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<front>
<journal-meta>
<journal-id journal-id-type="publisher">ACP</journal-id>
<journal-title-group>
<journal-title>Atmospheric Chemistry and Physics</journal-title>
<abbrev-journal-title abbrev-type="publisher">ACP</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1680-7324</issn>
<publisher><publisher-name>Copernicus GmbH</publisher-name>
<publisher-loc>Göttingen, Germany</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.5194/acp-12-11355-2012</article-id>
<title-group>
<article-title>A Lagrangian analysis of a developing and non-developing disturbance observed during the PREDICT experiment</article-title>
</title-group>
<contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Rutherford</surname>
<given-names>B.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Montgomery</surname>
<given-names>M. T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group><aff id="aff1">
<label>1</label>
<addr-line>Naval Postgraduate School, Monterey, CA, USA</addr-line>
</aff>
<pub-date pub-type="epub">
<day>03</day>
<month>12</month>
<year>2012</year>
</pub-date>
<volume>12</volume>
<issue>23</issue>
<fpage>11355</fpage>
<lpage>11381</lpage>
<permissions>
<license xlink:type="simple">
<license-p>This is an open-access article ditributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
</license>
</permissions>
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<abstract>
<p>The problem of tropical cyclone formation requires among other
things an improved understanding of recirculating flow regions on
sub-synoptic scales in a time evolving flow with typically sparse real-time
data. This recirculation problem has previously been approached assuming as a
first approximation both a layer-wise two-dimensional and nearly steady flow
in a co-moving frame with the parent tropical wave or disturbance. This paper
provides an introduction of Lagrangian techniques for locating flow
boundaries that encompass regions of recirculation in time-dependent flows
that relax the steady flow approximation.
&lt;br&gt;&lt;br&gt;
Lagrangian methods detect recirculating regions from time-dependent data and
offer a more complete methodology than the approximate steady framework. The
Lagrangian reference frame follows particle trajectories so that flow
boundaries which constrain particle transport can be viewed in a
frame-independent setting. Finite-time Lagrangian scalar field methods from
dynamical systems theory offer a way to compute boundaries from grids of
particles seeded in and near a disturbance.
&lt;br&gt;&lt;br&gt;
The methods are applied to both a developing and non-developing disturbance
observed during the recent pre-depression investigation of cloud systems in
the tropics (PREDICT) experiment. The data for this analysis is derived from
global forecast model output that assimilated the dropsonde observations as
they were being collected by research aircraft. Since Lagrangian methods
require trajectory integrations, we address some practical issues of using
Lagrangian methods in the tropical cyclogenesis problem. Lagrangian
diagnostics are used to evaluate the previously hypothesized import of dry
air into ex-Gaston, which did not re-develop into a tropical cyclone, and the
exclusion of dry air from pre-Karl, which did become a tropical cyclone and
later a major hurricane.</p>
</abstract>
<counts><page-count count="27"/></counts>
</article-meta>
</front>
<body/>
<back>
<ref-list>
<title>References</title>
<ref id="ref1">
<label>1</label><mixed-citation publication-type="other" xlink:type="simple"> Bell, M M. and Montgomery, M T.: Sheared deep vortical convection in pre-depression Hagupit during TCS08, Geophys. Res.Lett., 37, L06802, http://dx.doi.org/10.1029/2009GL042313doi:10.1029/2009GL042313, 2010. </mixed-citation>
</ref>
<ref id="ref2">
<label>2</label><mixed-citation publication-type="other" xlink:type="simple"> Branicki, M. and Wiggins, S.: Finite-time Lagrangian transport analysis: stable and unstable manifolds of hyperbolic trajectories and finite-time Lyapunov exponents, Nonlin. Processes Geophys., 17, 1–36, http://dx.doi.org/10.5194/npg-17-1-2010doi:10.5194/npg-17-1-2010, 2010. </mixed-citation>
</ref>
<ref id="ref3">
<label>3</label><mixed-citation publication-type="other" xlink:type="simple"> Cohen, R A. and Schultz, D M.: Contraction rate and its relationship to frontogenesis, the Lyapunov exponent, fluid trapping, and airstream boundaries, Mon. Weather Rev., 133, 1353–1369, 2005. </mixed-citation>
</ref>
<ref id="ref4">
<label>4</label><mixed-citation publication-type="other" xlink:type="simple"> ~Coulliette, C. and~Wiggins, S.: Coulliette, C. and Wiggins, S.: Intergyre transport in a wind-driven, quasigeostrophic double gyre: An application of lobe dynamics, Nonlin. Processes Geophys., 7, 59-85, http://dx.doi.org/10.5194/npg-7-59-2000doi:10.5194/npg-7-59-2000, 2000. </mixed-citation>
</ref>
<ref id="ref5">
<label>5</label><mixed-citation publication-type="other" xlink:type="simple"> Davis, C A. and Ahijevych, D A.: Mesoscale structural evolution of three tropical weather systems observed during PREDICT, J. Atmos. Sci., 69, 1284-1305, 2011. </mixed-citation>
</ref>
<ref id="ref6">
<label>6</label><mixed-citation publication-type="other" xlink:type="simple"> ~d&apos;Ovidio, F.,~Fernandez, V., and~Hernandez-Garcia, E.: Mixing structures in the mediterranean sea from finite-size Lyapunov exponents. Geophy. Res. Lett., 31, L17203, http://dx.doi.org/10.1029/2004GL020328doi:10.1029/2004GL020328, 2004. </mixed-citation>
</ref>
<ref id="ref7">
<label>7</label><mixed-citation publication-type="other" xlink:type="simple"> d&apos;Ovidio, F.,~Isern-Fontanet, J.,~Lopez, C.,~Hernandez-Garcia, E., and ~Garcia-Ladona, E.: Comparison between Eulerian diagnostics and finite-size Lyapunov exponents computed from altimetry in the algerian basin, Deep-Sea Res. I, 56, 15–31, 2009. </mixed-citation>
</ref>
<ref id="ref8">
<label>8</label><mixed-citation publication-type="other" xlink:type="simple"> Duan, J. and~Wiggins, S.: Fluid exchange across a meandering jet with quasiperiodic variability, J. Phys. Oceanogr., 26, 1176–1188, 1996. </mixed-citation>
</ref>
<ref id="ref9">
<label>9</label><mixed-citation publication-type="other" xlink:type="simple"> Dunkerton, T. J., Montgomery, M. T., and Wang, Z.: Tropical cyclogenesis in a tropical wave critical layer: Easterly waves, Atmos. Chem. Phys., 9, 5587–5646, http://dx.doi.org/10.5194/acp-9-5587-2009doi:10.5194/acp-9-5587-2009, 2009. </mixed-citation>
</ref>
<ref id="ref10">
<label>10</label><mixed-citation publication-type="other" xlink:type="simple"> Evans, C.,~Archambault, H.,~Cordeira, J.,~Fritz, C., Galarneau~Jr., T J., Gjorgjievska, S.,~Griffin, A.,~Johnson, K.,~Komaromi, W.,~Monette, S., Muradyan, P.,~Murphy, B.,~Riemer, M.,~Sears, J.,~Stern, D.,~Tang, B., and Thompson, S.: The pre-depression investigation of cloud-sytems in the tropics (PREDICT) field campaign: Perspectives of early career scientists, B. Am. Meteor. Soc., 173–187, http://dx.doi.org/10.1175/BAMS-D-11-00024.1doi:10.1175/BAMS-D-11-00024.1, 2011. </mixed-citation>
</ref>
<ref id="ref11">
<label>11</label><mixed-citation publication-type="other" xlink:type="simple"> Haller, G.: Finding finite-time invariant manifolds in two-dimensional velocity fields, Chaos, 10, 99–108, 2000. </mixed-citation>
</ref>
<ref id="ref12">
<label>12</label><mixed-citation publication-type="other" xlink:type="simple"> Haller, G.: Distinguished material surfaces and coherent structures in three-dimensional fluid flows, Phys. D, 149, 248–277, 2001. </mixed-citation>
</ref>
<ref id="ref13">
<label>13</label><mixed-citation publication-type="other" xlink:type="simple"> Haller, G.: Lagrangian coherent structures from approximate velocity data. Phys. Fluids, 14:1851–1861, 2002. </mixed-citation>
</ref>
<ref id="ref14">
<label>14</label><mixed-citation publication-type="other" xlink:type="simple"> Haller, G.: An objective view of a vortex. J. Fluid Mechanics, 525:1–26, 2005. </mixed-citation>
</ref>
<ref id="ref15">
<label>15</label><mixed-citation publication-type="other" xlink:type="simple"> Haller, G.: A variational theory of hyperbolic Lagrangian Coherent Structures, Phys. D, 240, 574–598, 2011. </mixed-citation>
</ref>
<ref id="ref16">
<label>16</label><mixed-citation publication-type="other" xlink:type="simple"> Haller, G. and~Poje, A.: Finite time transport in aperiodic flows. Physica D, 119:352–380, 1997. </mixed-citation>
</ref>
<ref id="ref17">
<label>17</label><mixed-citation publication-type="other" xlink:type="simple"> Haller, G. and~Yuan, G.: Lagrangian coherent structures and mixing in two-dimensional turbulence, Phys. D, 147, 352–370, 2000. </mixed-citation>
</ref>
<ref id="ref18">
<label>18</label><mixed-citation publication-type="other" xlink:type="simple"> Holton, J R.: An Introduction to Dynamic Meteorology, edited by: Dmowska, R., Holton, J. R., and Rossby, H. T., Elsevier Academic Press, 535 pp., 2004. </mixed-citation>
</ref>
<ref id="ref19">
<label>19</label><mixed-citation publication-type="other" xlink:type="simple"> Houze Jr., R A., Lee, W C., and Bell, M M.: Convective contribution to the genesis of Hurricane Ophelia (2005). Mon. Weather Rev. 137, 2778–2800, 2009. </mixed-citation>
</ref>
<ref id="ref20">
<label>20</label><mixed-citation publication-type="other" xlink:type="simple"> Hua, B L. and Klein, P.: An exact criterion for the stirring properties of nearly two-dimensional turbulence, Phys. D, 113, 98–110, 1998. </mixed-citation>
</ref>
<ref id="ref21">
<label>21</label><mixed-citation publication-type="other" xlink:type="simple"> ~Huber, M., McWilliams, J C., and Ghil, M.: A climatology of turbulent dispersion in the troposphere, J. Atmos. Sci., 58, 2377–2394, 2001. </mixed-citation>
</ref>
<ref id="ref22">
<label>22</label><mixed-citation publication-type="other" xlink:type="simple"> Ide, K., Small, D., and Wiggins, S.: Distinguished hyperbolic trajectories in time-dependent fluid flows: analytical and computational approach for velocity fields defined as data sets, Nonlin. Processes Geophys., 9, 237–263, http://dx.doi.org/10.5194/npg-9-237-2002doi:10.5194/npg-9-237-2002, 2002. </mixed-citation>
</ref>
<ref id="ref23">
<label>23</label><mixed-citation publication-type="other" xlink:type="simple"> T.Y Koh and B Legras. Hyperbolic lines and the stratospheric polar vortex, Chaos, 2, 382–394, 2002. </mixed-citation>
</ref>
<ref id="ref24">
<label>24</label><mixed-citation publication-type="other" xlink:type="simple"> Koh, T Y. and~Plumb, R A.: Lobe dynamics applied to barotropic Rossby-wave breaking, Phys. Fluids, 12, 1518–1528, 2000. </mixed-citation>
</ref>
<ref id="ref25">
<label>25</label><mixed-citation publication-type="other" xlink:type="simple"> Joseph, B. and~Legras, B.: Relation between kinematic boundaries, stirring, and barriers for the Antarctic polar vortex, J. Atmos. Sci., 59, 1198–1212, 2002. </mixed-citation>
</ref>
<ref id="ref26">
<label>26</label><mixed-citation publication-type="other" xlink:type="simple"> G Kilroy and R K Smith A numerical study of rotating convection during tropical cyclogenesis, Q. J. Roy. Meteorol. Soc., http://dx.doi.org/10.1002/qj.2022doi:10.1002/qj.2022, 2012. </mixed-citation>
</ref>
<ref id="ref27">
<label>27</label><mixed-citation publication-type="other" xlink:type="simple"> ~Lapeyre, G.,~Klein, P., and~Hua, L.: Does the tracer gradient vector align with the strain eigenvectors in 2D turbulence?, Phys. Fluids, 11, 3729–3737, 1999. </mixed-citation>
</ref>
<ref id="ref28">
<label>28</label><mixed-citation publication-type="other" xlink:type="simple"> ~Lukovitch, J. and~Sheperd, T.: Stirring and mixing in two-dimensional divergent flow, J. Atmos. Sci., 62, 3933–3954, 2005. </mixed-citation>
</ref>
<ref id="ref29">
<label>29</label><mixed-citation publication-type="other" xlink:type="simple"> Malhotra, N. and~Wiggins, S.: Geometric structures, lobe dynamics, and Lagrangian transport in flows with aperiodic time-dependence, with applications to Rossby wave flow, J. Nonlinear Sci., 8, 401–456, 1999. </mixed-citation>
</ref>
<ref id="ref30">
<label>30</label><mixed-citation publication-type="other" xlink:type="simple"> Mancho, A M.,~Small, D.,~Wiggins, S., and~Ide, K.: Computation of stable and unstable manifolds of hyperbolic trajectories in two-dimensional, aperiodically time-dependent vector fields, Phys. D, 182, 188–222, 2003. </mixed-citation>
</ref>
<ref id="ref31">
<label>31</label><mixed-citation publication-type="other" xlink:type="simple"> Mancho, A. M., Small, D., and Wiggins, S.: Computation of hyperbolic trajectories and their stable and unstable manifolds for oceanographic flows represented as data sets, Nonlin. Processes Geophys., 11, 17–33, http://dx.doi.org/10.5194/npg-11-17-2004doi:10.5194/npg-11-17-2004, 2004. </mixed-citation>
</ref>
<ref id="ref32">
<label>32</label><mixed-citation publication-type="other" xlink:type="simple"> Montgomery, M T.,~Davis, C., Dunkerton, T J.,~Wang, Z.,~Velden, C.,~Torn, R., Majumdar, S J.,~Zhang, F., Smith, R K.,~Bosart, L., Bell, J S.,~Haase, M M., ~Heymsfield, A.,~Jensen, J.,~Campos, T., and Boothe, M A.: The pre-depression investigation of cloud systems in the tropics (PREDICT) experiment: Scientific basis, new analysis tools and some first results, B. Am. Meteorol. Soc., 93, 153–172, 2012. </mixed-citation>
</ref>
<ref id="ref33">
<label>33</label><mixed-citation publication-type="other" xlink:type="simple"> O&apos;Farrell, C. and Dabiri, J O.: A Lagrangian approach to identifying vortex pinch-off, Chaos, 20, 1–9, 2010. </mixed-citation>
</ref>
<ref id="ref34">
<label>34</label><mixed-citation publication-type="other" xlink:type="simple"> Ottino, J M.: The kinematics of mixing: stretching, chaos, and transport, Cambridge University Press, 364 pp., 1990. </mixed-citation>
</ref>
<ref id="ref35">
<label>35</label><mixed-citation publication-type="other" xlink:type="simple"> Pierrehumbert, R T.: Large scale horizontal mixing in planetary atmospheres, Phys. Fluids A, 3, 1250–1260, 1991. </mixed-citation>
</ref>
<ref id="ref36">
<label>36</label><mixed-citation publication-type="other" xlink:type="simple"> Reasor, P D., Montgomery, M T., and Bosart, L.: Mesoscale observations of the genesis of Hurricane Dolly (1996), J. Atmos. Sci., 62, 3151–317, 2005. </mixed-citation>
</ref>
<ref id="ref37">
<label>37</label><mixed-citation publication-type="other" xlink:type="simple"> Riemer, M. and Montgomery, M. T.: Simple kinematic models for the environmental interaction of tropical cyclones in vertical wind shear, Atmos. Chem. Phys., 11, 9395–9414, http://dx.doi.org/10.5194/acp-11-9395-2011doi:10.5194/acp-11-9395-2011, 2011. </mixed-citation>
</ref>
<ref id="ref38">
<label>38</label><mixed-citation publication-type="other" xlink:type="simple"> Rogerson, A M., Miller, P D., Pratt, J L., and Jones, C K R T.: Lagrangian motion and fluid exchange in a barotropic meandering jet, J. Phys. Oceanogr., 29, 2635–2655, 1999. </mixed-citation>
</ref>
<ref id="ref39">
<label>39</label><mixed-citation publication-type="other" xlink:type="simple"> ~Rutherford, B. and~Dangelmayr, G.: A 3D Lagrangian hurricane eye-eyewall computation, Q. J. Roy. Meteor. Soc., 136, 1931–1944, 2010. </mixed-citation>
</ref>
<ref id="ref40">
<label>40</label><mixed-citation publication-type="other" xlink:type="simple"> Rutherford, B., Dangelmayr, G., and Montgomery, M. T.: Lagrangian coherent structures in tropical cyclone intensification, Atmos. Chem. Phys., 12, 5483–5507, http://dx.doi.org/10.5194/acp-12-5483-2012doi:10.5194/acp-12-5483-2012, 2012. </mixed-citation>
</ref>
<ref id="ref41">
<label>41</label><mixed-citation publication-type="other" xlink:type="simple"> ~Salman, H.,~Ide, K., and Jones, C K R T.: Using flow geometry for drifter deployment in Lagrangian data assimilation, Tellus A., 60, 321–335, 2008. </mixed-citation>
</ref>
<ref id="ref42">
<label>42</label><mixed-citation publication-type="other" xlink:type="simple"> Schubert, W H., Montgomery, M T., Taft, R K., Guinn, T A., Fulton, S R., Kossin, J P., and Edwards, J P.: Polygonal eyewalls, asymmetric eye contraction, and potential vorticity mixing in hurricanes, J. Atmos. Sci., 56, 1197–1223, 1999. </mixed-citation>
</ref>
<ref id="ref43">
<label>43</label><mixed-citation publication-type="other" xlink:type="simple"> Shadden, S.: A dynamical systems approach to unsteady flows. PhD thesis, California Institute of Technology, CA, USA, 2006. </mixed-citation>
</ref>
<ref id="ref44">
<label>44</label><mixed-citation publication-type="other" xlink:type="simple"> Shadden, S C.,~Lekien, F., and Marsden, J E.: Definition and properties of Lagrangian coherent structures from finite-time Lyapunov exponents in two-dimensional aperiodic flows, Phys. D, 212, 271–304, 2005. </mixed-citation>
</ref>
<ref id="ref45">
<label>45</label><mixed-citation publication-type="other" xlink:type="simple"> Smith, R K. and Montgomery, M T.: Observations of the convective environment in developing and non-developing tropical disturbances, Q. J. Roy. Meteor. Soc., 138, 1721–1739, 2012. </mixed-citation>
</ref>
<ref id="ref46">
<label>46</label><mixed-citation publication-type="other" xlink:type="simple"> Tang, W.,~Mathur, M.,~Haller, G.,~Hahn, D., and~Ruggiero, F.: Lagrangian coherent structures near a subtropical jet stream, J. Atmos. Sci., 67, 2307–2319, 2009. </mixed-citation>
</ref>
<ref id="ref47">
<label>47</label><mixed-citation publication-type="other" xlink:type="simple"> Wang, Z.: Thermodynamic aspects of tropical cyclone formation, J. Atmos. Sci., 69, 2433–2451, http://dx.doi.org/10.1175/JAS-D-11-0298.1doi:10.1175/JAS-D-11-0298.1, 2012. </mixed-citation>
</ref>
<ref id="ref48">
<label>48</label><mixed-citation publication-type="other" xlink:type="simple"> Weiss, J B. and~Provenzale, A.: Transport and mixing in geophysical flows, Springer, New York, USA, 261 pp., 2008. </mixed-citation>
</ref>
</ref-list>
</back>
</article>