<?xml version="1.0" encoding="UTF-8"?><lom:lom xmlns:lom="http://ltsc.ieee.org/xsd/LOM" xmlns:lomfr="http://www.lom-fr.fr/xsd/LOMFR" xmlns:unit="http://www.unit.eu/xsd/LOM">
<lom:general>
<lom:identifier>
<lom:catalog>URI</lom:catalog>
<lom:entry>http://ori.unit-c.fr/uid/unit-ori-wf-1-7149</lom:entry>
</lom:identifier>
<lom:title>
<lom:string language="fre">Multiscale Analysis: Methods of Analysis (An Introduction to Complex Systems in Environment)</lom:string>
</lom:title>
<lom:language>fre</lom:language>
<lom:description>
<lom:string language="fre">We gave in the courses Multifractal the meaning of the universal multifractal (UM) parameters and , in this courses we will introduce some techniques of estimation of UM parameters based on the scale invariance property of geophysical fields. The first method is the Trace Moment (TM) method which uses the allows to estimate the statistical moment function in the first step and after that to estimate the UM parameters either by the geometrical characteristic of the function or by its mathematical proprieties. The second method, called the Double Trace Moment which is a generalization of the TM method will be introduced and some of its characteristics will be highlighted. We introduce also the Structure Function Analysis which allows us to study the statistics of a non conservative field and estimate the different scaling exponent. In this courses we will also introduce the Empirical Modal Decomposition in order to separate the effects of large scale on the smallest one, which can affect the estimation of the UM parameters.
Module 8 of the course set "An Introduction to Complex Systems in Environment"</lom:string>
</lom:description>
<lom:keyword>
<lom:string language="fre">complex systems in environment</lom:string>
</lom:keyword>
<lom:keyword>
<lom:string language="fre">environmental engineering</lom:string>
</lom:keyword>
<lom:keyword>
<lom:string language="fre">methods of analysis</lom:string>
</lom:keyword>
<lom:keyword>
<lom:string language="fre">multifractal</lom:string>
</lom:keyword>
<lom:keyword>
<lom:string language="fre">trace moments</lom:string>
</lom:keyword>
<lom:keyword>
<lom:string language="fre">double trace moments</lom:string>
</lom:keyword>
<lom:keyword>
<lom:string language="fre">ingénierie de l'environnement</lom:string>
</lom:keyword>
<lom:keyword>
<lom:string language="fre">système complexe</lom:string>
</lom:keyword><lom:keyword>
<lom:string language="fre">Probability Distribution Multiple Scaling</lom:string>
</lom:keyword><lom:keyword>
<lom:string language="fre">Empirical Modal Decomposition</lom:string>
</lom:keyword>
<lom:structure>
<lom:source>LOMv1.0</lom:source>
<lom:value>linear</lom:value>
</lom:structure>
<lom:aggregationLevel>
<lom:source>LOMv1.0</lom:source>
<lom:value>4</lom:value>
</lom:aggregationLevel>
<lomfr:documentType>
<lomfr:source>LOMv1.0</lomfr:source>
<lomfr:value>texte</lomfr:value>
</lomfr:documentType>
<lomfr:documentType>
<lomfr:source>LOMv1.0</lomfr:source>
<lomfr:value>image</lomfr:value>
</lomfr:documentType>
<lomfr:documentType>
<lomfr:source>LOMv1.0</lomfr:source>
<lomfr:value>ressource interactive</lomfr:value>
</lomfr:documentType>
</lom:general>
<lom:lifeCycle>
<lom:contribute>
<lom:role>
<lom:source>LOMv1.0</lom:source>
<lom:value>author</lom:value>
</lom:role>
<lom:entity>BEGIN:VCARD
VERSION:3.0
N:MEZEMATE;Yacine;;;
FN:Yacine MEZEMATE
EMAIL;TYPE=INTERNET:
ORG:Ecole des Ponts ParisTech
END:VCARD</lom:entity>
<lom:date>
<lom:dateTime>2017-04-14</lom:dateTime>
</lom:date>
</lom:contribute>
<lom:contribute>
<lom:role>
<lom:source>LOMv1.0</lom:source>
<lom:value>author</lom:value>
</lom:role>
<lom:entity>BEGIN:VCARD
VERSION:3.0
N:SCHERTZER;Daniel;;;
FN:Daniel SCHERTZER
EMAIL;TYPE=INTERNET:
ORG:Ecole des Ponts ParisTech
END:VCARD</lom:entity>
<lom:date>
<lom:dateTime>2017-04-14</lom:dateTime>
</lom:date>
</lom:contribute>
<lom:contribute>
<lom:role>
<lom:source>LOMv1.0</lom:source>
<lom:value>publisher</lom:value>
</lom:role>
<lom:entity>BEGIN:VCARD
VERSION:3.0
N:Ecole des Ponts ParisTech;;;;
FN:Ecole des Ponts ParisTech
EMAIL;TYPE=INTERNET:
ORG:ENPC
END:VCARD</lom:entity>
<lom:date>
<lom:dateTime>2017-04-14</lom:dateTime>
</lom:date>
</lom:contribute>
<lom:contribute>
<lom:role>
<lom:source>LOMv1.0</lom:source>
<lom:value>publisher</lom:value>
</lom:role>
<lom:entity>BEGIN:VCARD
VERSION:3.0
N:UNIT;;;;
FN:UNIT
EMAIL;TYPE=INTERNET:
ORG:UNIT
END:VCARD</lom:entity>
<lom:date>
<lom:dateTime>2017-04-14</lom:dateTime>
</lom:date>
</lom:contribute>
</lom:lifeCycle>
<lom:metaMetadata>
<lom:identifier>
<lom:catalog>URI</lom:catalog>
<lom:entry>http://ori.unit-c.fr/uid/unit-ori-wf-1-7150</lom:entry>
</lom:identifier>
<lom:metadataSchema>LOMv1.0</lom:metadataSchema>
<lom:metadataSchema>LOMFRv1.0</lom:metadataSchema>
<lom:metadataSchema>SupLOMFRv1.0</lom:metadataSchema>
</lom:metaMetadata>
<lom:technical>
<lom:format>text/html</lom:format>
<lom:location>https://hmco.enpc.fr/UNIT_ComplexSystems/~gen/8_MultiscaleAnalysis_MethodsofAnalysis/8_MultiscaleAnalysis_MethodsofAnalysis_web.publi/web/co/8_MultiscaleAnalysis_MethodsofAnalysis_web.html</lom:location>
</lom:technical>
<lom:educational>
<lom:learningResourceType>
<lom:source>LOMv1.0</lom:source>
<lom:value>lecture</lom:value>
</lom:learningResourceType>
<lom:learningResourceType>
<lom:source>LOMv1.0</lom:source>
<lom:value>exercise</lom:value>
</lom:learningResourceType>
<lom:interactivityLevel>
<lom:source>LOMv1.0</lom:source>
<lom:value>medium</lom:value>
</lom:interactivityLevel>
<lom:intendedEndUserRole>
<lom:source>LOMv1.0</lom:source>
<lom:value>teacher</lom:value>
</lom:intendedEndUserRole>
<lom:intendedEndUserRole>
<lom:source>LOMv1.0</lom:source>
<lom:value>learner</lom:value>
</lom:intendedEndUserRole>
<lom:intendedEndUserRole>
<lom:source>LOMv1.0</lom:source>
<lom:value>manager</lom:value>
</lom:intendedEndUserRole>
<lom:context>
<lom:source>LOMv1.0</lom:source>
<lom:value>higher education</lom:value>
</lom:context>
<lom:context>
<lom:source>SupLOMFRv1.0</lom:source>
<lom:value>bac+3</lom:value>
</lom:context>
<lom:language>fre</lom:language>
</lom:educational>
<lom:rights>
<lom:cost>
<lom:source>LOMv1.0</lom:source>
<lom:value>no</lom:value>
</lom:cost>
<lom:copyrightAndOtherRestrictions>
<lom:source>LOMv1.0</lom:source>
<lom:value>yes</lom:value>
</lom:copyrightAndOtherRestrictions>
<lom:description>
<lom:string language="fre">Cet ensemble de supports pédagogiques est la propriété, à parts égales, d’UNIT et de l'École des Ponts ParisTech. Il est régi par la licence logicielle GPL, dans sa version française CeCILL
(http://www.cecill.info/licences/Licence_CeCILL-V1_VF.pdf).</lom:string>
</lom:description>
</lom:rights>
<lom:relation>
<lom:kind>
<lom:source>LOMv1.0</lom:source>
<lom:value>ispartof</lom:value>
</lom:kind>
<lom:resource>
<lom:identifier>
<lom:catalog>URI</lom:catalog>
<lom:entry>https://hmco.enpc.fr/complex-systems/</lom:entry>
</lom:identifier>
<lom:description>
<lom:string language="fre">An Introduction to Complex Systems in Environment </lom:string>
</lom:description>
</lom:resource>
</lom:relation>
<lom:classification>
<lom:purpose>
<lom:source>LOMv1.0</lom:source>
<lom:value>discipline</lom:value>
</lom:purpose>
<lom:taxonPath>
<lom:source>
<lom:string language="fre">Classification UNIT</lom:string>
</lom:source>
<lom:taxon>
<lom:id>104</lom:id>
<lom:entry>
<lom:string language="fre">Traitements de problèmes d'environnement</lom:string>
</lom:entry>
</lom:taxon>
</lom:taxonPath>
<lom:taxonPath>
<lom:source>
<lom:string language="fre">Classification UNIT</lom:string>
</lom:source>
<lom:taxon>
<lom:id>103</lom:id>
<lom:entry>
<lom:string language="fre">Problèmes d'environnement</lom:string>
</lom:entry>
</lom:taxon>
</lom:taxonPath>
</lom:classification>
<lom:classification>
<lom:purpose>
<lom:source>LOMv1.0</lom:source>
<lom:value>discipline</lom:value>
</lom:purpose>
<lom:taxonPath>
<lom:source>
<lom:string language="fre">CDD 22e éd.</lom:string>
</lom:source>
<lom:taxon>
<lom:id>628.1</lom:id>
<lom:entry>
<lom:string language="fre">Techniques sanitaires et urbaines : approvisionnement en eau</lom:string>
</lom:entry>
</lom:taxon>
</lom:taxonPath>
<lom:taxonPath>
<lom:source>
<lom:string language="fre">CDD 22e éd.</lom:string>
</lom:source>
<lom:taxon>
<lom:id>628.5</lom:id>
<lom:entry>
<lom:string language="fre">Contrôle de la pollution et techniques d'hygiène industrielle : sites pollués, sols, air</lom:string>
</lom:entry>
</lom:taxon>
</lom:taxonPath>
<lom:taxonPath>
<lom:source>
<lom:string language="fre">CDD 22e éd.</lom:string>
</lom:source>
<lom:taxon>
<lom:id>363.7</lom:id>
<lom:entry>
<lom:string language="fre">Déchets, pollutions, polluants, bruit</lom:string>
</lom:entry>
</lom:taxon>
</lom:taxonPath>
</lom:classification>
<lom:classification>
<lom:purpose>
<lom:source>LOMv1.0</lom:source>
<lom:value>security level</lom:value>
</lom:purpose>
<lom:taxonPath>
<lom:source>
<lom:string language="fre">Projet OCW France</lom:string>
</lom:source>
<lom:taxon>
<lom:id>tag-ocw</lom:id>
<lom:entry>
<lom:string language="fre">Catalogue OCWC</lom:string>
</lom:entry>
</lom:taxon>
</lom:taxonPath>
</lom:classification>
<unit:unit>
<unit:unitTag>home-example</unit:unitTag>
<unit:unitTag>unit-cofinance</unit:unitTag>
</unit:unit>
</lom:lom>