure <ref type="figure">7</ref> (Figure <ref type="figure">8</ref>) shows the radial (vertical) density profile of MAPs at three different heights (radii). For visual clarity, an arbitrary density offset is added to the data points denoted in orange and magenta dots. Enlarged squares represent the median number density as a function of radius or height, and are included to highlight the shape of density profiles.</p><p>Surprisingly, most MAPs, including many high-&#945; MAPs with [Mg/Fe]&gt; 0.2, display a non-linear shape in their radial density distribution in logarithm, with a break near the solar radius and a flatter distribution in the inner Galaxy. This non-linear profile shape seems to be present in the radial density profile of stars with different colours in <ref type="bibr">Juri&#263; et al. (2008)</ref>, which was interpreted as a wide overdensity feature. A broken radial density distribution with two exponential profiles was used by <ref type="bibr">Bovy et al. (2016b)</ref> and <ref type="bibr">Mackereth et al. (2017)</ref> to fit the APOGEE data and by <ref type="bibr">Yu et al. (2021)</ref> for LAMOST data. With the latest APOGEE observations, we directly recover the density distribution of underlying populations and confirm the presence of a broken radial density profile. Given the radial extent of the 'flat' part of the distributions, it seems that the broken radial profile is unlikely to be caused by an overdensity structure in the disc. It is always possible that the profile density break near the solar radius measured here and by others is due to some observational bias. However, there are also reasons that a break here is physically plausible. For example, a possible origin of this broken radial profile is the presence of outer Lindbald Resonance (OLR), which limits churning migration across this radius and therefore separate the disc into two parts with little exchange as found in the simulation by <ref type="bibr">Halle et al. (2015)</ref>. It is suggested that the current position of the OLR of the Milky Way is slightly inside the solar radius <ref type="bibr">(Dehnen 2000;</ref><ref type="bibr">Famaey et al. 2005;</ref><ref type="bibr">Minchev et al. 2007</ref>), close to the position of the break seen in the radial density profile. It is also interesting to note that the chemical properties of the outer disc (R &gt; 10 kpc) are substantially different from the inner disc (e.g., <ref type="bibr">Haywood et al. 2013;</ref><ref type="bibr">Anders et al. 2014;</ref><ref type="bibr">Nidever et al. 2014)</ref>, which may also be caused by the existence of OLR <ref type="bibr">(Halle et al. 2015)</ref>.</p><p>It is interesting to note that in external disc galaxies with deep imaging data, a broken radial density profile with two distinct exponential components is frequently seen (e.g., <ref type="bibr">Pohlen et al. 2002;</ref><ref type="bibr">Pohlen &amp; Trujillo 2006)</ref>. For example, <ref type="bibr">Pohlen et al. (2002)</ref> found galaxies that exhibit a broken radial profile with a shallow inner and steeper outer exponential region, qualitatively consistent with the pattern we report here in the Milky Way. <ref type="bibr">Pohlen &amp; Trujillo (2006)</ref> studied a sample of 90 nearby spiral galaxies and reported a fraction of 60% of these galaxies showing such broken profile which was referred to as 'downbending' break. Another 30% galaxies exhibiting a different broken profile (i.e., steep inner and shallower outer region) and only 10% galaxies have a pure exponential disc down to the surface brightness limit. Using a set of hydrodynamic simulations of disc galaxy formation, <ref type="bibr">Herpich et al. (2015)</ref> found an intriguing connection between the type of break in galaxy profile and the host halo's initial angular momentum. In particular, galaxies with high angular momentum in their halo tend to have downbending broken profiles.</p><p>The vertical density distribution of mono-abundance populations shown in Fig. <ref type="figure">8</ref> can be generally described by a single exponential profile. The distribution seems to flatten at large vertical distance (|Z| &gt; 2 kpc) in some MAPs (e.g., [Fe/H]=-0.4, [Mg/Fe]=0.05), but more observations far off the disc will be needed to draw a more affirmtive conclusion. The vertical density distribution tend to be flatter with increasing radius in many MAPs, which is usually referred to as the 'flaring' feature in the disc ( &#167;4.3).</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="4.3">Radial variation of scale height</head><p>Before performing a full parametric fitting to the density distribution &#961;(R, |Z|), we first measure the scale height in a series of narrow radial bins from 0 to 15 kpc (&#8710;R = 1 kpc). A single exponential profile is used to fit the vertical density distribution up to 4 kpc in each radial bin. Figure <ref type="figure">9</ref> shows the best-fitted scale height as a function of radius for each MAP. Most MAPs, except for those with [Mg/Fe]&lt; 0, exhibit a clear trend of increasing scale height (i.e. thickness) with radius (i.e., flare). Surprisingly, the high-&#945; populations display the steepest increase of scale height with radius, i.e., the strongest flaring. This is at odds with the finding in <ref type="bibr">Bovy et al. (2016b)</ref>  </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5">STRUCTURE OF MONO-ABUNDANCE POPULATIONS</head><p>To quantitatively compare the structure between various MAPs, we perform a 2D parametric fitting to the intrinsic density distribution of each MAP, in radius and vertical distance simultaneously.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5.1">Density model</head><p>The density model adopted from <ref type="bibr">Bovy et al. (2016b)</ref> has also been used to derive the structure parameters of mono-flaring, which is defined here to be the slope of radial variation in scale height. The high-&#945; MAPs generally flare, with the strongest flaring at [Fe/H]= -0.6 and decreasing strength at lower and higher [Fe/H]. This is different from the constant thickness of high-&#945; populations reported in <ref type="bibr">Bovy et al. (2016b)</ref>, but broadly consistent with the results in <ref type="bibr">Mackereth et al. (2017)</ref> and <ref type="bibr">Yu et al. (2021)</ref> where a flaring high-&#945; disc was also found although with less strength than the low-&#945; disc. In the low-&#945; MAPs, the super-solar and solar-abundance stars present negligible flaring, while stars at lower [Fe/H] flare with moderate strength that is less than the high-&#945; stars. </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="5.3">Structure parameters of mass and luminosity density distribution</head><p>In addition to the intrinsic number density that is directly recovered from the data, it is also interesting to explore the spatial distribution of mass and luminosity of MAPs, which allows more direct comparison with the structure of Milky Way in the literature. Moreover, the obtained intrinsic mass and luminosity density distributions will lay the foundation to measure mass-and light-weighted integrated stellar population properties of our Milky Way as we do in other galaxies and enable direct comparison between them in the future.</p><p>The conversion from number to mass and luminosity density is conducted by sampling the PARSEC isochrones <ref type="bibr">(Bressan et al. 2012)</ref>, using the age distribution presented in &#167;2.2. For SDSS and 2MASS single band luminosities, PAR-SEC isochrones only provide absolute magnitude. To normalize to the solar luminosity, we use the solar magnitude in these filters <ref type="bibr">(Willmer 2018</ref>). This sampling is performed for all locations where we have number density measurements. The obtained spatial distributions of mass and luminosity density have very similar shapes to those of the number density.</p><p>We fit the spatial distributions of mass and bolometric/SDSS+2MASS luminosity densities of each MAP with the same density model and strategy as the fitting in number density. Figure <ref type="figure">12</ref>  </p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6">DISCUSSION</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.1">Comparing to previous MAP studies</head><p>In this section we discuss our best-fitted MAP structural parameters in comparison with previous observational <ref type="bibr">(Bovy et al. 2012b</ref><ref type="bibr">(Bovy et al. , 2016b;;</ref><ref type="bibr">Mackereth et al. 2017;</ref><ref type="bibr">Yu et al. 2021)</ref> and theoretical MAP studies <ref type="bibr">(Bird et al. 2013;</ref><ref type="bibr">Stinson et al. 2013;</ref><ref type="bibr">Minchev et al. 2015)</ref>. The absolute scale and global shapes of radial and vertical density distributions are in good agreement with previous works using early APOGEE <ref type="bibr">(Bovy et al. 2016b;</ref><ref type="bibr">Mackereth et al. 2017)</ref> or LAMOST data <ref type="bibr">(Yu et al. 2021)</ref>. Many newly discovered features, such as broken radial density distribution of low-&#945; MAPs and flaring high&#945; MAPs, are confirmed in this work. Nevertheless, there are notable differences from earlier works in some structural parameters. One of the most striking results in this work is the structure of high-&#945; disc, which presents a broken radial density distribution similar to the low-&#945; disc and the strongest flaring among all MAPs. This new result may provide valuable insights into the thick disc formation of the Milky Way. More detailed comparison on each aspect of MAPs' structure, from the local mass density to the radial and vertical structure, is given below. which is the MAP with the youngest average age (Fig. <ref type="figure">1</ref>).</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.1.1">Local mass density</head><p>In the next section we will present our surface mass density measurements for integrated high-and low-&#945; populations and perform a more quantitative comparison with the results in <ref type="bibr">Mackereth et al. (2017)</ref> and other non-MAP works.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.1.2">Radial structure</head><p>For the radial distribution of low-&#945; MAPs, <ref type="bibr">Bovy et al. (2016b)</ref> suggested a broken exponential profile provides a better fit to the raw density distribution of APOGEE low&#945; stars than a single exponential. A broken profile is also adopted in following MAP studies in <ref type="bibr">Mackereth et al. (2017)</ref> and <ref type="bibr">Yu et al. (2021)</ref>. In this work, by directly recovering the density distribution of underlying populations, we explicitly show the presence of such broken radial density distribution of low-&#945; stars and also find a similar broken profile in high-&#945; stars. <ref type="bibr">Bovy et al. (2016b)</ref> and <ref type="bibr">Mackereth et al. (2017)</ref> found that the break radius in low-&#945; MAPs is anti-correlated with [Fe/H] with a range of 6-12 kpc. This is not confirmed with LAMOST data in <ref type="bibr">Yu et al. (2021)</ref>, in which a roughly constant break radius was found. These different results might be (partially) due to the different spatial coverage of the two surveys, in particular in the inner Galaxy. In this work we find the break radius peaks at &#8764;11 kpc in the low-&#945; MAP at [Fe/H]= -0. (&#8764;0.3 kpc) in both the Milky Way <ref type="bibr">(Bovy et al. 2012b</ref><ref type="bibr">(Bovy et al. , 2016b;;</ref><ref type="bibr">Mackereth et al. 2017</ref>) and simulated disc galaxies <ref type="bibr">(Stinson et al. 2013</ref>). This result is quantitatively confirmed in this work, and is shown to be valid for the measurements made in either number, stellar mass, or luminosity density. By dissecting the disc into mono-age and mono-[Fe/H] populations, <ref type="bibr">Mackereth et al. (2017)</ref> further found a dependence of local scale height on stellar age, with a scale height that decreases in younger populations. <ref type="bibr">Bird et al. (2013)</ref> performed detailed analysis of mono-age populations in a Milky Way-like simulated galaxy, and found a similar trend of shorter scale heights in younger populations. In this work we find the shortest local scale height in solar-like abundance ([Fe/H]= 0, [Mg/Fe]= -0.05) MAPs, which have the youngest age among all MAPs, suggesting a qualitative dependence of scale height on age, consistent with that found in <ref type="bibr">Mackereth et al. (2017)</ref> and <ref type="bibr">Bird et al. (2013)</ref>.</p><p>Regarding the radial dependence of scale height, <ref type="bibr">Bovy et al. (2016b)</ref> found that the scale height of low-&#945; MAPs increases with radius, with steeper increase in more metalpoor MAPs. The authors explored a variety of parameterizations for this radial variation and chose an exponential form to fit the raw density distribution in APOGEE. Mackereth et al. (2017) adopted the same exponential form for their mono-age, mono-abundance populations and reported a trend of decreasing flaring strength in older low-&#945; MAPs. Using LAMOST data, <ref type="bibr">Yu et al. (2021)</ref> recovered the density distribution of underlying MAPs and found the scale height of low-&#945; MAPs change little within 10 kpc and then increase rapidly beyond this radius. Since a linear description of flaring is adopted in this work while an exponential form was used in previous MAP studies, direct quantitative comparison on the strength of flaring is difficult. Qualitatively, we find moderate flaring in metal-poor, low-&#945; ([Fe/H]=-0.4 and [Mg/Fe]&lt; 0.2) MAPs and weak flaring in more metal-rich MAPs, consistent with <ref type="bibr">Bovy et al. (2016b)</ref>. Since the super-solar metallicity, low-&#945; MAPs are older than the metal-poor, low-&#945; MAPs on average, their weaker flaring does not support a secular origin of flaring which would result in a stronger flaring in older populations. A similar radial dependence of the scale height is also seen in some low-&#945; MAPs, with constant scale height in the inner Galaxy and a linear increase beyond, in agreement with <ref type="bibr">Yu et al. (2021)</ref>.</p><p>For high-&#945; MAPs, <ref type="bibr">Bovy et al. (2016b)</ref> found a constant scale height across the Galaxy, while <ref type="bibr">Mackereth et al. (2017)</ref> showed some radial variation of scale height but at a lower level compared to the low-&#945; MAPs which is also seen in <ref type="bibr">Yu et al. (2021)</ref>. Among the high-&#945; MAPs, <ref type="bibr">Mackereth et al. (2017)</ref> found an interesting trend of stronger flaring in older high-&#945; MAPs. In contrast, in this work we find a much stronger signature of flaring in the high-&#945; MAPs (peak A flare &#8764;0.09), which is even stronger than in the low-&#945; MAPs (peak A flare &#8764;0.04). In particular, the high&#945; MAP at intermediate metallicity ([Fe/H]= -0.6) exhibits the strongest flaring, with the strength decreasing at both lower and higher metallicity.</p><p>Among all MAPs, we find the lowest level of flaring (least radial variation of scale height) in the solar-abundance MAP, which is the youngest MAP, and the strongest flaring in intermediate-[Fe/H], high-&#945; MAPs which are among the oldest MAPs. This result, however, is inconsistent with the trend presented in <ref type="bibr">Mackereth et al. (2017)</ref> that the youngest MAP presents the strongest flaring. These opposite results are surprising. The reason for this discrepancy is still unclear. It is worth noting that, in two simulated Milky Waymass disc galaxies, <ref type="bibr">Minchev et al. (2015)</ref> found a trend of increasing flaring strength in older mono-age populations with the strongest flaring in the old thick disc, in good qualitative agreement with the result in this work. The flaring in these two simulated galaxies is a combined result of environment effect and secular evolution. Using a larger sample simulated galaxies, Garc&#237;a de la Cruz et al. ( <ref type="formula">2021</ref>) found a large variety of flaring strength in their geometric thick disc, with the flared thick discs generally consist of flared mono-age populations with large surface mass density.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.2">Structure of the total stellar populations</head><p>In this section we derive the global structure of the Milky Way in mass and luminosity density distribution, which enables comparison with previous results where the stars are not finely split into sub-populations in abundance or age.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.2.1">Integrated density distribution</head><p>We first explore the density distribution of total populations on the high-and low-&#945; sequence. Note that the high-and low-&#945; MAPs refer to mono-abundance bins above and below [Mg/Fe]=0.2. To better separate the high-and low-&#945; sequence and integrate the density for each sequence, we adopt the demarcation line from <ref type="bibr">Lian et al. (2020b)</ref> (shown in their Fig. <ref type="figure">2</ref>), which is adapted from <ref type="bibr">Adibekyan et al. (2011)</ref> to APOGEE data. There are MAPs at 0.1 &lt;[Mg/Fe]&lt; 0.2 and -0.5 &lt;[Fe/H]&lt; 0.1 that are divided by this line. For these three mono-abundance bins, we calculate the area in the [Fe/H]-[Mg/Fe] space within the high-and low-&#945; regime and use that as an estimate of the fraction of each MAP in the two sequences. We then sum up the density at each location of MAPs in the high-and low-&#945; sequences separately. Figure <ref type="figure">14</ref> presents the radial (left) and vertical (right) distribution of intrinsic mass density for the integrated high-(top) and low-&#945; (bottom) population. Similar to Fig. <ref type="figure">7</ref> and Fig. <ref type="figure">8</ref> for individual MAPs, the radial (vertical) distribution are split into three vertical (radial) bins as illustrated in the top right legend.</p><p>For the integrated high-&#945; population, the vertical density profile can be well described by a single exponential component and the radial density profile tend to flatten within solar radius. The more significant flattening at 1 &lt; |Z| &lt; 2 kpc in the inner Galaxy is largely due to strong flaring as discussed in &#167;4.2. For the integrated low-&#945; population, the broken radial density profile is more predominant than the integrated high-&#945; population, with a break near the solar radius. The radial density distribution at 0.5 &lt; |Z| &lt; 1 kpc presents a more complicated shape with an excess at R &lt; 4 kpc, which is likely a signature of the bar. The vertical density distributions at intermediate and large radii show clear signatures of flattening at large vertical distances. This flattening feature is likely a result of different vertical structure within low-&#945; MAPs; the steep and relatively flat profiles at |Z| &lt; 2 and |Z| &gt; 2 kpc are mainly contributed by the thin, metal-rich and thick, metal-poor low-&#945; MAPs, respectively.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.2.2">Best-fitted structure parameters</head><p>In order to obtain the structure parameters of the integrated populations, we perform a similar density fitting as we do for mono-abundance populations. We fit the spatial distribution of intrinsic mass and luminosity density of the integrated populations with the same density model used for the MAPs i.e. a single exponential profile for the vertical density distribution and a double-exponential profile for the radial density distribution.</p><p>The best-fitted structure parameters are included in Table 2. To estimate uncertainties, we adopt a Monte Carlo simulation approach, which is also used for the fitting of MAPs in &#167;5.1. We first recompute the density distribution considering Poisson error in the raw number of APOGEE stars in each spatial bin, and then perform the fitting to each resampled distribution. After repeating this 100 times, we take the standard deviation of each fitted parameter as the uncertainty of that structural parameter.</p><p>The uncertainties in the selection function are difficult to determine and are not considered in this work. Potential sources of uncertainty include the choice of isochrone, IMF, and possibly the assumption of intrinsic age distribution. Therefore the structural parameter uncertainties in Table <ref type="table">2</ref>, which only include uncertainties from the density sampling and fitting, should be considered lower limits.</p><p>With the best-fitted density model, we obtain the local surface mass density of each integrated population at the solar radius and compare them with literature results. The derived local surface mass density of high-&#945;, low-&#945;, and total stars are 5.62&#177;0.0.08, 15.69&#177;0.32, and 22.67&#177;0.11 M pc -2 , respectively. Based on mono-age-abundance population analysis with a forward modelling approach, Mackereth et al. ( <ref type="formula">2017</ref>) obtained a surface mass density of 3.0 0.4 -0.5 , 17.1 2.0 -2.4 , and 20 +2.4 -2.9 for these three integrated populations, respectively. The measurement of the integrated low-&#945; population of this work is consistent with <ref type="bibr">Mackereth et al. (2017)</ref>, while those of the high-&#945; and total populations are higher in this work. The higher surface mass density of the high-&#945; population in our work is mainly because we include those MAPs at [Fe/H]&lt; -0.5, which comprise 33% of the total high-&#945; populations. If only considering high-&#945; population at [Fe/H]&gt; -0.5, the surface mass density becomes 3.76 M pc -2 , which agrees with the value reported in <ref type="bibr">Mackereth et al. (2017)</ref> within 2&#963;. Including these metal-poor high-&#945; MAPs also results in the higher surface mass density of the total integrated populations in this work. Since the metal-poor high-&#945; stars are included, we obtain a local density ratio between the (chemical) thick to thin disc of 17% and local surface mass density ratio of 36%, with the latter higher than <ref type="bibr">Mackereth et al. (2017) result (18%)</ref>.</p><p>Before the advent of massive stellar spectroscopic surveys, many efforts have been devoted to study the structure of the Milky Way based on photometric datasets. Interestingly, a much less massive thick disk, compared to the findings here is usually reported in the literature with an average local thick-to-thin density ratio of 4% and surface mass density ratio of 12% according to the compilation of literature results in <ref type="bibr">Bland-Hawthorn &amp; Gerhard (2016)</ref>. A more massive thick disk, however, has also been suggested in many works (e.g., <ref type="bibr">Fuhrmann 2008;</ref><ref type="bibr">Juri&#263; et al. 2008;</ref><ref type="bibr">Snaith et al. 2014)</ref>. For example, <ref type="bibr">Juri&#263; et al. (2008)</ref> obtained a local thick to thin disc density ratio of 12%, in good agreement with our result. It is worth pointing out that a geometric definition of thick and thin disc is generally adopted in these studies. Since the geometric thick disc, near the solar circle, is dominant at |Z| &gt; 1 kpc and its contribution to the total mass density decreases to the midplane (e.g., <ref type="bibr">Gilmore &amp; Reid 1983)</ref>, the vertical structure of the geometric thick disc relies heavily on the star counts at large Galactic latitude, which only comprise a minor fraction of the surface mass density of the thick disc. The significant vertical extension of low metallicity, low-&#945; stars (see Fig. <ref type="figure">6</ref>) suggests a nontrivial contamination of these stars at large height. These two facts complicate the comparison between the structure of geometrically and chemically defined thick disc. Beyond the solar radius, the connection between the chemically and geometrically defined thick and thin disc is more complicated and still under debate <ref type="bibr">(Martig et al. 2016b)</ref>.</p><p>Our total local surface mass density is higher than <ref type="bibr">Mackereth et al. (2017)</ref>, but both are lower than most of the literature results which is of order &#8764; 30M pc -2 <ref type="bibr">(Flynn et al. 2006;</ref><ref type="bibr">Bovy et al. 2012a;</ref><ref type="bibr">McKee et al. 2015)</ref>. As discussed in <ref type="bibr">Mackereth et al. (2017)</ref>, the red giant stars targeted by APOGEE are only a tiny fraction of the total underlying population in number and mass density and the conversion between these two would be very sensitive to any potential systematics in APOGEE stellar parameters in addition to the isochrone set and IMF adopted.</p><p>The scale lengths past the break radius measured in stellar mass, bolometric and single-band luminosity density distribution are very similar. The high-&#945; disc presents a systematically shorter scale length comparing to that of the low-&#945; disc (1.5 versus 2 kpc). These measurements, however, are generally shorter than the findings in the literature. For the (geometric) thick disc, a variety of scale length is reported in the literature, with a range of 1.8 to 4.9 kpc in various studies (e.g., <ref type="bibr">Larsen &amp; Humphreys 2003;</ref><ref type="bibr">Bensby et al. 2011;</ref><ref type="bibr">Cheng et al. 2012;</ref><ref type="bibr">Bovy 2015;</ref><ref type="bibr">Yu et al. 2021</ref>) and an average value of 2.0&#177;0.2 kpc (see the review in Bland-Hawthorn &amp; Gerhard 2016). For the lower-&#945; population, a scale length of &#8764;2.6 kpc is generally suggested in previous studies <ref type="bibr">Juri&#263; et al. 2008;</ref><ref type="bibr">Bland-Hawthorn &amp; Gerhard 2016</ref>. Note that all these measurements in the literature are based on a fundamental assumption that the density distribution follows a single exponential profile. The shorter scale length in this work is mostly because we find that the radial mass and luminosity density distribution of both low-and high-&#945; disc deviates from a single exponential profile and we adopt a double-exponential model to fit the data. If we change the configuration of the density model we get a different result. For example, if we use a single exponential model we arrive at a larger scale length of 2.2 kpc for the integrated low-&#945; population. If we further restrict the fitting to the radial range from 4 to 14 kpc, we obtain a scale length of 2.7 kpc, in good agreement with other studies. However, we want to emphasize that a single exponential profile does not characterize the radial density distribution of the thick, thin, or the whole disc. Using the scale length of a single exponential profile to derive the disc properties on large scale, such as total stellar mass, or half-mass/light radius, would result in incorrect result. We will explore this point in a follow up work.</p><p>The mass-weighted scale height of the integrated high- and low-&#945; populations at the solar radius is 0.85 and 0.39 kpc, respectively. These results are consistent with that of high-and low-&#945; MAPs presented above, and also in agreement with recent works that adopt a similar definition of high-and low-&#945; populations using spectroscopic abundances <ref type="bibr">(Bovy et al. 2016b;</ref><ref type="bibr">Yu et al. 2021)</ref>. <ref type="bibr">Juri&#263; et al. (2008)</ref> fit their Galactic density model with a large photometric sample of M dwarfs from SDSS and found scale heights of 0.9 and 0.3 kpc for the geometric thick and thin discs, respectively. The total population has a scale height of 0.78 kpc, in between that of the high-and low-&#945; populations. It is interesting to note that the luminosity-weighted scale height of total integrated population is slightly shorter than the massweighted one, suggesting a slightly higher mass-to-light ratio above the disc. This is consistent with the slight positive age gradient in the vertical direction as shown in Fig. <ref type="figure">2</ref>. The integrated high-&#945; population exhibits much stronger flaring compared to the integrated low-&#945; population. This is again consistent with the trend we find in invidual MAPs but at odds with the constant scale height of high-&#945; population reported in <ref type="bibr">Bovy et al. (2016b)</ref>. <ref type="bibr">Yu et al. (2021)</ref> found a clear signature of flaring in high-&#945; population, in line with this work, but the strength seems lower than the low-&#945; population (by visual inspection of their Fig. <ref type="figure">6</ref>). There is no significant difference in the structure parameters measured in optical or near-IR band compared to those in bolometric luminosity. This supports direct comparison between various works based on observations at different wavelengths.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.3">Implications for the Galactic disc formation</head></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.3.1">Inside-out disc formation</head><p>An inside-out disc formation picture has been frequently invoked to interpret Galactic observations and Milky Way-like galaxy simulations (e.g., <ref type="bibr">Larson 1976;</ref><ref type="bibr">Matteucci &amp; Francois 1989;</ref><ref type="bibr">Bird et al. 2013;</ref><ref type="bibr">Kobayashi &amp; Nakasato 2011)</ref>. The relatively compact radial extent of old, high-&#945; MAPs compared to the young, solar-like abundance MAPs, as shown in Fig. <ref type="figure">6</ref>, suggests that recent star formation is more radially extended than the early star formation that built up the high-&#945; disc. This seems to support an overall inside-out formation of the Milky Way's disc, with the inner Galaxy built up rapidly with a compact morphology in the early times and the bulk of the outer Galaxy formed more recently. The relatively flat radial profile of total gas mass density in the Milky Way <ref type="bibr">(Nakanishi &amp; Sofue 2016)</ref> suggests that the extended star formation is likely due to recent gas accretion preferentially onto the outer Galaxy, which has also been suggested in many disc formation models to explain the radial variation of stellar distribution in [&#945;/Fe]-[Fe/H] (e.g., <ref type="bibr">Chiappini 2009;</ref><ref type="bibr">Andrews et al. 2017;</ref><ref type="bibr">Sharma et al. 2020;</ref><ref type="bibr">Johnson et al. 2021;</ref><ref type="bibr">Lian et al. 2020a,b)</ref>.</p><p>Interestingly, as shown in Fig. <ref type="figure">6</ref>, the metal-poor, low&#945; MAP ([Fe/H]= -0.4 and [Mg/Fe]=0.15), which has intermediate age, exhibits the widest radial extension and longest scale length. <ref type="bibr">Bovy et al. (2016b)</ref> and <ref type="bibr">Mackereth et al. (2017)</ref> also found the most broadened radial profile around the peak density for their most metal-poor MAP in the low-&#945; sequence. <ref type="bibr">Mackereth et al. (2017)</ref> interpreted this broadened radial distribution as a result of radial migration that flattens the density distribution. The flat density profile of the low-&#945; MAPs within the break radius found in this work may also be caused by radial migration. However, the youngest solar-abundance MAP, which should not have experienced much radial migration <ref type="bibr">(Lian et al. in preparation)</ref>, also shows this behavior, which implies a possibly different origin of the flat radial density distribution in the inner Galaxy. For example, interactions between Sagittarius and the disk may result in significant radial mixing <ref type="bibr">(Carr et al. 2022)</ref>.</p><p>In addition to the inside-out formation, an 'upsidedown' formation picture of the disc is often proposed to explain the more extended vertical distribution of the old thick disc comparing to the relatively young thin disc <ref type="bibr">(Bird et al. 2013;</ref><ref type="bibr">Freudenburg et al. 2017)</ref>. A negative radial age gradient at large distance above the plane was identified by <ref type="bibr">Martig et al. (2016a)</ref>, which complicates the picture of thick disc formation. Our results show that the metal-poor, low-&#945; MAPs, which are geometrically thick but have ages a few Gyrs younger than the high-&#945; MAPs, are more radially extended. It is then conceivable that the geometric thick disc at large radii is a superposition of old, high-&#945; and intermediate-age, low-&#945; populations, with increasing fraction of the latter at larger radii. This would naturally give rise to a negative age gradient above the disc plane. Therefore, there may be two episodes of thick disc formation in the Milky Way are separated in time and physical space, with the earlier phase more centrally concentrated and the later phase more radially extended.</p><p>Among the high-&#945; MAPs, we find a variety of radial and vertical structure, with the intermediate-[Fe/H] high-&#945; MAPs being the least radially extended, the thickest and the most flared. This is not likely a result of inhomogeneous formation in early times, given the nearly identical [&#945;/Fe]-[Fe/H] distribution of high-&#945; sequence across the Galaxy <ref type="bibr">(Weinberg et al. 2019;</ref><ref type="bibr">Katz et al. 2021)</ref>, but rather suggests possible various structure evolution of high-&#945; MAPs after thick disc formation. Since the high-&#945; MAPs, especially the metal-poor ones ([Fe/H]&lt; -0.7), are generally centrally concentrated, the observed number of high-&#945; stars in the outer Galaxy is very low and the recovered intrinsic density distribution is subject to more stochastic uncertainties. The obtained absolute values of structure parameters of metalpoor, high-&#945; MAPs should be used with caution, and we look forward to more robust measurements using datasets with better sampling in the outer Galaxy in the future.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.3.2">Origin of disc flaring</head><p>The origin of disc flaring is still unclear. Interactions with satellite galaxies or radial migration has been suggested as possible explanations in the literature (e.g., <ref type="bibr">Minchev et al. 2015)</ref>. The findings in this work that high-&#945; and metal-poor, low-&#945; MAPs stand out among all MAPs with large scale height and clear flaring suggest intriguing connection between the formation of the two populations possibly with a common origin of their flaring. The relatively weak flaring in metal-rich, low-&#945; MAPs, which are formed in between the previous two populations, serves as evidence against secular evolution process as potential driver of the disc flaring. As enlightened in <ref type="bibr">Lian et al. (2020a)</ref>, a short period star burst event, possibly triggered by close interaction or merging with a satellite galaxy, might be the common origin of the formation and flaring of the high-&#945; and metal-poor, low-&#945; populations. This star burst event is suggested to be able to explain the locus of these two populations in [&#945;/Fe]-[Fe/H], in particular the enhanced &#945; abundance (the metal-poor, low-&#945; population is mildly &#945;-enhanced with [&#945;/Fe]&#8764;0.15). It is possible that when the star burst associated with a galaxy interaction/merging event occurs the star formation at larger radii would be more vertically extended in response of the tidal force due to lower stellar density. In this scenario, the formation and flaring of the high-&#945; and metal-poor, low&#945; discs are closely related to the merger history of the Milky Way. Early galaxy mergers (e.g., Gaia-Enceladus at &#8764;10 Gyr ago; <ref type="bibr">Helmi et al. 2018</ref>) may be responsible for the thick and flaring structure of the high-&#945; disc, while more recent merger(s) (e.g., Sagittarius dwarf galaxy at several Gyr ago; <ref type="bibr">Kruijssen et al. 2020</ref>) lead to the formation of the flaring metal-poor, low-&#945; disc. Note that a different implication on the origin of flaring is expected from <ref type="bibr">Mackereth et al. (2017)</ref> in which the youngest populations were found to have the strongest flaring.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="6.4">Potential systematics in structure parameters</head><p>The structure parameters of MAPs in this work are derived by fitting a density model to the intrinsic density distribution of underlying populations after correcting for the APOGEE selection function. The conversion of number density from the observed giant stars, which are the main targets of the APOGEE survey, to the underlying population including main-sequence stars is as large as 3-7 order of magnitudes, depending on the Galactic location, as shown in Fig. <ref type="figure">5</ref>. This conversion also magnifies potential systematics in the data, and itself depends on the choice of isochrone and extinction map. Here, we explore potential sources of systematic uncertainty, including small number statistics, distance measurement of APOGEE stars, and the choice of isochrones and extinction maps.</p><p>APOGEE target selection is performed on a field basis. The final effective selection function that we derived is a function of individual fields. The number of observed stars in a typical disc field is around several hundred <ref type="bibr">(Zasowski et al. 2017;</ref><ref type="bibr">Beaton et al. 2021</ref>). Since we have 24 monoabundance and 13 distance bins (312 independent bins) for each field, this would give us 1-3 stars on average at each mono-abundance and distance if we computed selection functions on a field-by-field basis. Assuming a Poisson error, many of the mono-abundance and distance bins would have zero stars populated and can not be included to constrain the density model. In this case, the best-fitted density model are only constrained by the locations populated by APOGEE stars and will therefore overestimate the density distribution. The degree of overestimate depend mainly on the average number of observed stars in each spatial bin, which determines the fraction of locations with zero number of stars.</p><p>For this reason we rebin the fields in Galactic longitude and latitude to achieve better statistics. There are 2.7 fields on average in each longitude and latitude bin. This largely reduces the fraction of spatial locations with zero APOGEE stars due to stochastic variation with low statistics. The adopted size of spatial rebinning is a compromise of acceptable star counts in each location and spatial resolution. To verify that our result is robust with the current statistic after spatial rebinning, we perform a test using a coarser spatial binning scheme that results in a combination of 5.2 fields at each spatial location on average. This coarser binning yields number density distribution of MAPs that have better statistics at each location but poorer spatial resolution. We then fit the new density distribution as we do before in &#167;5.1. The derived structure parameters of each MAP is shown in Figure <ref type="figure">A1</ref>. It can be seen that the structure parameters are in good agreement with the ones derived with the original spatial binning, both in absolute values and the trend with abundances. Therefore we conclude that our result is robust with the current spatial binning.</p><p>Another possible source of systematics that may affect our results is the distance of APOGEE stars. To test whether our result is dependent on the particular distance catalog that is used, we also use the distances provided by the StarHorse Value Added Catalog<ref type="foot">foot_2</ref>  <ref type="bibr">(Santiago et al. 2016;</ref><ref type="bibr">Queiroz et al. 2018)</ref> in which the distances are determined using data from Gaia in conjunction with APOGEE. Note that there are priors used for the StarHorse distance measurements, including priors for thin/thick discs, halo and bulge/bar. We repeat the analysis in &#167;5.1 to derive the structure parameters of MAPs, which is shown in Figure <ref type="figure">A2</ref>. Again we find structure parameters and their dependence on abundance consistent with our previous results using As-troNN distance.</p><p>Other potential sources of systematics include the isochrones and extinction which are used to estimate the first component of APOGEE selection function, fCMD, the fraction of the underlying population satisfying the APOGEE candidate limits defined in (H, J -K0) colour-magnitude space as discussed in &#167;3.1. To qualitatively understand whether and how our results are affected by the choice of isochrones and extinction maps, we performed two tests to calculate the APOGEE selection function and structure paramters of MAPs, one using MIST isochrones <ref type="bibr">(Paxton et al. 2011;</ref><ref type="bibr">Choi et al. 2016;</ref><ref type="bibr">Dotter 2016)</ref> to replace the PARSEC isochrones adopted previously and the other considering the VVV extinction map <ref type="bibr">(Schultheis et al. 2014)</ref> in the bulge fields. The structural parameters of these two tests are consistent with the fiducial results presented in Fig. <ref type="figure">10</ref>; differences are generally less than 10%. The flattening radial density distribution of MAPs in the inner Galaxy and strong flaring of high-&#945; MAPs are also present. Therefore we conclude that our results are robust against the specific choice of isochrones and extinction maps.</p></div>
<div xmlns="http://www.tei-c.org/ns/1.0"><head n="7">SUMMARY</head><p>In this work we recover the spatial intrinsic density distribution of MAPs traced by stars observed by APOGEE, and derive their structure parameters. A careful treatment of APOGEE's selection function is taken into account to convert the observed number density of APOGEE stars to the density of their underlying population. The derived conversion factor ranges from 10 3 to 10 7 .</p><p>Prior to fitting a parametric model to the density distributions, we draw some conclusions from the selectioncorrected density measurements. The recovered intrinsic spatial density distributions vary significantly between different MAPs. The high-&#945; MAPs exhibit the most compact radial extension but the widest vertical distribution, while the metal-poor, low-&#945; MAPs are most extended in the radial direction, and the solar-abundance MAPs have the shortest vertical expansion. By studying the density distribution of underlying populations directly, we explicitly uncover a broken radial density profile of high-and low-&#945; MAPs, which has been adopted in the density model in many previous works <ref type="bibr">(Bovy et al. 2016b;</ref><ref type="bibr">Mackereth et al. 2017)</ref>. This broken profile, with a nearly flat distribution within the break radius, suggests a single exponential form is no longer a good description of the disc in the Milky Way. The origin of this flattening in the inner Galaxy is a new open question. The presence of bulge/bar and/or radial migration might play a role.</p><p>For the parametric fitting, to examine the radial variation of MAPs' scale height, we first perform an intermediate fitting to their vertical density distribution at a series of narrow radial bins using a single exponential profile. Surprisingly, we find a steep positive correlation between the scale height of high-&#945; MAPs and radius, suggesting these old, &#945;enhanced populations strongly flare. The flaring is weaker in MAPs of lower [Mg/Fe], which are generally younger. This is qualitatively with the structure of mono-age populations in simulated galaxies in <ref type="bibr">Bird et al. (2013)</ref> and <ref type="bibr">Minchev et al. (2015)</ref>. We note that some low-&#945; MAPs seem to show an interesting broken correlation between their scale height and radius, with negligible radial dependence in the inner Galaxy and increase beyond the break radius.</p><p>We then conduct a full fitting to the 2D spatial distribution of number, mass, bolometric and single-band luminosity densities as a function of radius and height to derive the structure parameters of each MAP. A broken radial profile and a linear radial variation of scale height is adopted for all MAPs. A careful quality inspection on projected 1D radial and vertical distribution is performed to make sure that the density model indeed well describes the observed density distribution. The best-fitted structure parameters for the individual MAPs are presented in Fig. <ref type="figure">10</ref>-13. The strong radial variation of scale height in high-&#945; MAPs is confirmed. We also find interesting internal variation of structure within high-&#945; MAPs, with the shortest scale length, longest scale height at solar radius, and strongest flaring in the high-&#945; MAPs with [Fe/H]&#8764; -0.6. If confirmed, this might suggest differential structure evolution after the establishment of the chemical thick disc.</p><p>The spatial structure of low-&#945; MAPs also vary with metal content. Metal-poor MAPs have the longest scale length and mildly flares, while the metal-rich MAPs present shorter scale length and weaker flaring. The young, solarabundance MAPs have the shortest scale height and exhibit negligible signature of flaring, suggesting the recent star formation in the Milky Way are strictly confined to the disc plane across the Galaxy.</p><p>In addition to individual MAPs, we also derive the density distribution and structure parameters of integrated high-&#945;, low-&#945; and total populations. The integrated total population shows a similar density distribution to the low&#945; MAPs, with a complicated radial density profile. We estimate a surface mass density of 5.62&#177;0.0.08, 15.69&#177;0.32, and 22.67&#177;0.11 M pc -2 for the integrated high-&#945;, low-&#945;, and total populations, respectively. These are in good agreement with <ref type="bibr">Mackereth et al. (2017)</ref> after considering the extra high-&#945; MAPs at [Fe/H]&lt; -0.5 considered in this work, but are lower than other literature values (e.g., <ref type="bibr">McKee et al. 2015)</ref>. Our measurements suggest a more massive thick disc than many previous works, with a local mass density ratio between (chemical) thick to thin disc of 17% and a local surface mass density ratio of 36%. The structure parameters of integrated low-and high-&#945; populations are generally consistent with that of individual MAPs in each group.</p><p>The structure of MAPs provide strong constraints on the models of Galaxy formation and evolution. While many features in the density distribution of MAPs are yet to be un-derstood, more subtle features not captured by the smooth density model may be due to interesting substructures. It will also be interesting to explore the integrated population properties of the Milky Way and directly compare them with external galaxies to address the fundamental question of whether and how our Milky Way is a special galaxy from a stellar population perspective.</p></div><note xmlns="http://www.tei-c.org/ns/1.0" place="foot" n="1" xml:id="foot_0"><p>The Value Added Catalog for the public Data Release 16 is available at https://data.sdss.org/sas/dr16/apogee/vac/apogeeastronn</p></note>
			<note xmlns="http://www.tei-c.org/ns/1.0" place="foot" n="2" xml:id="foot_1"><p>https://github.com/henrysky/astroNN</p></note>
			<note xmlns="http://www.tei-c.org/ns/1.0" place="foot" n="6" xml:id="foot_2"><p>https://www.sdss.org/dr16/data_ access/value-added-catalogs/?vac_id= apogee-dr17-starhorse-distances,-extinctions, -and-stellar-parameters</p></note>
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