An Improved Eulerian Approach for the Finite Time Lyapunov Exponent
We propose a new Eulerian numerical approach to compute the Jacobian of flow maps in continuous dynamical systems and subsequently the so-called finite time Lyapunov exponent (FTLE) for Lagrangian coherent structure extraction. The original approach computes the flow map and then numerically determi...
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Veröffentlicht in: | Journal of scientific computing 2018-09, Vol.76 (3), p.1407-1435 |
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creator | You, Guoqiao Leung, Shingyu |
description | We propose a new Eulerian numerical approach to compute the Jacobian of flow maps in continuous dynamical systems and subsequently the so-called finite time Lyapunov exponent (FTLE) for Lagrangian coherent structure extraction. The original approach computes the flow map and then numerically determines the Jacobian of the map using finite differences. The new algorithm improves the original Eulerian formulation so that we first obtain partial differential equations for each component of the Jacobian and then solve these equations to obtain the required Jacobian. For periodic dynamical systems, based on the time doubling technique developed for computing the longtime flow map, we also propose a new efficient iterative method to compute the Jacobian of the longtime flow map. Numerical examples will demonstrate that our new proposed approach is more accurate than the original one in computing the Jacobian and thus the FTLE field, especially near the FTLE ridges. |
doi_str_mv | 10.1007/s10915-018-0669-y |
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The original approach computes the flow map and then numerically determines the Jacobian of the map using finite differences. The new algorithm improves the original Eulerian formulation so that we first obtain partial differential equations for each component of the Jacobian and then solve these equations to obtain the required Jacobian. For periodic dynamical systems, based on the time doubling technique developed for computing the longtime flow map, we also propose a new efficient iterative method to compute the Jacobian of the longtime flow map. Numerical examples will demonstrate that our new proposed approach is more accurate than the original one in computing the Jacobian and thus the FTLE field, especially near the FTLE ridges.</description><identifier>ISSN: 0885-7474</identifier><identifier>EISSN: 1573-7691</identifier><identifier>DOI: 10.1007/s10915-018-0669-y</identifier><language>eng</language><publisher>New York: Springer US</publisher><subject>Algorithms ; Computational Mathematics and Numerical Analysis ; Dynamical systems ; Flow mapping ; Iterative methods ; Liapunov exponents ; Mathematical analysis ; Mathematical and Computational Engineering ; Mathematical and Computational Physics ; Mathematics ; Mathematics and Statistics ; Methods ; Numerical analysis ; Ordinary differential equations ; Partial differential equations ; Theoretical ; Velocity</subject><ispartof>Journal of scientific computing, 2018-09, Vol.76 (3), p.1407-1435</ispartof><rights>Springer Science+Business Media, LLC, part of Springer Nature 2018</rights><rights>Springer Science+Business Media, LLC, part of Springer Nature 2018.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c316t-837da8aa39c7c3e5de921a787761197c013a2e1dc3a9f72584b120e4c8d5bfc3</citedby><cites>FETCH-LOGICAL-c316t-837da8aa39c7c3e5de921a787761197c013a2e1dc3a9f72584b120e4c8d5bfc3</cites><orcidid>0000-0001-9413-5691</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s10915-018-0669-y$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://www.proquest.com/docview/2918313752?pq-origsite=primo$$EHTML$$P50$$Gproquest$$H</linktohtml><link.rule.ids>314,776,780,21368,27903,27904,33723,41467,42536,43784,51297,64361,64365,72215</link.rule.ids></links><search><creatorcontrib>You, Guoqiao</creatorcontrib><creatorcontrib>Leung, Shingyu</creatorcontrib><title>An Improved Eulerian Approach for the Finite Time Lyapunov Exponent</title><title>Journal of scientific computing</title><addtitle>J Sci Comput</addtitle><description>We propose a new Eulerian numerical approach to compute the Jacobian of flow maps in continuous dynamical systems and subsequently the so-called finite time Lyapunov exponent (FTLE) for Lagrangian coherent structure extraction. The original approach computes the flow map and then numerically determines the Jacobian of the map using finite differences. The new algorithm improves the original Eulerian formulation so that we first obtain partial differential equations for each component of the Jacobian and then solve these equations to obtain the required Jacobian. For periodic dynamical systems, based on the time doubling technique developed for computing the longtime flow map, we also propose a new efficient iterative method to compute the Jacobian of the longtime flow map. Numerical examples will demonstrate that our new proposed approach is more accurate than the original one in computing the Jacobian and thus the FTLE field, especially near the FTLE ridges.</description><subject>Algorithms</subject><subject>Computational Mathematics and Numerical Analysis</subject><subject>Dynamical systems</subject><subject>Flow mapping</subject><subject>Iterative methods</subject><subject>Liapunov exponents</subject><subject>Mathematical analysis</subject><subject>Mathematical and Computational Engineering</subject><subject>Mathematical and Computational Physics</subject><subject>Mathematics</subject><subject>Mathematics and Statistics</subject><subject>Methods</subject><subject>Numerical analysis</subject><subject>Ordinary differential equations</subject><subject>Partial differential equations</subject><subject>Theoretical</subject><subject>Velocity</subject><issn>0885-7474</issn><issn>1573-7691</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2018</creationdate><recordtype>article</recordtype><sourceid>AFKRA</sourceid><sourceid>AZQEC</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><sourceid>DWQXO</sourceid><sourceid>GNUQQ</sourceid><recordid>eNp1kMFKAzEQhoMoWKsP4C3gOZpJNpvkWEqrhYKX3kOazdotbXZNdov79kZW8ORpYPi_f4YPoUegz0CpfElANQhCQRFalpqMV2gGQnIiSw3XaEaVEkQWsrhFdykdKaVaaTZDy0XAm3MX24uv8Go4-djYgBdd3lh3wHUbcX_weN2Epvd415w93o62G0J7wauvrg0-9Pfopran5B9-5xzt1qvd8o1s3183y8WWOA5lTxSXlVXWcu2k415UXjOwUklZAmjpKHDLPFSOW11LJlSxB0Z94VQl9rXjc_Q01ebfPgefenNshxjyRcM0KA5cCpZTMKVcbFOKvjZdbM42jgao-VFlJlUmqzI_qsyYGTYxKWfDh49_zf9D375Va68</recordid><startdate>20180901</startdate><enddate>20180901</enddate><creator>You, Guoqiao</creator><creator>Leung, Shingyu</creator><general>Springer US</general><general>Springer Nature B.V</general><scope>AAYXX</scope><scope>CITATION</scope><scope>8FE</scope><scope>8FG</scope><scope>AFKRA</scope><scope>ARAPS</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BGLVJ</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>GNUQQ</scope><scope>HCIFZ</scope><scope>JQ2</scope><scope>K7-</scope><scope>P5Z</scope><scope>P62</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><orcidid>https://orcid.org/0000-0001-9413-5691</orcidid></search><sort><creationdate>20180901</creationdate><title>An Improved Eulerian Approach for the Finite Time Lyapunov Exponent</title><author>You, Guoqiao ; 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The original approach computes the flow map and then numerically determines the Jacobian of the map using finite differences. The new algorithm improves the original Eulerian formulation so that we first obtain partial differential equations for each component of the Jacobian and then solve these equations to obtain the required Jacobian. For periodic dynamical systems, based on the time doubling technique developed for computing the longtime flow map, we also propose a new efficient iterative method to compute the Jacobian of the longtime flow map. Numerical examples will demonstrate that our new proposed approach is more accurate than the original one in computing the Jacobian and thus the FTLE field, especially near the FTLE ridges.</abstract><cop>New York</cop><pub>Springer US</pub><doi>10.1007/s10915-018-0669-y</doi><tpages>29</tpages><orcidid>https://orcid.org/0000-0001-9413-5691</orcidid></addata></record> |
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subjects | Algorithms Computational Mathematics and Numerical Analysis Dynamical systems Flow mapping Iterative methods Liapunov exponents Mathematical analysis Mathematical and Computational Engineering Mathematical and Computational Physics Mathematics Mathematics and Statistics Methods Numerical analysis Ordinary differential equations Partial differential equations Theoretical Velocity |
title | An Improved Eulerian Approach for the Finite Time Lyapunov Exponent |
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