Person: Pineda, Jaime
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Publication Evidence for Grain Growth in Molecular Clouds: A Bayesian Examination of the Extinction Law in Perseus
(Royal Astronomical Society, 2013) Foster, Jonathan B.; Mandel, Kaisey; Pineda, Jaime; Covey, Kevin R.; Arce, Hector G.; Goodman, AlyssaWe investigate the shape of the extinction law in two (1^{\circ}) square fields of the Perseus molecular cloud complex. We combine deep red-optical (r, i and z band) observations obtained using Megacam on the MMT with UKIRT (United Kingdom Infrared Telescope) Infrared Deep Sky Survey near-infrared (J, H and K band) data to measure the colours of background stars. We develop a new hierarchical Bayesian statistical model, including measurement error, intrinsic colour variation, spectral type and dust reddening, to simultaneously infer parameters for individual stars and characteristics of the population. We implement an efficient Markov chain Monte Carlo algorithm utilizing generalized Gibbs sampling to compute coherent probabilistic inferences. We find a strong correlation between the extinction ((A_V)) and the slope of the extinction law (parametrized by (R_V)). Because the majority of the extinction towards our stars comes from the Perseus molecular cloud, we interpret this correlation as evidence of grain growth at moderate optical depths. The extinction law changes from the ‘diffuse’ value of (R_V \sim 3) to the 'dense cloud' value of (R_V \sim 5) as the column density rises from (A_V = 2) to 10 mag. This relationship is similar for the two regions in our study, despite their different physical conditions, suggesting that dust grain growth is a fairly universal process.
Publication Direct Observation of a Sharp Transition to Coherence in Dense Cores
(American Astronomical Society, 2010) Pineda, Jaime; Goodman, Alyssa; Arce, Hector G.; Caselli, Paola; Foster, Jonathan B.; Myers, Philip C.; Rosolowsky, Erik W.We present (NH_3) observations of the B5 region in Perseus obtained with the Green Bank Telescope. The map covers a region large enough ((\sim 11'×14')) that it contains the entire dense core observed in previous dust continuum surveys. The dense gas traced by (NH_{3}(1,1)) covers a much larger area than the dust continuum features found in bolometer observations. The velocity dispersion in the central region of the core is small, presenting subsonic non-thermal motions which are independent of scale. However, it is because of the coverage and high sensitivity of the observations that we present the detection, for the first time, of the transition between the coherent core and the dense but more turbulent gas surrounding it. This transition is sharp, increasing the velocity dispersion by a factor of 2 in less than 0.04 pc (the 31'' beam size at the distance of Perseus,(\sim 250 pc)). The change in velocity dispersion at the transition is ( \approx 3 km \ s^{-1} \ pc^{–1}). The existence of the transition provides a natural definition of dense core: the region with nearly constant subsonic non-thermal velocity dispersion. From the analysis presented here, we can neither confirm nor rule out a corresponding sharp density transition.
Publication The Complete Survey of Outflows in Perseus
(American Astronomical Society, 2010) Arce, Hector G.; Borkin, Michelle; Goodman, Alyssa; Pineda, Jaime; Halle, MichaelWe present a study on the impact of molecular outflows in the Perseus molecular cloud complex using the COMPLETE Survey large-scale (^{12}CO(1-0)) and (^{13}CO(1-0)) maps. We used three-dimensional isosurface models generated in right ascension-declination-velocity space to visualize the maps. This rendering of the molecular line data allowed for a rapid and efficient way to search for molecular outflows over a large ((\sim16 deg^2)) area. Our outflow-searching technique detected previously known molecular outflows as well as new candidate outflows. Most of these new outflow-related high-velocity features lie in regions that have been poorly studied before. These new outflow candidates more than double the amount of outflow mass, momentum, and kinetic energy in the Perseus cloud complex. Our results indicate that outflows have significant impact on the environment immediately surrounding localized regions of active star formation, but lack the energy needed to feed the observed turbulence in the entire Perseus complex. This implies that other energy sources, in addition to protostellar outflows, are responsible for turbulence on a global cloud scale in Perseus. We studied the impact of outflows in six regions with active star formation within Perseus of sizes in the range of 1-4 pc. We find that outflows have enough power to maintain the turbulence in these regions and enough momentum to disperse and unbind some mass from them. We found no correlation between outflow strength and star formation efficiency (SFE) for the six different regions we studied, contrary to results of recent numerical simulations. The low fraction of gas that potentially could be ejected due to outflows suggests that additional mechanisms other than cloud dispersal by outflows are needed to explain low SFEs in clusters.
Publication Dense Cores in Perseus: The Influence of Stellar Content and Cluster Environment
(American Astronomical Society, 2009) Foster, Jonathan B.; Rosolowsky, Erik W.; Kauffmann, Jens; Pineda, Jaime; Borkin, Michelle; Caselli, Paola; Myers, Philip C.; Goodman, AlyssaWe present the chemistry, temperature, and dynamical state of a sample of 193 dense cores or core candidates in the Perseus Molecular cloud and compare the properties of cores associated with young stars and clusters with those which are not. The combination of our NH3 and CCS observations with previous millimeter, submillimeter, and Spitzer data available for this cloud enables us both to determine core properties precisely and to accurately classify cores as starless or protostellar. The properties of cores in different cluster environments and before-and-after star formation provide important constraints on simulations of star formation, particularly under the paradigm that the essence of star formation is set by the turbulent formation of prestellar cores. We separate the influence of stellar content from that of the cluster environment and find that cores within clusters have (1) higher kinetic temperatures (12.9 K versus 10.8 K) and, (2) lower fractional abundances of CCS ((0.6 × 10^{–9}) versus (2.0 × 10^{–9})) and (NH_3 (1.2 × 10^{–8}) versus (2.9 × 10^{–8})). Cores associated with protostars have (1) slightly higher kinetic temperatures (11.9 K versus 10.6 K), (2) higher NH3 excitation temperatures (7.4 K versus 6.1 K), (3) are at higher column density ((1.2 × 10^{22} cm^{–2}) versus (0.6 × 10^{22} cm^{–2})), have (4) slightly more nonthermal/turbulent (NH_3) line widths ((0.14 km \ s^{–1}) versus (0.11 km \ s^{–1} FWHM)), have (5) higher masses ((1.5 M \odot) versus (1.0 M \odot)), and have (6) lower fractional abundance of CCS ((1.4 × 10^{–9}) versus (2.4 × 10^{–9})). All values are medians. We find that neither cluster environment nor protostellar content makes a significant difference to the dynamical state of cores as estimated by the virial parameter—most cores in each category are gravitationally bound. Only the high precision of our measurements and the size of our sample make such distinctions possible. Overall, cluster environment and protostellar content have a smaller influence on the properties of the cores than is typically assumed, and the variation within categories is larger than the differences between categories.
Publication The "True" Column Density Distribution in Star-Forming Molecular Clouds
(American Astronomical Society, 2009) Goodman, Alyssa; Pineda, Jaime; Schnee, ScottWe use the COMPLETE Survey's observations of the Perseus star-forming region to assess and intercompare the three methods used for measuring column density in molecular clouds: near-infrared (NIR) extinction mapping; thermal emission mapping in the far-IR; and mapping the intensity of CO isotopologues. Overall, the structures shown by all three tracers are morphologically similar, but important differences exist among the tracers. We find that the dust-based measures (NIR extinction and thermal emission) give similar, log-normal, distributions for the full ((\sim20 \ pc \ scale)) Perseus region, once careful calibration corrections are made. We also compare dust- and gas-based column density distributions for physically meaningful subregions of Perseus, and we find significant variations in the distributions for those ((smaller, \sim few \ pc \ scale)) regions. Even though we have used (^{12}CO) data to estimate excitation temperatures, and we have corrected for opacity, the (^{13}CO) maps seem unable to give column distributions that consistently resemble those from dust measures. We have edited out the effects of the shell around the B-star HD 278942 from the column density distribution comparisons. In that shell's interior and in the parts where it overlaps the molecular cloud, there appears to be a dearth of (^{13}CO), which is likely due either to (^{13}CO) not yet having had time to form in this young structure and/or destruction of (^{13}CO) in the molecular cloud by the HD 278942's wind and/or radiation. We conclude that the use of either dust or gas measures of column density without extreme attention to calibration (e.g., of thermal emission zero-levels) and artifacts (e.g., the shell) is more perilous than even experts might normally admit. And, the use of (^{13}CO) data to trace total column density in detail, even after proper calibration, is unavoidably limited in utility due to threshold, depletion, and opacity effects. If one's main aim is to map column density (rather than temperature or kinematics), then dust extinction seems the best probe, up to a limiting extinction caused by a dearth of sufficient background sources. Linear fits among all three tracers' estimates of column density are given, allowing us to quantify the inherent uncertainties
Publication The Perils of Clumpfind: The Mass Spectrum of Substructures in Molecular Clouds
(American Astronomical Society, 2009) Pineda, Jaime; Rosolowsky, Erik W.; Goodman, AlyssaWe study the mass spectrum of substructures in the Perseus Molecular Cloud Complex traced by (^{13}CO(1–0)), finding that (dN/dM \ \alpha \ M^{−2.4}) for the standard Clumpfind parameters. This result does not agree with the classical dN/dM (dN/dM \ \alpha \ M^{−1.6}). To understand this discrepancy, we study the robustness of the mass spectrum derived using the Clumpfind algorithm. Both two- and three-dimensional Clumpfind versions are tested, using 850 μm dust emission and (^{13}CO) spectral-line observations of Perseus, respectively. The effect of varying threshold is not important, but varying stepsize produces a different effect for two- and three-dimensional cases. In the two-dimensional case, where emission is relatively isolated (associated with only the densest peaks in the cloud), the mass spectrum variability is negligible compared to the mass function fit uncertainties. In the three-dimensional case, however, where the (^{13}CO) emission traces the bulk of the molecular cloud (MC), the number of clumps and the derived mass spectrum are highly correlated with the stepsize used. The distinction between “two dimension” and “three dimension” here ismore importantly also a distinction between “sparse” and “crowded” emission. In any “crowded” case, Clumpfind should not be used blindly to derive mass functions. Clumpfind’s output in the “crowded” case can still offer a statistical description of emission useful in intercomparisons, but the clump-list should not be treated as a robust region decomposition suitable to generate a physically meaningful mass function. We conclude that the (^{13}CO) mass spectrum depends on the observations resolution, due to the hierarchical structure of the MC.
Publication Misalignment of Outflow Axes in the Proto-Multiple Systems in Perseus
(American Astronomical Society, 2016) Lee, Katherine I.; Dunham, Michael M.; Myers, Philip; Arce, Héctor G.; Bourke, Tyler; Goodman, Alyssa; Jørgensen, Jes K.; Kristensen, Lars E.; Offner, Stella S. R.; Pineda, Jaime; Tobin, John J.; Vorobyov, Eduard I.We investigate the alignment between outflow axes in nine of the youngest binary/multiple systems in the Perseus Molecular Cloud. These systems have typical member spacing larger than 1000 au. For outflow identification, we use 12CO(2-1) and 12CO(3-2) data from a large survey with the Submillimeter Array: Mass Assembly of Stellar Systems and their Evolution with the SMA. The distribution of outflow orientations in the binary pairs is consistent with random or preferentially anti-aligned distributions, demonstrating that these outflows are misaligned. This result suggests that these systems are possibly formed in environments where the distribution of angular momentum is complex and disordered, and these systems do not come from the same co-rotating structures or from an initial cloud with aligned vectors of angular momentum.