<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">ICA</journal-id><journal-title-group><journal-title>Intelligent Control and Automation</journal-title></journal-title-group><issn pub-type="epub">2153-0653</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ica.2013.42026</article-id><article-id pub-id-type="publisher-id">ICA-31754</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Computer Science&amp;Communications</subject></subj-group></article-categories><title-group><article-title>
 
 
  Domination in Controlled and Observed Distributed Parameter Systems
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>.</surname><given-names>Afifi</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>M.</surname><given-names>Joundi</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>E.</surname><given-names>M. Magri</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>A.</surname><given-names>El Jai</given-names></name><xref ref-type="aff" rid="aff2"><sup>2</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff2"><addr-line>MEPS-Systems Theory, University of Perpignan, Perpignan, France</addr-line></aff><aff id="aff1"><addr-line>Department of Mathematics and Computer Science, Faculty of Sciences Ain Chock, 
University of Hassan II Casablanca, Casablanca, Morocco</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>larbi_afifi@yahoo.fr(.A)</email>;<email>l.afifi@fsac.ac.ma(MJ)</email>;<email>meriemjoundi@yahoo.fr(EMM)</email>;<email>aej@univ-perp.fr(AEJ)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>24</day><month>05</month><year>2013</year></pub-date><volume>04</volume><issue>02</issue><fpage>217</fpage><lpage>226</lpage><history><date date-type="received"><day>November</day>	<month>16,</month>	<year>2012</year></date><date date-type="rev-recd"><day>December</day>	<month>23,</month>	<year>2012</year>	</date><date date-type="accepted"><day>January</day>	<month>7,</month>	<year>2013</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
  We consider and we study a general concept of domination for controlled and observed distributed systems. We give characterization results and the main properties of this notion for controlled systems, with respect to an output operator. We also examine the case of actuators and sensors. Various other situations are considered and applications are given. Then, we extend this study by comparing observed systems with respect to a control operator. Finally, we study the relationship between the notion of domination and the compensation one, in the exact and weak cases.
  
 
</p></abstract><kwd-group><kwd>Distributed Systems; Domination; Actuators; Sensors; Compensation</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>This work concerns the systems analysis and more precisely a general concept of domination. This notion consists to study the possibility of comparison or classification of systems. It was introduced firstly in [<xref ref-type="bibr" rid="scirp.31754-ref1">1</xref>] for controlled and observed lumped systems and then in [<xref ref-type="bibr" rid="scirp.31754-ref2">2</xref>] for a class of distributed parameter systems. The developed approach concerns separately the input and output operators. Various results are given and illustrated by applications and examples. A duality between the two cases is established. An extension of [<xref ref-type="bibr" rid="scirp.31754-ref2">2</xref>] to the regional case is given in [<xref ref-type="bibr" rid="scirp.31754-ref3">3</xref>]. The regional aspect of this problem is motivated by the fact that a system may dominates another one in a region<img src="11-7900240\480d70be-8356-455d-b009-563a0bbb9bdb.jpg" />, but not on the whole geometrical support <img src="11-7900240\a83529be-541b-49cb-95d7-864e75d1232d.jpg" /> of the system.</p><p>Let us note that in the case of the dual notions of observability and controllability, the literature is very rich. However, the purpose is different and generally, the main problem is how to reconstruct the state of the considered system or to reach a desired state, i.e. to study if a system is (or not) observable or controllable.</p><p>In this paper, we consider and we study a more general domination problem in the case of a class of controlled and observed systems [4-6]. The developed approach depends on the different parameters of the considered systems, such their dynamics, their input and output operators. Indeed, we consider without loss of generality, a class of linear distributed systems as follows</p><disp-formula id="scirp.31754-formula26211"><label>(1)</label><graphic position="anchor" xlink:href="11-7900240\eb62e439-6357-4254-8176-633176675afa.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\4658b66d-912e-455d-92b3-c6f07b7e95db.jpg" /> generates a strongly continuous semi-group</p><p>(s.c.s.g.) <img src="11-7900240\f987b99f-2813-4142-8105-37a9b76944f4.jpg" />on the state<img src="11-7900240\a4c0cdae-71d9-46b4-9dba-36fedb2570ad.jpg" />.<img src="11-7900240\0c3dc360-3eee-4350-83ae-9844720757ce.jpg" />,</p><p><img src="11-7900240\f8a0fd97-d6a3-4cb5-ba1d-9fd28aa2176a.jpg" /><img src="11-7900240\6e934a7a-1b72-4538-83ac-4b2b2afd7c74.jpg" />and <img src="11-7900240\322c1941-83ba-4647-a608-05cf67f5f65b.jpg" /> are respectively the state and the control spaces, assumed to be Hilbert spaces. The system (1) is augmented with the following output equation</p><disp-formula id="scirp.31754-formula26212"><label>(2)</label><graphic position="anchor" xlink:href="11-7900240\1155c52d-e2f6-41e3-b238-a91d039f22ef.jpg"  xlink:type="simple"/></disp-formula><p>with<img src="11-7900240\54073c57-5c10-4869-9d21-2b6408a3d03e.jpg" />, <img src="11-7900240\11ef6669-3d59-40ab-a68c-60dc07953e3f.jpg" />is the observation space, a Hilbert space. The operator <img src="11-7900240\467a7f73-824d-4afb-b632-6e0a26c13b4f.jpg" /> is the dynamics of the system, the operators <img src="11-7900240\a3b4552b-a228-4fd0-be1e-f53bdec2e8b6.jpg" /> and <img src="11-7900240\c5a574b2-1804-4575-a480-435d2ccae68b.jpg" /> are respectively the input and output operators. The state <img src="11-7900240\a5087f6c-39ff-4985-af12-97deacae8ae3.jpg" /> of the system at time <img src="11-7900240\40b20543-3e51-423a-9d6a-ae5adcabebe2.jpg" /> is given by</p><disp-formula id="scirp.31754-formula26213"><label>(3)</label><graphic position="anchor" xlink:href="11-7900240\29d7f034-1844-4116-b1f2-0e60f14f1e59.jpg"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.31754-formula26214"><label>(4)</label><graphic position="anchor" xlink:href="11-7900240\d1ea465e-cf8b-42d7-9b40-73ff3c93c361.jpg"  xlink:type="simple"/></disp-formula><p>and the observation by</p><disp-formula id="scirp.31754-formula26215"><label>(5)</label><graphic position="anchor" xlink:href="11-7900240\f7af4c52-28fc-4b17-b8ee-bcf3a928a95c.jpg"  xlink:type="simple"/></disp-formula><p>The first problem consists to study a possible comparison of controlled systems as system (1), with respect to an output operator<img src="11-7900240\cbaba356-b90c-4ad2-8a99-59f903ca9d58.jpg" />. We give the main properties and characterization results. The case of sensors and actuators is also examined. Illustrative examples and applications are presented and various other situations are examined.</p><p>Then, an analogous study concerning the domination of observed systems, with respect to an input operator<img src="11-7900240\f4142e80-924a-4429-915e-b0190aca8289.jpg" />, is given. Finally, we study the relationship between the notion of domination and the compensation problem [7,8].</p></sec><sec id="s2"><title>2. Domination for Controlled Systems</title><sec id="s2_1"><title>2.1. Problem Statement and Definitions</title><p>We consider the following linear distributed systems</p><disp-formula id="scirp.31754-formula26216"><label>(6)</label><graphic position="anchor" xlink:href="11-7900240\d9a0db6f-11c3-4434-8b1e-01be549f815f.jpg"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.31754-formula26217"><label>(7)</label><graphic position="anchor" xlink:href="11-7900240\cda5d353-d7ec-484a-9d5a-e507f32984c1.jpg"  xlink:type="simple"/></disp-formula><p>where, for<img src="11-7900240\25f94d31-5d8f-4c8a-8b04-03f3cabe01ff.jpg" />; <img src="11-7900240\ae64f1d6-d59a-4ce2-9cf2-2ba2c3e509f3.jpg" />is a linear operator generating a s.c.s.g. <img src="11-7900240\ab239f96-d88a-425f-95c3-9b6d8e0509c7.jpg" />on the state space<img src="11-7900240\00e3819e-d3ab-4919-98a4-20daf6c977ab.jpg" />.<img src="11-7900240\40b05477-2733-408a-9e21-e472ece83556.jpg" />,</p><p><img src="11-7900240\570603e6-7c5d-4041-8fb4-e1798283ce92.jpg" />; <img src="11-7900240\6560157f-f098-4800-ba97-caed32c9e283.jpg" />is a control space. The systems <img src="11-7900240\1845397e-a9ab-4e03-9c31-51cacbbb95bc.jpg" /> and <img src="11-7900240\c8bea26b-3f57-4116-9a85-3259f46b6ad1.jpg" /> are respectively augmented with the output equations</p><p><img src="11-7900240\4d9667b8-bddb-4005-ad9c-47c1b1f51046.jpg" /></p><p>The state of <img src="11-7900240\7fb05da6-84a7-4549-b949-ca05757d920f.jpg" /> at the final time <img src="11-7900240\09ef8edb-3786-4778-89e4-66b5881e7ae4.jpg" /> is given by</p><disp-formula id="scirp.31754-formula26218"><label>(8)</label><graphic position="anchor" xlink:href="11-7900240\bef79946-d710-47b4-ab32-2218fcff9424.jpg"  xlink:type="simple"/></disp-formula><p>where</p><disp-formula id="scirp.31754-formula26219"><label>(9)</label><graphic position="anchor" xlink:href="11-7900240\e4f52546-0771-4889-a623-33ef9b9d2716.jpg"  xlink:type="simple"/></disp-formula><p>The corresponding observation at time <img src="11-7900240\28619525-6384-4c56-9955-fefd2ff0da03.jpg" /> is given by</p><disp-formula id="scirp.31754-formula26220"><label>(10)</label><graphic position="anchor" xlink:href="11-7900240\cd7dd356-f82a-4e1a-82ca-e03ace0e4a6c.jpg"  xlink:type="simple"/></disp-formula><p>The purpose is to study a possible comparison of systems <img src="11-7900240\b35f36a1-f42e-4c64-9d7a-244057961356.jpg" /> and <img src="11-7900240\0f25e619-3a18-4d64-8e28-e4d686f0865a.jpg" /> (or the input operators <img src="11-7900240\b3843341-af0b-44be-b167-7b0813d9b019.jpg" /> and <img src="11-7900240\0a55ee97-25ce-4c44-9fff-63e351001842.jpg" /> if<img src="11-7900240\63431055-0b89-402a-81e7-a2d9f07dc64c.jpg" />) with respect to the output operator<img src="11-7900240\a0264843-283b-4a35-b31e-26377eb25f09.jpg" />.</p><p>It is based on the dynamics <img src="11-7900240\41709869-1d03-4c4e-98b3-de47441fd0ac.jpg" /> and<img src="11-7900240\fceb88c4-021b-44ee-b2d6-ebb99196a8fd.jpg" />, the control operators<img src="11-7900240\81f7d45f-badd-429d-abc1-ce6d0d6e0ac2.jpg" />, <img src="11-7900240\33199fff-1e9c-4515-9b66-3490516404a2.jpg" />and the observation operator<img src="11-7900240\8d74f7e2-45d2-443b-902d-b81f278cc667.jpg" />. Without loss of generality, one can assume that <img src="11-7900240\8b3ad77c-dd36-4b1f-a4ca-7dfd0f710937.jpg" /> <img src="11-7900240\1d1fca2f-466f-4fa5-aa32-14aa677e6925.jpg" />. We introduce hereafter the corresponding notion of domination.</p><p>Definition 1. We say that</p><p>&#160;</p><p>1) <img src="11-7900240\b9f39da3-0bb8-4fef-a8a6-7ed91bed6a1c.jpg" />dominates <img src="11-7900240\e948243c-b842-4d3e-bbb8-6d409de02e36.jpg" /> (or the pair <img src="11-7900240\e997abff-eec5-4ae9-9718-b57c0bea58ce.jpg" /> dominates<img src="11-7900240\27309898-834f-48d7-8b92-7dc63b9e4638.jpg" />) exactly on <img src="11-7900240\231950fe-f89a-4835-a121-998ba2d012ea.jpg" /> with respect to the operator<img src="11-7900240\fac51bb1-caeb-4d71-a101-3a93f084f62d.jpg" />, if</p><p><img src="11-7900240\e71a320f-b8bf-45f2-8d94-240b196e9322.jpg" /></p><p>2) <img src="11-7900240\517e6e61-2a1a-4e42-9362-1142f94d9b8b.jpg" />dominates <img src="11-7900240\6f1c4659-5040-45bd-9fb2-0ae4b7791be6.jpg" /> (or the pair <img src="11-7900240\88341af6-7330-4c22-831f-054461adad77.jpg" /> dominates<img src="11-7900240\d59d99ff-2a60-459b-822b-9a0b40e7d1f5.jpg" />) weakly on<img src="11-7900240\625eae18-c1cf-4a13-b243-cce6b9819700.jpg" />, with respect to the operator<img src="11-7900240\1c97feab-418e-4f8e-92f9-2d5562340d9b.jpg" />, if</p><p><img src="11-7900240\3197800c-fb71-4bc4-a08b-874a239457d1.jpg" /></p><p>In this situation, we note respectively</p><p><img src="11-7900240\16288f7a-b08d-4aa1-a8aa-84a29b1f99c9.jpg" /></p><p>Let us give following properties and remarks :</p><p>1) Obviously, the exact domination with respect to an output operator<img src="11-7900240\87b733d8-bfbb-4791-8f3f-8c0c32ae7316.jpg" />, implies the weak one with respect to<img src="11-7900240\35fed9a2-66ab-4894-9ca4-9aa8eb49be3e.jpg" />. The converse is not true, this is shown in [<xref ref-type="bibr" rid="scirp.31754-ref2">2</xref>] for <img src="11-7900240\d18bf16c-46f8-4c3d-8e10-d06e3608fa68.jpg" /> and<img src="11-7900240\1da68c9e-eae1-447e-87a3-56aee7a35485.jpg" />).</p><p>2) If the system <img src="11-7900240\bf1109e7-4ade-4e46-89c1-32855e111435.jpg" /> is controllable exactly (respectively weakly), or equivalently</p><p><img src="11-7900240\1b3b34b0-d307-474f-a9b3-ff386fb4209e.jpg" /></p><p>then <img src="11-7900240\9f4fcb18-b22f-401e-b70b-b820d934a00f.jpg" /> dominates exactly (respectively weakly) any system<img src="11-7900240\ab46aa49-cee3-40d4-8515-4541ae68d91e.jpg" />, with respect to any output operator<img src="11-7900240\76db65ac-1435-4f92-b758-22e51a7d31ef.jpg" />.</p><p>3) In the case where<img src="11-7900240\dc69311d-9761-4de3-95aa-1683aa52d87e.jpg" />, <img src="11-7900240\15847df3-9ab8-4fe5-8a73-ba1e56942122.jpg" />dominates <img src="11-7900240\527127c9-07b1-45c6-bed2-4905e6570379.jpg" /> exactly (respectively weakly), we say simply that <img src="11-7900240\a72a94e2-bba2-4cc0-88b9-00a483b4d11c.jpg" /> dominates <img src="11-7900240\200e9829-e63b-42be-9d25-354974bd06f7.jpg" /> exactly (respectively weakly). Then, we note</p><p><img src="11-7900240\4cd3e6e3-88eb-45a4-a99c-a503be9ea7ad.jpg" /></p><p>Hence, one can consider a single system with two inputs as follows</p><disp-formula id="scirp.31754-formula26221"><label>(11)</label><graphic position="anchor" xlink:href="11-7900240\04a0198e-ca8d-47cf-8cc1-7b265cf8c926.jpg"  xlink:type="simple"/></disp-formula><p>augmented with an output equation</p><p><img src="11-7900240\1de588d5-0a7e-4d2c-b5af-64937772fe6f.jpg" /></p><p>In this case, the domination of control operators <img src="11-7900240\422206dc-6619-4325-aaae-fe390207399a.jpg" /> and <img src="11-7900240\a3cd4499-d6f3-455d-8e2a-032e4b690a3d.jpg" /> with respect to the observation operator <img src="11-7900240\cb96cb1c-2ba6-4a47-a81a-3b1e05227d5d.jpg" /> is similar. The definitions and results remain practically the same.</p><p>4) The exact or weak domination of systems (or operators) is a transitive and reflexive relation, but it is not antisymmetric. Thus, for example in the case where<img src="11-7900240\580c6d40-68a8-41d9-bcd0-30af520983d6.jpg" />, for any non-zero operator <img src="11-7900240\56a815dc-b6fa-4729-b933-fc08f16fb6ad.jpg" /> and<img src="11-7900240\1e62bf77-db0d-472f-9a77-0d48498f7bf9.jpg" />, we have1<img src="11-7900240\5b5a995c-0424-4046-a572-43aee780b443.jpg" />, even if <img src="11-7900240\3d589097-cfbf-4058-a1f8-8cebf09be69e.jpg" /> for<img src="11-7900240\260140a7-2ac9-489b-89ee-83c0f8e88091.jpg" />.</p><p>5) Concerning the relationship with the notion of remediability [7,8], we consider without loss of generality, a class of linear distributed systems described by the following state equation</p><disp-formula id="scirp.31754-formula26222"><label>(12)</label><graphic position="anchor" xlink:href="11-7900240\f28b2c32-8e1e-4080-8298-b8b4705644b7.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\7945553b-94c5-48aa-9a1d-e5e3ac523f17.jpg" /> is a known or unknown disturbance. The system (12) is augmented with the following output equation</p><disp-formula id="scirp.31754-formula26223"><label>(13)</label><graphic position="anchor" xlink:href="11-7900240\fcb91251-7d64-46a9-9fd1-e5db0d4db4c6.jpg"  xlink:type="simple"/></disp-formula><p>The state <img src="11-7900240\699681c0-379f-457e-b6d0-52d77f05b6ce.jpg" /> of the system at time <img src="11-7900240\190d11b3-cfb2-4f4a-9115-6b85423b2beb.jpg" /> is given by</p><p><img src="11-7900240\6d53755b-9781-404d-a6d6-fae69b51ebef.jpg" /></p><p>where</p><p><img src="11-7900240\b08eec16-1126-41b4-b92b-b6fc149dd03c.jpg" /></p><p>If the system (12), augmented with (13), is exactly (respectively weakly) remediable on<img src="11-7900240\22ab028d-049c-4e9a-ac68-4461c0fdb145.jpg" />, or equivalently <img src="11-7900240\1eee9d9b-1946-4684-8a13-37c614b38f8a.jpg" /> (respectively <img src="11-7900240\67214687-9182-4808-8108-3dd44edd1ffd.jpg" /></p><p><img src="11-7900240\76259fe8-cc20-4ed2-931c-1c1cca53722e.jpg" />), then <img src="11-7900240\4ed45ece-813f-47bd-bd70-d72718e3d934.jpg" /> dominates any operator <img src="11-7900240\411c5ac9-1d78-4c64-a4af-07aa43458979.jpg" /> exactly (respectively weakly) with respect to the operator<img src="11-7900240\9775b1af-ecac-4134-acda-33202664a130.jpg" />.</p><p>6) For <img src="11-7900240\eee604a4-90fd-4899-a17e-73c30de01699.jpg" /> and<img src="11-7900240\bf9ae378-18f7-4667-94d3-6e49da131fb5.jpg" />, one retrieve the particular notion of domination as in [<xref ref-type="bibr" rid="scirp.31754-ref2">2</xref>].</p><p>We give hereafter characterization results concerning the exact and weak domination.</p></sec><sec id="s2_2"><title>2.2. Characterizations</title><p>The following result gives a characterization of the exact domination with respect to the output operator<img src="11-7900240\0f392c5e-d1b1-43df-be12-7a1aec02db24.jpg" />.</p><p>Proposition 2. The following properties are equivalent 1) The system <img src="11-7900240\ea4c1f39-58c1-4555-8d26-779f517ef420.jpg" /> dominates exactly <img src="11-7900240\bbba28dc-1d04-48ff-ab7b-2b22a8e8981e.jpg" /> with respect to the operator<img src="11-7900240\6c2b950b-ada6-4344-ac2f-ac1eee8241f5.jpg" />.</p><p>2) For any<img src="11-7900240\5969bdb7-922b-4f87-904e-1e9077cee860.jpg" />, there exists <img src="11-7900240\84a5a46f-26ee-4821-af58-b66623a26448.jpg" /> <img src="11-7900240\783214d9-1b6c-471d-b12b-abede0a0dd82.jpg" /> such that</p><disp-formula id="scirp.31754-formula26224"><label>(14)</label><graphic position="anchor" xlink:href="11-7900240\e1e7facd-f7d3-4924-bee5-c3f95131c784.jpg"  xlink:type="simple"/></disp-formula><p>3) There exists <img src="11-7900240\c6621be3-66b9-4c4a-a90c-a63e9b6e1b02.jpg" /> such that for any<img src="11-7900240\45218e63-6f35-4948-8448-9de5681edd96.jpg" />, we have</p><disp-formula id="scirp.31754-formula26225"><label>(15)</label><graphic position="anchor" xlink:href="11-7900240\bd385b76-f63b-4bd3-b9b7-86103054179a.jpg"  xlink:type="simple"/></disp-formula><p>Proof.</p><p>The equivalence between i) and ii) derives from the definition.</p><p>The equivalence between ii) and iii) is a consequence of the fact that if <img src="11-7900240\bf6093d0-4780-449a-ba89-ee429af3e054.jpg" /> and <img src="11-7900240\cc388ce1-519c-4a68-86e7-005efd47d569.jpg" /> are Banach spaces; <img src="11-7900240\a446a07f-c863-4e08-bcfc-b804d65fd49f.jpg" />and <img src="11-7900240\153eeb2a-8f03-47aa-b58f-0e8bce0f76f5.jpg" /> then</p><p><img src="11-7900240\262010d1-58da-46f2-b70b-bc84bec2c44e.jpg" /></p><p>if and only if, there exists <img src="11-7900240\95253cd8-f448-41b3-9773-a6dc4a00fdbf.jpg" /> such that for any<img src="11-7900240\15b97664-7830-4999-9468-003b7ccea1b2.jpg" />, we have</p><p><img src="11-7900240\10d6d4b9-eae0-4f6e-8423-423a87fe8532.jpg" /></p><p>where<img src="11-7900240\76a1c10a-b14e-4e43-916e-1e0a16d76f89.jpg" />, <img src="11-7900240\8c8a4f8b-6d4e-46dd-a135-2e55110b2844.jpg" />and <img src="11-7900240\eb4ca4ca-d4ec-48e9-9ecb-91d24d1984dd.jpg" /> are respectively the dual spaces of<img src="11-7900240\6eca4f88-5611-43e9-ac45-b2c1332e00f8.jpg" />, <img src="11-7900240\2de5837f-9b41-456e-8b11-ceaf035ed3b2.jpg" />and<img src="11-7900240\d4972e09-6a52-4588-af94-b79799876e09.jpg" />.</p><p>Concerning the weak case, we have the following characterization result.</p><sec id="s2_2_1"><title>Proposition 3.</title><p>The system <img src="11-7900240\b236a015-1583-40a0-a031-8365cc4e2f00.jpg" /> dominates <img src="11-7900240\2c87d926-d3eb-449a-a742-fc5d55478109.jpg" /> weakly, with respect to<img src="11-7900240\15cb10da-fe04-4b33-988a-59a3263a94dd.jpg" />, if and only if</p><disp-formula id="scirp.31754-formula26226"><label>(16)</label><graphic position="anchor" xlink:href="11-7900240\c5fb9c5d-cf38-4514-8a9a-8ee58ef5c05b.jpg"  xlink:type="simple"/></disp-formula><p>Proof.</p><p>Derives from the definition and the fact that <img src="11-7900240\e9d565a5-9541-45e3-9d63-8bffbac0cf53.jpg" /> is equivalent to <img src="11-7900240\c12cd389-4c24-4114-841b-c8dcfd5023c6.jpg" /> <img src="11-7900240\03172892-9386-4fb3-8f6e-d5c40ccb671e.jpg" /></p><p>It is well known that the choice of the input operator play an important role in the controllability of a system [4-6,9-11]. Here also, the domination for controlled systems, with respect to an output operator<img src="11-7900240\ce0dff76-aa9b-40e2-88d1-466f35cfeac1.jpg" />, depends on the dynamics <img src="11-7900240\d2be6eb7-8d53-4b7e-99ef-ba2ef7cd4e18.jpg" /> and particularly on the choice of the control operators<img src="11-7900240\b669377d-4941-4041-a7c4-c9be2138d435.jpg" />. However, even if <img src="11-7900240\bf1cd323-7b4b-4284-a62f-bacc03350863.jpg" /> (with the same actuator), the pair <img src="11-7900240\4b8727cb-503e-4956-8987-848be3098cff.jpg" /> may dominates<img src="11-7900240\c1a5dc26-8644-4593-91f4-d883ebacd23d.jpg" />. This is illustrated in the the following example.</p><p>Example 4. We consider the system described by the one dimension equation</p><p><img src="11-7900240\fd76392a-c76a-45a5-8b4e-34a07a616218.jpg" /></p><p>The operator <img src="11-7900240\3f8d78cf-9230-4497-8377-e4bbf5309877.jpg" /> generates the s.c.s.g. <img src="11-7900240\c717df8a-098d-4336-bd86-168f583f17ed.jpg" />defined by</p><p><img src="11-7900240\26d55355-5731-4617-ace4-f41c3eea12bf.jpg" /></p><p>where<img src="11-7900240\de81a8b6-2c21-4c3a-bef6-04c880830505.jpg" />, with<img src="11-7900240\8174c01d-93ff-44a2-b56a-8093de4dccd7.jpg" />, is a complete system of eigenfunctions of <img src="11-7900240\17c3fa57-1eff-4137-ab60-9a3447cd3295.jpg" /> associated to the eigenvalues <img src="11-7900240\e65fe9c6-39d0-4f6c-b538-0ad3229b1aff.jpg" /> <img src="11-7900240\60535768-2b53-4856-8d39-d314f17ae6ad.jpg" />.</p><p>For<img src="11-7900240\f9dc81af-495a-483e-aa4d-d75151858f0e.jpg" />, we have</p><disp-formula id="scirp.31754-formula26227"><label>(17)</label><graphic position="anchor" xlink:href="11-7900240\13f4df35-ae9a-4445-add0-ca1aa2fb5cfb.jpg"  xlink:type="simple"/></disp-formula><p>Hence, if <img src="11-7900240\04695fe3-3879-478b-ad0a-90a602443403.jpg" /> <img src="11-7900240\9f436d82-0a14-41c0-8814-bd469d7d1e55.jpg" /> Equation (17) becomes</p><p><img src="11-7900240\ee806a61-9e7a-4e41-a7f0-56429c838f4f.jpg" /></p><p>Let <img src="11-7900240\f147dca0-c4c9-4fee-a580-1637daff7f25.jpg" /> and <img src="11-7900240\180b2e23-77f6-4174-b6aa-e63ee02a9d54.jpg" /> <img src="11-7900240\635b0514-96ed-426a-9cd4-e58724858b44.jpg" />.</p><p>The corresponding semi-groups, noted <img src="11-7900240\ba86b727-d278-42fa-b89e-199054836ef4.jpg" /> and<img src="11-7900240\29df5855-a542-46a5-9ca4-2e0d502b8761.jpg" />, are respectively defined by</p><p><img src="11-7900240\9d4d6e32-6579-412d-bb62-7d6b8fedee01.jpg" /></p><p>and</p><p><img src="11-7900240\6db153de-6f6f-41e2-9ed6-7cc27e066093.jpg" /></p><p>Then for <img src="11-7900240\9233b5ba-073a-4ac1-880e-80bd1d555134.jpg" /> with <img src="11-7900240\9344f76f-f892-4f55-9fd9-2c16b02c392e.jpg" /></p><p>1) If <img src="11-7900240\d5d0d4cc-95bd-4d73-a6e4-123f198e5f28.jpg" /> then for any<img src="11-7900240\476779e6-7810-4d2f-9a81-ad3ab03a6d64.jpg" />, we have</p><p><img src="11-7900240\45102c11-78ad-44c7-8db4-338d5f0ddf1b.jpg" /></p><p>consequently, the pair <img src="11-7900240\febecb92-39c7-47aa-8f49-91f5fef70788.jpg" /> dominates the pair <img src="11-7900240\955a2cd6-b302-4dab-8204-5043886819f5.jpg" /> exactly, and hence weakly.</p><p>2) If <img src="11-7900240\45177ecb-e129-4170-a764-276ae20663ce.jpg" /> then for any<img src="11-7900240\5f312134-e6a4-43dd-a149-a237b7417fb1.jpg" />,</p><p><img src="11-7900240\a9957634-faee-428f-a0d2-2b8d08507fc2.jpg" /></p><p>Hence, the pair <img src="11-7900240\afeea5f5-803d-4ef6-b44c-d55ea0023155.jpg" /> dominates the pair <img src="11-7900240\26e74d82-11f7-4adf-b6d4-2c5c28aa0ebf.jpg" /> exactly (and weakly).</p><p>In the next section, we examine the case of a finite number of actuators, and then the case where the observation is given by sensors.</p></sec></sec><sec id="s2_3"><title>2.3. Case of Actuators and Sensors</title><p>This section is focused on the notions of actuators and sensors [4,8,10], i.e. on input and output operators. In what follows, we assume that <img src="11-7900240\6564dd29-f9b0-4da5-935c-09f5c8c600ab.jpg" /> and, without loss of generality, we consider the analytic case where <img src="11-7900240\16d46d4b-95d9-43ef-9768-94f1dc76a633.jpg" /> and <img src="11-7900240\3874784a-1e1b-4143-819d-155db15dd0dd.jpg" /> generate respectively the s.c.s.g. <img src="11-7900240\b92e2531-dc1d-4394-a677-0e88902fff79.jpg" />and <img src="11-7900240\21a236b2-d7c6-4228-90f9-550d3948d2e1.jpg" /> defined by</p><disp-formula id="scirp.31754-formula26228"><label>(18)</label><graphic position="anchor" xlink:href="11-7900240\7ae26943-9bb4-4d4b-be02-8a5949e7bcaf.jpg"  xlink:type="simple"/></disp-formula><p>and</p><disp-formula id="scirp.31754-formula26229"><label>(19)</label><graphic position="anchor" xlink:href="11-7900240\e7902163-0c4d-4ecb-a21f-046cca7fc5fb.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\3761ac2e-f08b-4839-bc9c-dc865cd59ab6.jpg" /> is a complete orthonormal basis of eigenfunctions of<img src="11-7900240\e3322be5-00c7-45bf-ab1b-bd63532fb52e.jpg" />, associated to the real eigenvalues <img src="11-7900240\01a44355-72b4-4f99-b7d8-490e99a8cc41.jpg" /> such that<img src="11-7900240\2a69c7c2-f273-4624-bb3b-c1e973fce5b9.jpg" />; <img src="11-7900240\4c81983e-fa93-4630-b284-38ae94700c35.jpg" />is the multiplicity of<img src="11-7900240\b64126ac-a320-4603-b84d-b9cc83148735.jpg" />.</p><p><img src="11-7900240\d37e0c05-61c8-4e05-8f93-21603a8d9052.jpg" />is a complete orthonormal basis of eigenfunctions of<img src="11-7900240\ca8c8793-c974-40e5-9e96-3f800195c77a.jpg" />, associated to the real eigenvalues <img src="11-7900240\5aac107f-0858-428f-b98e-355efe6a359a.jpg" /> such that<img src="11-7900240\ce208e2b-2b8e-4b20-9701-651a10a203c0.jpg" />; <img src="11-7900240\d8f05462-9e5c-4b3a-9dd5-2e87c79c82cc.jpg" />is the multiplicity of<img src="11-7900240\f87fc71f-e677-4664-8780-febd1df666da.jpg" />.</p><sec id="s2_3_1"><title>2.3.1. Case of Actuators</title><p>In the case where <img src="11-7900240\29a15950-3c41-4a05-9980-e45bb13e4258.jpg" /> is excited by <img src="11-7900240\aa03baf3-e84b-4672-b90a-9ec2b3fd6122.jpg" /> zone actuators <img src="11-7900240\9b42cfb1-8bdc-4a75-b9b1-24dce086a496.jpg" /> , we have <img src="11-7900240\d4c7170f-1547-40a1-ac93-05d8f24d89b8.jpg" /> and</p><disp-formula id="scirp.31754-formula26230"><label>(20)</label><graphic position="anchor" xlink:href="11-7900240\6e2f3870-7c43-493f-91f3-85f3b9185535.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\1b50389d-dd0d-461c-8abc-df746faf53e3.jpg" /> and<img src="11-7900240\7499b292-4646-499a-9352-693214997121.jpg" />;</p><p><img src="11-7900240\e000c0ac-5c40-444d-ad46-a6068e8a4077.jpg" />. We have</p><disp-formula id="scirp.31754-formula26231"><label>(21)</label><graphic position="anchor" xlink:href="11-7900240\96198847-4057-48bd-82d2-088c36eb943a.jpg"  xlink:type="simple"/></disp-formula><p>By the same, if <img src="11-7900240\69c978af-5802-4499-adc2-d9d2b2619243.jpg" /> is excited by <img src="11-7900240\6caff0fd-1a84-4ff7-8b8a-307f4ae3733a.jpg" /> zone actuators<img src="11-7900240\01c200de-9e25-4621-89bd-bac93e3f5c13.jpg" />, we have <img src="11-7900240\23f8a9e8-d982-4f98-ae69-1fc9937c2156.jpg" /> and</p><disp-formula id="scirp.31754-formula26232"><label>(22)</label><graphic position="anchor" xlink:href="11-7900240\a23b0596-73e5-4916-95e1-42417df8bf42.jpg"  xlink:type="simple"/></disp-formula><p>with<img src="11-7900240\6bed25c7-9a1a-4d71-9656-2e7d074340c3.jpg" />, <img src="11-7900240\ee67792c-1b0c-4ecc-ad1e-243dda670804.jpg" />,</p><p><img src="11-7900240\a960e5f2-5c8e-466d-bf76-544112a7d72d.jpg" />and</p><disp-formula id="scirp.31754-formula26233"><label>(23)</label><graphic position="anchor" xlink:href="11-7900240\c228775e-26e9-424c-a586-65384c8f156e.jpg"  xlink:type="simple"/></disp-formula><p>As it will be seen in the next section, this leads to characterization results depending on <img src="11-7900240\57c75e2a-d732-4e53-bdd4-c5fa44ac54bc.jpg" /> and the corresponding controllability matrix, and then on the observability one in the case where the observation is given by a finite number of sensors. First, let us show the following preliminary result.</p><p>Proposition 5. We have</p><p><img src="11-7900240\070fe7d5-0f8b-4547-b1a5-b371346a0f7e.jpg" /></p><p>and</p><p><img src="11-7900240\24a34691-ccd4-4e09-98a7-b530d90c3984.jpg" /></p><p>where <img src="11-7900240\3ed49bd2-c415-48a8-86b0-10c448411fb4.jpg" /> and <img src="11-7900240\fa973912-517d-451c-9853-8aff21927cad.jpg" /> are the corresponding controllability matrices defined by</p><p><img src="11-7900240\3b35604c-0a91-4299-b08a-7ac57acb18f4.jpg" /></p><p>and</p><p><img src="11-7900240\ebdc7504-77ce-4c72-a6e0-14a86f15736a.jpg" /></p><p>Proof. We have</p><p><img src="11-7900240\51c0cede-47ff-4d93-a4ee-dedef5f91f92.jpg" /></p><p>Therefore, <img src="11-7900240\d88eec43-a698-4c6a-b7aa-68b2ee95f5e7.jpg" />if and only if</p><p><img src="11-7900240\6b4edcf4-f20d-4282-9ce9-6f30d89a73dd.jpg" /></p><p>By analyticity, this is equivalent to</p><p><img src="11-7900240\34b26035-e72c-4d6f-8829-dc4a48c93c23.jpg" /></p><p>or</p><p><img src="11-7900240\728a83e6-a397-43ce-8241-ea18e5ee7d3a.jpg" /></p><p>where</p><p><img src="11-7900240\4048da24-64fb-4471-a406-8f830890f9eb.jpg" /></p><p>The proof of the second equality of the proposition is similar.</p><p>The following result deriving from proposition 2, gives characterizations of exact and weak domination in the case of actuators.</p></sec><sec id="s2_3_2"><title>Proposition 6.</title><p>1) <img src="11-7900240\1d4cc995-bc32-4a85-a4f4-5dddc0a6baa1.jpg" />dominates <img src="11-7900240\1352b1c3-ff36-4e57-bc39-9f63ae00dc87.jpg" /> exactly with respect to the operator <img src="11-7900240\9d363be9-a5fb-4449-8af8-2c4787d734dd.jpg" /> if and only if there exists <img src="11-7900240\ce9db592-9ad3-4f55-b189-fb60ddb95b4e.jpg" /> such that for any<img src="11-7900240\dfee6e84-9ef4-4642-8c42-cc4b8a7dd65f.jpg" />, we have</p><p><img src="11-7900240\b5dd6a21-c02c-45f6-a572-bb628d430e5f.jpg" /></p><p>2) <img src="11-7900240\67a3aea3-1f7b-4a17-9d4f-339f5ba00d72.jpg" />dominates <img src="11-7900240\4b1d46fc-440c-432a-b2e9-678c5226158b.jpg" /> weakly with respect to the operator<img src="11-7900240\4aa6e0e8-9038-477b-8adb-62ec1610105c.jpg" />, if and only if for any<img src="11-7900240\c46f395d-0ef6-430f-9f1c-93d63d64ef48.jpg" />, we have</p><p><img src="11-7900240\629f355d-d1a8-4274-b889-f9b377177e3f.jpg" /></p><p>Let us note that if<img src="11-7900240\da7817d0-327a-401c-90ba-b443bdd1c6de.jpg" />, the domination concerns the operators <img src="11-7900240\1dcb8d61-0eab-49bf-857b-5aa016d540b3.jpg" /> and<img src="11-7900240\e2df30e0-e4b8-482b-8b50-71ff69084cae.jpg" />, and then the corresponding actuators. This leads to the following definition.</p><p>Definition 7. If <img src="11-7900240\9ae96d7f-b8a5-40b9-a53d-6b007da2e5c3.jpg" /> dominates <img src="11-7900240\38a4f8c1-3501-4edb-9e85-e7207a70a21e.jpg" /> exactly (respectively weakly) with respect to the operator<img src="11-7900240\6049434d-464b-4764-99b7-b71d205bb33a.jpg" />, we say that <img src="11-7900240\bf0fa819-0a7e-4582-92f1-4b61c010e9bd.jpg" /> dominate <img src="11-7900240\3672fd90-9112-4164-b7cd-dc2dfa37fa1c.jpg" /> exactly (respectively weakly) with respect to<img src="11-7900240\0ba0b9af-7c61-4567-b791-ece3749a0e1d.jpg" />.</p><p>In the usual case, the observation is given by sensors. This is examined in following section.</p></sec><sec id="s2_3_3"><title>2.3.2. Case of Sensors</title><p>Now, if the output is given by <img src="11-7900240\725a0f63-da15-4ce4-8624-7672b2067bbb.jpg" /> sensors<img src="11-7900240\1674935d-efbd-4540-a5db-ae74293f4065.jpg" />, we have</p><p><img src="11-7900240\eea3db34-1fa8-43d1-acf3-4df891bae3e1.jpg" /></p><p>and</p><p><img src="11-7900240\ecb92768-5147-4dde-a8a2-7be072cdaf91.jpg" /></p><p>We have the following proposition.</p><p>Proposition 8. <img src="11-7900240\24c94b99-7429-4e56-8183-7e73af17ea90.jpg" />dominates <img src="11-7900240\7e4a0a81-db9e-47d3-9995-4ad3d1ed84e4.jpg" /> weakly with respect to the sensors<img src="11-7900240\4eb81db2-3898-4f41-b7ae-eea946675a9b.jpg" />, if and only if</p><disp-formula id="scirp.31754-formula26234"><label>(24)</label><graphic position="anchor" xlink:href="11-7900240\77afb1e3-f746-4950-a643-b7a3d466394f.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\68ac9516-e12f-48b6-88a1-3d0e29eca44c.jpg" /> and <img src="11-7900240\e2335980-0d37-49e0-ae7a-09197f35cd78.jpg" /> are the corresponding observability matrices defined by</p><p><img src="11-7900240\4bd28c99-25c9-45bf-a884-83a22911731a.jpg" /></p><p>and</p><p><img src="11-7900240\29274abb-1543-4b89-952d-6768d12edbf1.jpg" /></p><p>Proof. <img src="11-7900240\7f6aa47e-1151-4714-9688-5630bafc1b6f.jpg" />dominates <img src="11-7900240\7433d9ae-8414-427e-8fe7-1da574e4b263.jpg" /> weakly with respect to the sensors<img src="11-7900240\d8a3130f-94eb-420e-82ca-46c9059d2d28.jpg" />, if and only if, for any<img src="11-7900240\5e6f258f-fca3-4371-a1ba-38424b396d2a.jpg" />,</p><p><img src="11-7900240\2a18f490-568f-44da-b8b8-33491a1b0982.jpg" /></p><p>implies that</p><p><img src="11-7900240\adfe565a-9900-4c30-95f3-68ea59c615f8.jpg" /></p><p>or equivalently, for any<img src="11-7900240\6c8411f7-e623-434f-bef1-38fdd97881a9.jpg" />,</p><p><img src="11-7900240\ad5004aa-05ea-4a27-8db2-b1f821275c44.jpg" /></p><p>we then have the result.</p><p>Let us give the following remarks.</p><p>1) If<img src="11-7900240\86403476-9207-43e5-a814-5ceccb2e4f02.jpg" />, we have<img src="11-7900240\3e5f9d71-f412-4bb5-981d-5392c50179b8.jpg" />, for<img src="11-7900240\f980b5f1-8d15-4297-86f9-4b5f272d7179.jpg" />.</p><p>2) One actuator may dominates <img src="11-7900240\5f59723e-d56f-4a08-9a3f-d1d9f2c73327.jpg" /> actuators<img src="11-7900240\04753a8b-6132-436a-bf0f-12f5e5435c6d.jpg" />, with respect to an output operator <img src="11-7900240\423528d6-3d49-4dee-a04a-319daffe9a56.jpg" /> (sensors).</p><p>3) In the case of one actuator and one sensor, i.e. for <img src="11-7900240\58cba500-de62-42c8-96d9-043db188f738.jpg" /> and <img src="11-7900240\293f2261-40cb-496f-a90e-cb8a2d6f9f7a.jpg" /> we have</p><p><img src="11-7900240\8fadf9f5-5b88-41df-b76e-7b456ddc0c7f.jpg" /></p><p>and</p><p><img src="11-7900240\c98640df-ed1e-4848-8de7-e50551b34bf8.jpg" /></p><p>Then</p><disp-formula id="scirp.31754-formula26235"><label>(25)</label><graphic position="anchor" xlink:href="11-7900240\e35ec876-0ed2-4501-b6cd-1b80b2dd270d.jpg"  xlink:type="simple"/></disp-formula><p>4) In the case of a finite number of sensors, the exact and weak domination are equivalent.</p></sec></sec></sec><sec id="s3"><title>3. Application to Diffusion Systems</title><p>To illustrate previous results and other specific situations, we consider without loss of generality, a class of diffusion systems described by the following parabolic equation.</p><disp-formula id="scirp.31754-formula26236"><label>(26)</label><graphic position="anchor" xlink:href="11-7900240\4a6402c2-aa4b-4d98-bee5-19849882b9f9.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\4116d791-4f42-483b-bb7f-ea45e79093d2.jpg" /> is a bounded subset of <img src="11-7900240\c7a1302a-cd73-445f-86a1-c30bf220a2f3.jpg" /> with a sufficiently regular boundary<img src="11-7900240\8b91cd7b-b235-4bc9-889e-917a06875473.jpg" />; <img src="11-7900240\1408d976-d436-462d-8324-9aedf626e4d0.jpg" />and <img src="11-7900240\ad45c2cb-e916-4e08-a469-92b08617b7b6.jpg" /> for <img src="11-7900240\ffcdfaf0-9a05-44dc-b5e2-5375e0f4d7ac.jpg" /> <img src="11-7900240\f18f2144-5cca-4e71-9ea3-9b9f9a0d73a9.jpg" /> is augmented with the output equation</p><disp-formula id="scirp.31754-formula26237"><label>(27)</label><graphic position="anchor" xlink:href="11-7900240\3814d931-9311-45bc-a6d9-e662a91faf45.jpg"  xlink:type="simple"/></disp-formula><p>We examine respectively, hereafter the case of one and two space dimension.</p><sec id="s3_1"><title>3.1. One Dimension Case</title><p>In this section, we consider the systems <img src="11-7900240\73d2814a-f84d-4096-a31f-14242035c56e.jpg" /> and <img src="11-7900240\a5c84301-5541-43d2-9b31-def14a32d7db.jpg" /> described by the following one dimension equations, with <img src="11-7900240\d5679100-ee4e-43d9-b81c-873b098ae656.jpg" /> and<img src="11-7900240\1bf34619-2154-4afc-8610-e61ea02a924a.jpg" />.</p><disp-formula id="scirp.31754-formula26238"><label>(28)</label><graphic position="anchor" xlink:href="11-7900240\d9de2610-cd1b-4a79-ba23-42541303960f.jpg"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.31754-formula26239"><label>(29)</label><graphic position="anchor" xlink:href="11-7900240\b1e160ce-fc47-4781-b568-1949929634fc.jpg"  xlink:type="simple"/></disp-formula><p><img src="11-7900240\fb48dde3-0e2d-4a6f-b276-922759336de9.jpg" />admits a complete orthonormal system of eigenfunctions <img src="11-7900240\3a480407-65f2-49ff-8d81-6bc461f9b65c.jpg" /> associated to the eigenvalues</p><p><img src="11-7900240\0ae5e0bf-6735-43a5-8f94-7bbb49023a77.jpg" />with <img src="11-7900240\bad894c3-5575-47a4-8dbc-80e37a479323.jpg" /></p><p>Each system <img src="11-7900240\d209e94f-a315-44d0-875e-a9cf23949fc0.jpg" /> is augmented with the output equation corresponding to a sensor<img src="11-7900240\529ae375-052d-4813-a5d4-0c61a85809d3.jpg" />,</p><disp-formula id="scirp.31754-formula26240"><label>(30)</label><graphic position="anchor" xlink:href="11-7900240\799de457-81a3-45ed-a515-7a251f1e9332.jpg"  xlink:type="simple"/></disp-formula><p>According to proposition 8, <img src="11-7900240\c9b985ac-1595-4a22-bf55-15f1d061a719.jpg" />dominates <img src="11-7900240\dee61216-eec5-4746-8bb5-bf6223121a82.jpg" /> with respect to the sensor<img src="11-7900240\ab9b2130-c9c2-4fff-bf1b-63a0e21b3dc1.jpg" />, if and only if,</p><disp-formula id="scirp.31754-formula26241"><label>(31)</label><graphic position="anchor" xlink:href="11-7900240\17fed67b-6b1a-4762-a6f3-0773b3e87de6.jpg"  xlink:type="simple"/></disp-formula><p>Let <img src="11-7900240\9aa70eb6-f5d8-49cc-8475-6e861a7da420.jpg" /> such that <img src="11-7900240\2e64926b-34ad-496a-8ede-193a04dcea70.jpg" /> We suppose that <img src="11-7900240\d683d4b6-6ab1-4dcf-a43d-f7e590254032.jpg" /> and <img src="11-7900240\5bd92457-e349-4666-8a71-3d67064a3799.jpg" /> are respectively excited by the actuators <img src="11-7900240\3a03e9b7-3aa2-4eb2-98b2-30a19e15528d.jpg" /> and<img src="11-7900240\5d8d5d49-0afc-4433-a624-e71e80e55994.jpg" />, i.e. <img src="11-7900240\d83402ef-9953-4710-95b1-48d40c721b0e.jpg" />and<img src="11-7900240\3dac572a-161d-4708-b229-1649e15018ef.jpg" />.</p><p>Then</p><p>• <img src="11-7900240\5b3676a0-3506-443e-bf70-ad9c64f8e3a7.jpg" />dominates <img src="11-7900240\7318d34d-85c4-4287-8432-56bad006f9aa.jpg" /> with respect to the sensor <img src="11-7900240\3a38efc4-68fe-4f33-b33e-5c18774c4877.jpg" /> and</p><p>• <img src="11-7900240\75186eee-2e59-4e18-9e75-8ca0a01e544a.jpg" />dominates <img src="11-7900240\7f33afdf-ac85-4483-a388-e28ab183306e.jpg" /> with respect to the sensor <img src="11-7900240\0f5eaf62-3a8c-47f6-9332-ad00fafbbee1.jpg" /></p><p>Let us also note that in the one dimension case, any operators <img src="11-7900240\e2cac54c-d7bd-4096-aea1-057f14c3e8a1.jpg" /> and <img src="11-7900240\e0834f07-44ef-4d73-9fd2-d60c2c90a8f6.jpg" /> are comparable. this is not always possible in the two-dimension case which will be examined in the next section.</p></sec><sec id="s3_2"><title>3.2. Two Dimension Case</title><p>Now, we consider the case where <img src="11-7900240\2d8c3ee9-5d09-4eeb-a4bf-172f7b413e22.jpg" /> and the systems described by the following equations</p><p><img src="11-7900240\8fa00a62-d9c3-4e7b-b724-1e3659552287.jpg" /></p><p><img src="11-7900240\84601c4c-4dee-4a8a-887b-0d7a1737d738.jpg" /></p><p>Here, we have <img src="11-7900240\ef642dc5-d8c3-4db1-acc6-e5918eace798.jpg" /> and<img src="11-7900240\c10b4bcf-e556-4700-927b-93cb01e6d51f.jpg" />for <img src="11-7900240\e950a3a1-560c-42ba-8dde-75a2465cbc7c.jpg" /> <img src="11-7900240\7d143eb4-e040-4434-a8d5-134d1da123c1.jpg" /> admits a complete orthonormal system of eigenfunctions <img src="11-7900240\caec2287-92b3-4304-af59-c6106e874f68.jpg" /> associated to the eigenvalues <img src="11-7900240\7b59e8f6-9a2e-4204-af75-23055f50f5fb.jpg" /> defined by</p><disp-formula id="scirp.31754-formula26242"><label>(32)</label><graphic position="anchor" xlink:href="11-7900240\ccd5d23a-4d64-4203-830e-67d3ea47f7a9.jpg"  xlink:type="simple"/></disp-formula><p><img src="11-7900240\0ba1a0dc-3ae2-40a7-bb8c-83c89a3a956f.jpg" />and <img src="11-7900240\c4a60fee-79eb-40fb-8b29-b56eae2f9e4e.jpg" /> are respectively augmented with the output equations</p><p><img src="11-7900240\bf19b458-2451-4eff-ab6f-018b7fb2a4e3.jpg" /></p><p>and</p><p><img src="11-7900240\273e817a-3044-479d-aa0a-0ad0f9a65942.jpg" /></p><p>Let us first note that:<img src="11-7900240\8da254ba-48e1-4ac4-95df-3c8043a8273a.jpg" />, then <img src="11-7900240\6d9321a3-fc08-4c5b-9dde-18d89943a49e.jpg" /> is a double eigenvalue, corresponding to the eigenfunctions <img src="11-7900240\5a6b3cca-91a2-4824-b88d-eab6d0db4e58.jpg" /> and <img src="11-7900240\13f8080c-cd32-4bdb-8604-e451cda76f5a.jpg" /></p><p>By the same, <img src="11-7900240\9e540f1a-f77e-464c-8f64-8cd8d79f30ab.jpg" />, then <img src="11-7900240\c5124460-fb3f-47ff-b213-5299136468b1.jpg" /> is also a double eigenvalue, corresponding to the eigenfunctions <img src="11-7900240\8e6d9276-f861-4a29-a54f-3b7d18e531d9.jpg" /> and <img src="11-7900240\e4e65dce-8c9f-42b2-b832-1a4c5d328f24.jpg" /></p><p>The examples given hereafter show the following situations :</p><p>• An actuator may dominates another one with respect to a sensor.</p><p>• None of the systems does not dominates the other.</p><p>Example 9. In the case where<img src="11-7900240\4d70aae9-7077-45e6-8e93-a57298cef14a.jpg" />,</p><p><img src="11-7900240\fbbbc034-55c5-4fde-86d1-8eef0373586f.jpg" />, <img src="11-7900240\c01cb1d6-46ef-45f8-a4a4-1dd3b4ebaccc.jpg" />and <img src="11-7900240\0b5e3d78-6343-4f7b-bc58-61922758d197.jpg" /> we have</p><disp-formula id="scirp.31754-formula26243"><label>(33)</label><graphic position="anchor" xlink:href="11-7900240\4b38f46c-830b-4458-afc3-bd5373769e8e.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\bd7647fe-d30e-485d-9ebd-57e588e20694.jpg" /> denotes the y-axis. Therefore <img src="11-7900240\5d84ffe9-61bd-47b0-a2c0-c8f99178babf.jpg" /> dominates <img src="11-7900240\17bd6530-0a44-4296-826a-c945cac20925.jpg" /> with respect to the corresponding output operator <img src="11-7900240\3dd9a483-6519-44ee-8951-f230d6f4eb4e.jpg" /></p><p>On the other hand, for<img src="11-7900240\6a5e2fff-8896-4257-a8de-e2d58dd6ebc5.jpg" />, <img src="11-7900240\71b65246-565c-4bce-a01b-e7b396aa5d62.jpg" /><img src="11-7900240\050086f6-ab51-426b-bdaf-e00afae36897.jpg" />and <img src="11-7900240\e39df795-8fe0-45ff-a507-af661c8e4875.jpg" /> we have</p><disp-formula id="scirp.31754-formula26244"><label>(34)</label><graphic position="anchor" xlink:href="11-7900240\90377708-c3cb-4900-b1d3-04832c0846a6.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\ddb874bc-d31e-4178-9152-5cb7af59168b.jpg" /> denotes the x-axis. Then <img src="11-7900240\1b9e48bc-d1dc-4a83-8495-82db0adb2a1f.jpg" /> dominates <img src="11-7900240\692a4a7c-4de7-4896-a228-7874046e917d.jpg" /> with respect to the corresponding output operator <img src="11-7900240\85a5d287-666f-4546-9094-8e4df3036942.jpg" /></p><p>Example 10. Now, for<img src="11-7900240\7b448e03-7715-4379-8a96-f739008514f4.jpg" />, <img src="11-7900240\af9f1462-9151-4ae5-a1c4-76dea3d88d18.jpg" /><img src="11-7900240\1e8d3608-4757-4d97-86db-a133d607165f.jpg" />, <img src="11-7900240\3691c842-1445-44d0-99fc-8537dbbac85c.jpg" />and <img src="11-7900240\c4cbe681-333a-40fd-be28-68fc74f4c985.jpg" /> we have</p><disp-formula id="scirp.31754-formula26245"><label>(35)</label><graphic position="anchor" xlink:href="11-7900240\10c03450-ad32-4278-9ed1-d810e46d8feb.jpg"  xlink:type="simple"/></disp-formula><p>Then none of the operators <img src="11-7900240\611c317c-43c8-4eef-9c1b-36eeca0ff0e9.jpg" /> and <img src="11-7900240\358a6b95-8837-480b-a2ca-c0d66f17c9dd.jpg" /> does not dominates the other.</p></sec></sec><sec id="s4"><title>4. Domination of Output Operators</title><p>In this section, we introduce and we study the notion of domination for observed systems (output operators) with respect to an input one. We consider first a dual problem where the control concerns the initial state, and then a general controlled system.</p><sec id="s4_1"><title>4.1. A Dual Problem</title><p>In this section, we examine a dual problem concerning the output operators and observed systems. We consider the system</p><disp-formula id="scirp.31754-formula26246"><label>(36)</label><graphic position="anchor" xlink:href="11-7900240\7d128490-a3bc-4955-bc33-d3d0e61ca6dc.jpg"  xlink:type="simple"/></disp-formula><p>The initial state <img src="11-7900240\4068fe44-867e-4023-aded-7d010b08fc8f.jpg" /> depends on an input operator <img src="11-7900240\31445f2a-f4d9-48cb-999d-de63099b6664.jpg" /> and is of the form <img src="11-7900240\965a1a49-3016-488a-98b9-5ae853156139.jpg" /> We assume that <img src="11-7900240\d3ad8778-2267-4b58-b7a0-3d4879b380d7.jpg" /> is a linear operator with a domain <img src="11-7900240\354a037a-e4f7-4346-baeb-3bfda8547c3b.jpg" /> dense in<img src="11-7900240\1406b95d-8437-4bbb-a8b9-22c0b88ec900.jpg" />, a separable Hilbert space, and generates a strongly continuous semi-group <img src="11-7900240\99d4bd32-aa93-4efd-87a8-ccc5be31f53d.jpg" /> on the state<img src="11-7900240\6ba19b30-6364-448a-a74b-ecf00bebc9e2.jpg" />.<img src="11-7900240\7420a466-4dfc-4e50-ae79-1a1b12f904d7.jpg" /><img src="11-7900240\8caae616-2214-4a12-bef2-c217bd74884e.jpg" />, <img src="11-7900240\b0e4e30c-3344-4692-9181-415c12b7d56e.jpg" /><img src="11-7900240\19e0dbcd-6081-47c5-a84c-070a355043ed.jpg" />is a Hilbert space. The system <img src="11-7900240\f037bf5e-d760-41e7-8812-1aa91e63865c.jpg" /> is augmented with the following output equations</p><disp-formula id="scirp.31754-formula26247"><label>(37)</label><graphic position="anchor" xlink:href="11-7900240\e0f4d5eb-3053-4718-9b03-7f0a37de0222.jpg"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.31754-formula26248"><label>(38)</label><graphic position="anchor" xlink:href="11-7900240\b850dc25-f33a-483f-b2b9-8f02ffb5254b.jpg"  xlink:type="simple"/></disp-formula><p>For<img src="11-7900240\53f9acb3-2e5e-470a-947c-eed1d26aed98.jpg" />; the observations are given by</p><p><img src="11-7900240\b6c20d4c-eb48-486a-994c-e32851b44dba.jpg" /></p><p>We have<img src="11-7900240\c0060ec0-050b-4b3f-84f1-590c9bf0562b.jpg" />, with</p><p><img src="11-7900240\7718b4c8-8fff-4433-a901-0f280aee92d6.jpg" /></p><p>Its adjoint operator is defined by</p><p><img src="11-7900240\190d70a6-a841-4e49-bf79-a2e5b253cc21.jpg" /></p><p>Noting <img src="11-7900240\15e5cf0d-42b4-48f9-a341-34a65009b855.jpg" /> <img src="11-7900240\5576900a-e8f0-44b9-92c8-37e254ecf479.jpg" />; <img src="11-7900240\43235dce-5509-4cdc-a139-d25e87c5ea98.jpg" />and considering the dual systems</p><p><img src="11-7900240\42c98bc9-65bd-4e1e-8425-51740192c2da.jpg" /></p><p>and</p><p><img src="11-7900240\e10061a8-27cd-4a20-bd1f-010a637d5fc4.jpg" /></p><p>we obtain the following characterization result.</p><p>Proposition 11. <img src="11-7900240\579865b6-c4a8-40a1-ba3c-9cc84a0a5f09.jpg" />(respectively</p><p><img src="11-7900240\08edb4ff-2d74-4b0d-a8d2-d749826c3c34.jpg" />) if and only if, the controlled system</p><p><img src="11-7900240\97eda7b5-1193-47b9-8003-fdb4dd515ecc.jpg" />dominates <img src="11-7900240\27f36754-608c-4963-a951-2f3f3169474d.jpg" /> exactly (respectively weakly).</p><p>From this general result, one can deduce analogous results and similar properties to those given in previous sections.</p></sec><sec id="s4_2"><title>4.2. Domination of Output Operators</title><p>We consider the following linear distributed system</p><disp-formula id="scirp.31754-formula26249"><label>(39)</label><graphic position="anchor" xlink:href="11-7900240\9ebb36fc-cd5f-402a-bedb-8a315975fe37.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\16e6d84e-97df-4b95-85d0-34b352840d36.jpg" /> generates a s.c.s.g. <img src="11-7900240\46cd0712-e051-4ebe-b1b7-940b03596178.jpg" />on the state space<img src="11-7900240\b8854cf3-748c-4695-a966-90276d42d452.jpg" />; <img src="11-7900240\f5345bfe-6e26-41ab-9185-cb68e6e688cc.jpg" />and <img src="11-7900240\9e051e21-6587-4a57-b599-c02dc00a4f4c.jpg" /> <img src="11-7900240\14e9155f-b8b4-4d19-a002-7c632d992b8f.jpg" /> is the control space and the system (S) is augmented with the output equations</p><p><img src="11-7900240\9622c4d4-bc76-4bd3-910e-1a25511aaeca.jpg" /></p><p>where <img src="11-7900240\4cf93782-a0ec-4b12-846c-4469873ceb5e.jpg" /> <img src="11-7900240\69fe0fde-b0ca-433c-964d-181539de769a.jpg" /> <img src="11-7900240\1ea67f57-5cef-43ad-b4b5-a36451add19c.jpg" /> is an Hilbert space. The observation with respect to operator <img src="11-7900240\38b87bd6-6157-4f56-a453-8bda354fdba3.jpg" /> at the final time <img src="11-7900240\f4499f7a-6b7f-45be-9d3d-57857f327b7c.jpg" /> is given by</p><disp-formula id="scirp.31754-formula26250"><label>(40)</label><graphic position="anchor" xlink:href="11-7900240\e9aa3fbd-7c14-4123-9f41-8b46a1054c6d.jpg"  xlink:type="simple"/></disp-formula><p>We introduce hereafter the appropriate notion of domination for the considered case.</p><p>Definition 12. We say that 1) <img src="11-7900240\807a4b81-feb9-4342-b2de-0f670e290808.jpg" />dominates <img src="11-7900240\ce5ff4c8-8f76-4107-b847-28d3b596e09f.jpg" /> exactly with respect to the system (S) (or the pair<img src="11-7900240\f5a96e3d-4638-49cf-9871-ce022d39ffdb.jpg" />) on <img src="11-7900240\273a463e-48c9-4be0-91c8-330f4ef639c4.jpg" /> if <img src="11-7900240\9f4d7308-0167-42b2-8837-48138d3011be.jpg" /> <img src="11-7900240\03db0ac8-d9e7-47e3-b1ff-91a1e7df2ebf.jpg" />.</p><p>2) <img src="11-7900240\7e474311-54e3-4319-8d65-e9f86792a433.jpg" />dominates <img src="11-7900240\91da5722-fff0-4a3c-86d8-1c2674fd75d4.jpg" /> weakly with respect to the system (S) (or the pair<img src="11-7900240\e3361605-bf05-48b9-9acc-f21f5c1152dd.jpg" />) on <img src="11-7900240\d4ad531e-e908-49ef-b43e-e5e1768668c2.jpg" /> if <img src="11-7900240\606f4058-bc37-4a3b-8484-5604b7e66ea2.jpg" /></p><p><img src="11-7900240\9d610570-fd51-4905-bef2-2a155bccc4b1.jpg" />.</p><p>Here also, we can deduce similar characterization results in the weak and exact cases. On the other hand, one can consider a natural question on a possible transitivity of such a domination. As it will be seen, this may be possible under convenient hypothesis. In order to examine this question, we consider without loss of generality, the linear distributed systems with the same dynamics <img src="11-7900240\87f9e109-206c-450c-8bc0-c5f5f170b588.jpg" /> <img src="11-7900240\525f3b27-d74a-459b-a771-25bf0fbcb352.jpg" />.</p><disp-formula id="scirp.31754-formula26251"><label>(41)</label><graphic position="anchor" xlink:href="11-7900240\3a28fc38-0f52-439a-b0cf-eec7dd3e66b7.jpg"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.31754-formula26252"><label>(42)</label><graphic position="anchor" xlink:href="11-7900240\81d5b668-9806-4b61-a835-d113a16a30d4.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\4f4b2169-cd63-42f4-bf40-ddc9bda65e49.jpg" /> generates a s.c.s.g. <img src="11-7900240\dcf39110-85bf-4e7f-9f1e-53cc7e6d4e05.jpg" />on the state space<img src="11-7900240\e77850e0-912a-4b8d-a0b3-62f59890a6ad.jpg" />;<img src="11-7900240\81f22d54-0ba6-4140-9c15-f864f9aa9af7.jpg" />, <img src="11-7900240\039a65ff-4b8b-480e-94e6-73ceb30a354c.jpg" />, <img src="11-7900240\6f2fa130-6ca0-40df-923b-cd14092b68c9.jpg" /></p><p><img src="11-7900240\a16d7d64-d7f2-471f-b755-2375b85b82ad.jpg" />,<img src="11-7900240\a13e3863-afe5-4568-a683-5c6cbcbabd8e.jpg" />; <img src="11-7900240\82637367-9f51-412b-9d44-ebefc6c99ca2.jpg" />and <img src="11-7900240\78662a4a-517f-4965-98c7-8177f453f439.jpg" /> are two control spaces. The systems <img src="11-7900240\c8a2ee56-211c-45b8-bac5-7dbe2f944707.jpg" /> and <img src="11-7900240\663a7261-cb06-4cd0-aa8a-e117da860f2d.jpg" /> are augmented with the output equations</p><p><img src="11-7900240\4059dcad-c822-46e3-a15a-921f85c104e0.jpg" /></p><p><img src="11-7900240\d19dae4e-594c-4886-901a-6a289b0ce562.jpg" /></p><p>where<img src="11-7900240\1f6c2866-ee59-43d0-8e0e-77c34f82e0f9.jpg" />, for<img src="11-7900240\cc7b2060-e323-437d-bd56-118f0edc9747.jpg" />; <img src="11-7900240\14052e48-512b-408e-9e8a-4b60ca2afb13.jpg" />is a Hilbert space. The observations with respect to operator <img src="11-7900240\4571397a-98bd-40c9-8b80-803dc2e92886.jpg" /> at the final time <img src="11-7900240\d871c8d2-f94a-4e28-b1dd-6e8aa9e17ee9.jpg" /> are respectively given by</p><disp-formula id="scirp.31754-formula26253"><label>(43)</label><graphic position="anchor" xlink:href="11-7900240\316ef874-a9d3-4b57-b9a4-32db4424b5b1.jpg"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.31754-formula26254"><label>(44)</label><graphic position="anchor" xlink:href="11-7900240\ef47bf96-7ef4-498f-9cb4-dc3bcb973e66.jpg"  xlink:type="simple"/></disp-formula><p>By the same, the observations with respect to operator <img src="11-7900240\3475045f-47cd-4c32-bafa-57911da2eb7a.jpg" /> at time <img src="11-7900240\3ab82c6c-c373-4131-a32e-d879f2ba0bef.jpg" /> are given by</p><disp-formula id="scirp.31754-formula26255"><label>(45)</label><graphic position="anchor" xlink:href="11-7900240\d841b42d-b369-470b-8a04-758c3bd32b53.jpg"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.31754-formula26256"><label>(46)</label><graphic position="anchor" xlink:href="11-7900240\24e90c4e-056a-4f21-a929-cf769f98a341.jpg"  xlink:type="simple"/></disp-formula><p>We have the following result deriving from the definitions.</p><p>Proposition 13. If the following conditions are satisfied 1) <img src="11-7900240\e974ad79-35a5-4e9a-8fc8-9de20dd192bb.jpg" />dominates <img src="11-7900240\d3682386-8a3b-45d9-93ff-0fd4e3df6e17.jpg" /> exactly (respectively weakly) with respect to operator<img src="11-7900240\21eda65c-7d5d-4ad6-b260-b17bb1267e20.jpg" />2) <img src="11-7900240\950c543a-f921-4257-92c4-dc22f6b5e285.jpg" />dominates <img src="11-7900240\c3da2edf-eda6-4e25-831d-ee22cc992e06.jpg" /> exactly (respectively weakly) with respect to operator<img src="11-7900240\d739a05c-a0e3-407a-a6af-0a026046d069.jpg" />3) <img src="11-7900240\ba790b48-227c-46c5-8bd5-8fdc8b2c0dd2.jpg" />dominates <img src="11-7900240\2991c6e0-c632-4ab8-92af-fbcea9b950bf.jpg" /> exactly (respectively weakly) with respect to operator<img src="11-7900240\a273da3f-57ac-4472-b44c-b8f8c92d94df.jpg" />then <img src="11-7900240\b7c59caf-3d0f-408e-8dcd-6f0ee44f5d7c.jpg" /> dominates <img src="11-7900240\d69566db-1b7d-4536-95c5-5c30534f3750.jpg" /> exactly (respectively weakly) with respect to operator<img src="11-7900240\c579cd67-7aa8-4f48-8bbc-3d92f2ebec9c.jpg" />.</p><p>We examine hereafter, the relationship between the notions of domination and compensation.</p></sec><sec id="s4_3"><title>4.3. Domination and Compensation</title><p>In this section, we study the relationship between the notions of domination and compensation [7,8]. We consider without loss of generality, the following systems.</p><disp-formula id="scirp.31754-formula26257"><label>(47)</label><graphic position="anchor" xlink:href="11-7900240\3d8d1953-d952-4a29-9929-443d12cee8e2.jpg"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.31754-formula26258"><label>(48)</label><graphic position="anchor" xlink:href="11-7900240\d0611d8d-93f6-470d-af0f-b8690931d787.jpg"  xlink:type="simple"/></disp-formula><p>where <img src="11-7900240\5199c170-f838-4171-aff5-c7712009e7e0.jpg" /> generates a s.c.s.g. <img src="11-7900240\911c84c1-1ae4-4b51-ba99-b12fb969ef35.jpg" />on the state space<img src="11-7900240\7d45a354-9d17-4549-b457-c2302b4a42ee.jpg" />;<img src="11-7900240\8db5d98a-e879-41d6-b07d-979945530d1c.jpg" />, <img src="11-7900240\39eb95d9-cb4b-42ce-ac51-94999bfda901.jpg" />, <img src="11-7900240\50156da8-0b21-45fb-b771-b022aa27272f.jpg" /></p><p><img src="11-7900240\af0fc0e7-c7ee-499f-bb79-c82ea84ab765.jpg" />, <img src="11-7900240\a66f25ff-ffc2-430c-89d5-fa016f4ef011.jpg" />and<img src="11-7900240\7b131e6f-a31f-4bb6-b866-3ca2556d2ff3.jpg" />; <img src="11-7900240\1420ece5-eafa-4e77-8ff1-419f96a244af.jpg" />and <img src="11-7900240\96bc9e07-5a74-45ac-b3b4-7989d82ae577.jpg" /></p><p>are two control spaces. <img src="11-7900240\0c864d92-7561-467b-b5a4-18446eb90cfd.jpg" />and <img src="11-7900240\a9903466-5cab-4f34-a118-a460b91cdf45.jpg" /> are respectively augmented with the output equations</p><p><img src="11-7900240\2428f334-f030-4346-b886-39b78d8a062e.jpg" /></p><p><img src="11-7900240\0415fc28-e945-486d-8b92-728334c3cc27.jpg" /></p><p>The states of these systems at the final time <img src="11-7900240\387bce31-c7be-423f-8a8f-aa960aeac4d6.jpg" /> are respectively given by</p><disp-formula id="scirp.31754-formula26259"><label>(49)</label><graphic position="anchor" xlink:href="11-7900240\a1ce530d-224e-4470-b1cb-54e9e60d39cf.jpg"  xlink:type="simple"/></disp-formula><p><img src="11-7900240\42f34110-4feb-4eae-bf35-2155f8c83942.jpg" /></p><p>where the operators<img src="11-7900240\912651df-505e-4357-b27b-bf9ef625b463.jpg" />; <img src="11-7900240\ca8dbb4f-145f-47c2-8003-a8cece4272e4.jpg" />and <img src="11-7900240\64c81a95-8126-4c8f-bcc0-ce60261dda9d.jpg" /> are defined by</p><disp-formula id="scirp.31754-formula26260"><label>(50)</label><graphic position="anchor" xlink:href="11-7900240\7e08ff55-5b85-4480-aaf9-1363eb7c4aa4.jpg"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.31754-formula26261"><label>(51)</label><graphic position="anchor" xlink:href="11-7900240\2181466c-f4dd-4452-9b25-503a9b1ace3e.jpg"  xlink:type="simple"/></disp-formula><p>The corresponding observations are given by</p><disp-formula id="scirp.31754-formula26262"><label>(52)</label><graphic position="anchor" xlink:href="11-7900240\b39ca4af-d20a-479d-a98d-63a4daacda78.jpg"  xlink:type="simple"/></disp-formula><disp-formula id="scirp.31754-formula26263"><label>(53)</label><graphic position="anchor" xlink:href="11-7900240\1b7b183d-7868-41d4-b42e-3c27e08a5040.jpg"  xlink:type="simple"/></disp-formula><p>and<img src="11-7900240\cb7ff149-2e82-45f9-b417-6bc85c99b9c7.jpg" />. First let us recall the notion of compensation.</p><p>Definition 14. The system <img src="11-7900240\3df37bae-cec2-4a0b-8ec4-d66f621328f5.jpg" /> augmented with output equation <img src="11-7900240\c826f004-d65c-41c1-bfe6-5c5d10145cd8.jpg" /> (or<img src="11-7900240\f380ee14-be67-4a9e-9cb6-3ba44e828232.jpg" />) is 1) exactly remediable on <img src="11-7900240\02c6ca34-1652-4519-bf22-40a8cbc16394.jpg" /> if for any<img src="11-7900240\0177d661-c017-49b2-8a7d-5e435ad57ab2.jpg" />, there exists <img src="11-7900240\7402929f-661f-4a4a-b5d5-ac607bfc4d76.jpg" /> such that<img src="11-7900240\f8c4d298-3ea6-4e40-bc00-af31b1eae75f.jpg" />, or equivalently</p><disp-formula id="scirp.31754-formula26264"><label>(54)</label><graphic position="anchor" xlink:href="11-7900240\d9f073d8-a1ad-4476-a0e1-f654b861206e.jpg"  xlink:type="simple"/></disp-formula><p>2) weakly remediable on <img src="11-7900240\8538380e-e53f-4efe-b635-ed0989c5e56b.jpg" /> if for any <img src="11-7900240\9d350617-3f42-4fd0-adef-0bbd119dd30a.jpg" /> <img src="11-7900240\7b1c2203-38c1-4a48-b3a6-b284442afdcc.jpg" /> and any <img src="11-7900240\9f6da66c-58de-46f0-bb42-9c5750bde8b1.jpg" /> there exists <img src="11-7900240\e232ee47-88bf-48c3-8259-16c1cfcfd194.jpg" /></p><p>such that<img src="11-7900240\c6c1b3ba-64e6-4071-84fc-bc4007c727f1.jpg" />, or equivalently</p><disp-formula id="scirp.31754-formula26265"><label>(55)</label><graphic position="anchor" xlink:href="11-7900240\31212d1f-376b-4e11-801d-9300e62f154b.jpg"  xlink:type="simple"/></disp-formula><p>Here, the question is not to examine if a system is (or not) remediable (for this one can see [7,8]), but to study the nature of the relation between the notions of domination and compensation, respectively in the exact and weak cases. We have the following result.</p><p>Proposition 15. If the following conditions are verified 1) <img src="11-7900240\8a09a136-8da4-4399-84ba-411c7d60875a.jpg" />is exactly (respectively weakly) remediable.</p><p>2) <img src="11-7900240\53313ca6-e33b-48f1-b963-0a3d9a311b3f.jpg" />dominates <img src="11-7900240\e686da34-10c8-449d-b62f-91e9ccb528c7.jpg" /> exactly (respectively weakly) with respect to the operator<img src="11-7900240\18d3cff4-dd40-4dcb-8473-328b8420bcfe.jpg" />.</p><p>3) <img src="11-7900240\725dd8d8-ca68-4458-b68e-482ab65875db.jpg" />(respectively <img src="11-7900240\f2417912-704e-41ab-894c-6c9512aa2981.jpg" /></p><p><img src="11-7900240\7aaf0cc7-e687-4228-a227-73649572276f.jpg" />).</p><p>then <img src="11-7900240\d62ef1c3-8e51-4ab7-a10d-8aba4eb83f57.jpg" /> is exactly (respectively weakly) remediable.</p><p>We have the similar result concerning the output domination and the remediability notion.</p><p>Proposition 16. If the following conditions are satisfied 1) <img src="11-7900240\d11557e3-8999-4c1a-8c2d-0db2820ce346.jpg" />is exactly (respectively weakly) remediable.</p><p>2) <img src="11-7900240\de45c741-898f-4c6a-bb23-211b645a3eb9.jpg" />dominates <img src="11-7900240\210d2ba0-ce70-4c02-a4c0-a3d4ada1086f.jpg" /> exactly (respectively weakly) with respect to the operator<img src="11-7900240\4129857f-279d-48d0-8fdc-4928cb7619dc.jpg" />.</p><p>then <img src="11-7900240\cf4c7aea-ab1c-4cda-96e5-7e8db2be94b4.jpg" /> is exactly (respectively weakly) remediable.</p><p>Let us note that this section is a generalization of the previous one where <img src="11-7900240\7fff9b33-4be2-47c7-a396-7500874f8fdf.jpg" /> has the form<img src="11-7900240\36d7027d-ed53-4eab-89cb-8124bd9ddbe6.jpg" />. The results can be applied easily to a diffusion system and to other systems and situations.</p></sec></sec><sec id="s5"><title>REFERENCES</title></sec><sec id="s6"><title>NOTES</title></sec></body><back><ref-list><title>References</title><ref id="scirp.31754-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">L. Afifi, A. El Jai and E. M. Magri, “Domination and Compensation in Finite Dimension Dynamical Systems,” Applied Mathematical Sciences, Vol. 4, No. 49, 2008, pp. 2443-2457.</mixed-citation></ref><ref id="scirp.31754-ref2"><label>2</label><mixed-citation publication-type="other" xlink:type="simple">L. Afifi, A. El Jai and E. M. Magri, “Weak and Exact Domination in Distributed Systems,” International Journal of Applied Mathematics and Computer Science, Vol. 20, No. 3, 2010, pp. 419-426.  
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