Article | REF: AF4515 V1

Inverse methods and parameter estimation. Part 1

Authors: Daniel PETIT, Denis MAILLET

Publication date: January 10, 2008, Review date: October 21, 2019

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ABSTRACT

Through the observation of the consequences of a problem, inverse methods are defined as methods which allow for discovering causes and unknown measurable variables. They are thus named in opposition to the so called "direct" methods. The terminology is firstly detailed and inverse problems are then explained. The point of view of the user of the inverse method is then envisaged in order to study the various inverse methods (linear-model inversion and non-linear model inversion).

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AUTHORS

  • Daniel PETIT: Professor at the École nationale supérieure de mécanique et d'aérotechnique ENSMA - Laboratoire d'Études Thermiques LET, UMR CNRS 6608

  • Denis MAILLET: Professor at the Institut national polytechnique de Lorraine INPL - Laboratory of energetics and theoretical and applied mechanics LEMTA, Nancy University & CNRS

 INTRODUCTION

Inverse techniques are defined as methods for tracing unknown causes or influencing variables by observing their consequences. By their very name, they are opposed to "direct" methods.

We can illustrate the difference between direct and inverse methods by taking an example from mechanics: we know how to calculate the velocity at any instant of a material point of mass m subjected to a known force, if its initial position and velocity are given (this is the direct problem). One of the corresponding inverse problems is as follows: from the measurement of the positions (or velocities) of this material point, how can we "trace back" to the force that set it in motion?

These inverse problem-solving methods and their applications are currently being developed in various areas of physics. Generic tools exist for all fields, as do appropriate methodologies that go beyond mathematical formalism alone. These make it possible to revisit the experiment-model relationship.

We're going to look at reverse engineering from the point of view of the inverter's objective. Indeed, it is the latter that will dictate its approach. This approach has been developed within the thermal engineering community, see in particular the work [8][9] of the METTI Group of the Société Française de Thermique.

These inverse techniques are the subject of two dossiers [AF 4 515] and [AF 4 516] which are not independent of each other. Please refer to [Doc. AF 4 516] for bibliographical references.

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Inverse techniques and parameter estimation. Part 1