Electron/pion separation with an Emulsion Cloud Chamber by using a Neural Network
Identifieur interne : 000717 ( France/Analysis ); précédent : 000716; suivant : 000718Electron/pion separation with an Emulsion Cloud Chamber by using a Neural Network
Auteurs : L. Arrabito [France] ; D. Autiero [France] ; C. Bozza ; S. Buontempo ; Y. Caffari [France] ; L. Consiglio ; M. Cozzi ; N. D'Ambrosio ; G. De Lellis ; M. De Serio ; F. Di Capua ; D. Di Ferdinando ; N. Di Marco ; A. Ereditato ; L. S. Esposito ; S. Gagnebin ; G. Giacomelli ; M. Giorgini ; G. Grella ; M. Hauger ; M. Ieva ; J. Janicsko Csathy ; F. Juget ; I. Kreslo ; I. Laktineh [France] ; A. Longhin ; G. Mandrioli ; A. Marotta ; J. Marteau [France] ; P. Migliozzi ; P. Monacelli ; U. Moser ; M. T. Muciaccia ; A. Pastore ; L. Patrizii ; C. Pistillo ; M. Pozzato ; G. Romano ; G. Rosa ; A. Russo ; N. Savvinov ; A. Schembri ; L. Scotto Lavina ; S. Simone ; M. Sioli ; C. Sirignano ; G. Sirri ; P. Stroling ; V. TioukovgSource :
- Journal of Instrumentation [ 1748-0221 ] ; 2007.
English descriptors
Abstract
We have studied the performance of a new algorithm for electron/pion separation in an Emulsion Cloud Chamber (ECC) made of lead and nuclear emulsion films. The software for separation consists of two parts: a shower reconstruction algorithm and a Neural Network that assigns to each reconstructed shower the probability to be an electron or a pion. The performance has been studied for the ECC of the OPERA experiment [1]. The $e/\pi$ separation algorithm has been optimized by using a detailed Monte Carlo simulation of the ECC and tested on real data taken at CERN (pion beams) and at DESY (electron beams). The algorithm allows to achieve a 90% electron identification efficiency with a pion misidentification smaller than 1% for energies higher than 2 GeV.
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Hal:in2p3-00141769Le document en format XML
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Migliozzi</name></author><author><name sortKey="Monacelli, P" sort="Monacelli, P" uniqKey="Monacelli P" first="P." last="Monacelli">P. Monacelli</name></author><author><name sortKey="Moser, U" sort="Moser, U" uniqKey="Moser U" first="U." last="Moser">U. Moser</name></author><author><name sortKey="Muciaccia, M T" sort="Muciaccia, M T" uniqKey="Muciaccia M" first="M. T." last="Muciaccia">M. T. Muciaccia</name></author><author><name sortKey="Pastore, A" sort="Pastore, A" uniqKey="Pastore A" first="A." last="Pastore">A. Pastore</name></author><author><name sortKey="Patrizii, L" sort="Patrizii, L" uniqKey="Patrizii L" first="L." last="Patrizii">L. Patrizii</name></author><author><name sortKey="Pistillo, C" sort="Pistillo, C" uniqKey="Pistillo C" first="C." last="Pistillo">C. Pistillo</name></author><author><name sortKey="Pozzato, M" sort="Pozzato, M" uniqKey="Pozzato M" first="M." last="Pozzato">M. Pozzato</name></author><author><name sortKey="Romano, G" sort="Romano, G" uniqKey="Romano G" first="G." last="Romano">G. Romano</name></author><author><name sortKey="Rosa, G" sort="Rosa, G" uniqKey="Rosa G" first="G." last="Rosa">G. Rosa</name></author><author><name sortKey="Russo, A" sort="Russo, A" uniqKey="Russo A" first="A." last="Russo">A. Russo</name></author><author><name sortKey="Savvinov, N" sort="Savvinov, N" uniqKey="Savvinov N" first="N." last="Savvinov">N. Savvinov</name></author><author><name sortKey="Schembri, A" sort="Schembri, A" uniqKey="Schembri A" first="A." last="Schembri">A. Schembri</name></author><author><name sortKey="Scotto Lavina, L" sort="Scotto Lavina, L" uniqKey="Scotto Lavina L" first="L." last="Scotto Lavina">L. Scotto Lavina</name></author><author><name sortKey="Simone, S" sort="Simone, S" uniqKey="Simone S" first="S." last="Simone">S. Simone</name></author><author><name sortKey="Sioli, M" sort="Sioli, M" uniqKey="Sioli M" first="M." last="Sioli">M. 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Arrabito</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-2" status="VALID"><idno type="RNSR">199512096Z</idno><orgName>Institut de Physique Nucléaire de Lyon</orgName><orgName type="acronym">IPNL</orgName><desc><address><country key="FR"></country></address><ref type="url">http://www.ipnl.in2p3.fr/</ref></desc><listRelation><relation active="#struct-194495" type="direct"></relation><relation active="#struct-300046" type="direct"></relation><relation name="UMR5822" active="#struct-441569" type="direct"></relation></listRelation><tutelles><tutelle active="#struct-194495" type="direct"><org type="institution" xml:id="struct-194495" status="VALID"><orgName>Université Claude Bernard Lyon 1</orgName><orgName type="acronym">UCBL</orgName><desc><address><addrLine>43, boulevard du 11 novembre 1918, 69622 Villeurbanne cedex</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-lyon1.fr/</ref></desc></org></tutelle><tutelle active="#struct-300046" type="direct"><org type="institution" xml:id="struct-300046" status="VALID"><orgName>IN2P3</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle><tutelle name="UMR5822" active="#struct-441569" type="direct"><org type="institution" xml:id="struct-441569" status="VALID"><idno type="IdRef">02636817X</idno><idno type="ISNI">0000000122597504</idno><orgName>Centre National de la Recherche Scientifique</orgName><orgName type="acronym">CNRS</orgName><date type="start">1939-10-19</date><desc><address><country key="FR"></country></address><ref type="url">http://www.cnrs.fr/</ref></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Lyon</settlement><region type="region" nuts="2">Rhône-Alpes</region></placeName><orgName type="university">Université Claude Bernard Lyon1</orgName><orgName type="institution" wicri:auto="newGroup">Université de Lyon</orgName></affiliation></author><author><name sortKey="Autiero, D" sort="Autiero, D" uniqKey="Autiero D" first="D." last="Autiero">D. 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Caffari</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-2" status="VALID"><idno type="RNSR">199512096Z</idno><orgName>Institut de Physique Nucléaire de Lyon</orgName><orgName type="acronym">IPNL</orgName><desc><address><country key="FR"></country></address><ref type="url">http://www.ipnl.in2p3.fr/</ref></desc><listRelation><relation active="#struct-194495" type="direct"></relation><relation active="#struct-300046" type="direct"></relation><relation name="UMR5822" active="#struct-441569" type="direct"></relation></listRelation><tutelles><tutelle active="#struct-194495" type="direct"><org type="institution" xml:id="struct-194495" status="VALID"><orgName>Université Claude Bernard Lyon 1</orgName><orgName type="acronym">UCBL</orgName><desc><address><addrLine>43, boulevard du 11 novembre 1918, 69622 Villeurbanne cedex</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-lyon1.fr/</ref></desc></org></tutelle><tutelle active="#struct-300046" type="direct"><org type="institution" xml:id="struct-300046" status="VALID"><orgName>IN2P3</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle><tutelle name="UMR5822" active="#struct-441569" type="direct"><org type="institution" xml:id="struct-441569" status="VALID"><idno type="IdRef">02636817X</idno><idno type="ISNI">0000000122597504</idno><orgName>Centre National de la Recherche Scientifique</orgName><orgName type="acronym">CNRS</orgName><date type="start">1939-10-19</date><desc><address><country key="FR"></country></address><ref type="url">http://www.cnrs.fr/</ref></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Lyon</settlement><region type="region" nuts="2">Rhône-Alpes</region></placeName><orgName type="university">Université Claude Bernard Lyon1</orgName><orgName type="institution" wicri:auto="newGroup">Université de Lyon</orgName></affiliation></author><author><name sortKey="Consiglio, L" sort="Consiglio, L" uniqKey="Consiglio L" first="L." last="Consiglio">L. Consiglio</name></author><author><name sortKey="Cozzi, M" sort="Cozzi, M" uniqKey="Cozzi M" first="M." last="Cozzi">M. Cozzi</name></author><author><name sortKey="D Ambrosio, N" sort="D Ambrosio, N" uniqKey="D Ambrosio N" first="N." last="D'Ambrosio">N. D'Ambrosio</name></author><author><name sortKey="De Lellis, G" sort="De Lellis, G" uniqKey="De Lellis G" first="G." last="De Lellis">G. De Lellis</name></author><author><name sortKey="De Serio, M" sort="De Serio, M" uniqKey="De Serio M" first="M." last="De Serio">M. De Serio</name></author><author><name sortKey="Di Capua, F" sort="Di Capua, F" uniqKey="Di Capua F" first="F." last="Di Capua">F. Di Capua</name></author><author><name sortKey="Di Ferdinando, D" sort="Di Ferdinando, D" uniqKey="Di Ferdinando D" first="D." last="Di Ferdinando">D. Di Ferdinando</name></author><author><name sortKey="Di Marco, N" sort="Di Marco, N" uniqKey="Di Marco N" first="N." last="Di Marco">N. Di Marco</name></author><author><name sortKey="Ereditato, A" sort="Ereditato, A" uniqKey="Ereditato A" first="A." last="Ereditato">A. Ereditato</name></author><author><name sortKey="Esposito, L S" sort="Esposito, L S" uniqKey="Esposito L" first="L. S." last="Esposito">L. S. Esposito</name></author><author><name sortKey="Gagnebin, S" sort="Gagnebin, S" uniqKey="Gagnebin S" first="S." last="Gagnebin">S. Gagnebin</name></author><author><name sortKey="Giacomelli, G" sort="Giacomelli, G" uniqKey="Giacomelli G" first="G." last="Giacomelli">G. Giacomelli</name></author><author><name sortKey="Giorgini, M" sort="Giorgini, M" uniqKey="Giorgini M" first="M." last="Giorgini">M. Giorgini</name></author><author><name sortKey="Grella, G" sort="Grella, G" uniqKey="Grella G" first="G." last="Grella">G. Grella</name></author><author><name sortKey="Hauger, M" sort="Hauger, M" uniqKey="Hauger M" first="M." last="Hauger">M. Hauger</name></author><author><name sortKey="Ieva, M" sort="Ieva, M" uniqKey="Ieva M" first="M." last="Ieva">M. Ieva</name></author><author><name sortKey="Janicsko Csathy, J" sort="Janicsko Csathy, J" uniqKey="Janicsko Csathy J" first="J." last="Janicsko Csathy">J. Janicsko Csathy</name></author><author><name sortKey="Juget, F" sort="Juget, F" uniqKey="Juget F" first="F." last="Juget">F. Juget</name></author><author><name sortKey="Kreslo, I" sort="Kreslo, I" uniqKey="Kreslo I" first="I." last="Kreslo">I. Kreslo</name></author><author><name sortKey="Laktineh, I" sort="Laktineh, I" uniqKey="Laktineh I" first="I." last="Laktineh">I. Laktineh</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-2" status="VALID"><idno type="RNSR">199512096Z</idno><orgName>Institut de Physique Nucléaire de Lyon</orgName><orgName type="acronym">IPNL</orgName><desc><address><country key="FR"></country></address><ref type="url">http://www.ipnl.in2p3.fr/</ref></desc><listRelation><relation active="#struct-194495" type="direct"></relation><relation active="#struct-300046" type="direct"></relation><relation name="UMR5822" active="#struct-441569" type="direct"></relation></listRelation><tutelles><tutelle active="#struct-194495" type="direct"><org type="institution" xml:id="struct-194495" status="VALID"><orgName>Université Claude Bernard Lyon 1</orgName><orgName type="acronym">UCBL</orgName><desc><address><addrLine>43, boulevard du 11 novembre 1918, 69622 Villeurbanne cedex</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-lyon1.fr/</ref></desc></org></tutelle><tutelle active="#struct-300046" type="direct"><org type="institution" xml:id="struct-300046" status="VALID"><orgName>IN2P3</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle><tutelle name="UMR5822" active="#struct-441569" type="direct"><org type="institution" xml:id="struct-441569" status="VALID"><idno type="IdRef">02636817X</idno><idno type="ISNI">0000000122597504</idno><orgName>Centre National de la Recherche Scientifique</orgName><orgName type="acronym">CNRS</orgName><date type="start">1939-10-19</date><desc><address><country key="FR"></country></address><ref type="url">http://www.cnrs.fr/</ref></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Lyon</settlement><region type="region" nuts="2">Rhône-Alpes</region></placeName><orgName type="university">Université Claude Bernard Lyon1</orgName><orgName type="institution" wicri:auto="newGroup">Université de Lyon</orgName></affiliation></author><author><name sortKey="Longhin, A" sort="Longhin, A" uniqKey="Longhin A" first="A." last="Longhin">A. Longhin</name></author><author><name sortKey="Mandrioli, G" sort="Mandrioli, G" uniqKey="Mandrioli G" first="G." last="Mandrioli">G. Mandrioli</name></author><author><name sortKey="Marotta, A" sort="Marotta, A" uniqKey="Marotta A" first="A." last="Marotta">A. Marotta</name></author><author><name sortKey="Marteau, J" sort="Marteau, J" uniqKey="Marteau J" first="J." last="Marteau">J. Marteau</name><affiliation wicri:level="1"><hal:affiliation type="laboratory" xml:id="struct-2" status="VALID"><idno type="RNSR">199512096Z</idno><orgName>Institut de Physique Nucléaire de Lyon</orgName><orgName type="acronym">IPNL</orgName><desc><address><country key="FR"></country></address><ref type="url">http://www.ipnl.in2p3.fr/</ref></desc><listRelation><relation active="#struct-194495" type="direct"></relation><relation active="#struct-300046" type="direct"></relation><relation name="UMR5822" active="#struct-441569" type="direct"></relation></listRelation><tutelles><tutelle active="#struct-194495" type="direct"><org type="institution" xml:id="struct-194495" status="VALID"><orgName>Université Claude Bernard Lyon 1</orgName><orgName type="acronym">UCBL</orgName><desc><address><addrLine>43, boulevard du 11 novembre 1918, 69622 Villeurbanne cedex</addrLine><country key="FR"></country></address><ref type="url">http://www.univ-lyon1.fr/</ref></desc></org></tutelle><tutelle active="#struct-300046" type="direct"><org type="institution" xml:id="struct-300046" status="VALID"><orgName>IN2P3</orgName><desc><address><country key="FR"></country></address></desc></org></tutelle><tutelle name="UMR5822" active="#struct-441569" type="direct"><org type="institution" xml:id="struct-441569" status="VALID"><idno type="IdRef">02636817X</idno><idno type="ISNI">0000000122597504</idno><orgName>Centre National de la Recherche Scientifique</orgName><orgName type="acronym">CNRS</orgName><date type="start">1939-10-19</date><desc><address><country key="FR"></country></address><ref type="url">http://www.cnrs.fr/</ref></desc></org></tutelle></tutelles></hal:affiliation><country>France</country><placeName><settlement type="city">Lyon</settlement><region type="region" nuts="2">Rhône-Alpes</region></placeName><orgName type="university">Université Claude Bernard Lyon1</orgName><orgName type="institution" wicri:auto="newGroup">Université de Lyon</orgName></affiliation></author><author><name sortKey="Migliozzi, P" sort="Migliozzi, P" uniqKey="Migliozzi P" first="P." last="Migliozzi">P. Migliozzi</name></author><author><name sortKey="Monacelli, P" sort="Monacelli, P" uniqKey="Monacelli P" first="P." last="Monacelli">P. Monacelli</name></author><author><name sortKey="Moser, U" sort="Moser, U" uniqKey="Moser U" first="U." last="Moser">U. Moser</name></author><author><name sortKey="Muciaccia, M T" sort="Muciaccia, M T" uniqKey="Muciaccia M" first="M. T." last="Muciaccia">M. T. Muciaccia</name></author><author><name sortKey="Pastore, A" sort="Pastore, A" uniqKey="Pastore A" first="A." last="Pastore">A. Pastore</name></author><author><name sortKey="Patrizii, L" sort="Patrizii, L" uniqKey="Patrizii L" first="L." last="Patrizii">L. Patrizii</name></author><author><name sortKey="Pistillo, C" sort="Pistillo, C" uniqKey="Pistillo C" first="C." last="Pistillo">C. Pistillo</name></author><author><name sortKey="Pozzato, M" sort="Pozzato, M" uniqKey="Pozzato M" first="M." last="Pozzato">M. Pozzato</name></author><author><name sortKey="Romano, G" sort="Romano, G" uniqKey="Romano G" first="G." last="Romano">G. Romano</name></author><author><name sortKey="Rosa, G" sort="Rosa, G" uniqKey="Rosa G" first="G." last="Rosa">G. Rosa</name></author><author><name sortKey="Russo, A" sort="Russo, A" uniqKey="Russo A" first="A." last="Russo">A. Russo</name></author><author><name sortKey="Savvinov, N" sort="Savvinov, N" uniqKey="Savvinov N" first="N." last="Savvinov">N. Savvinov</name></author><author><name sortKey="Schembri, A" sort="Schembri, A" uniqKey="Schembri A" first="A." last="Schembri">A. Schembri</name></author><author><name sortKey="Scotto Lavina, L" sort="Scotto Lavina, L" uniqKey="Scotto Lavina L" first="L." last="Scotto Lavina">L. Scotto Lavina</name></author><author><name sortKey="Simone, S" sort="Simone, S" uniqKey="Simone S" first="S." last="Simone">S. Simone</name></author><author><name sortKey="Sioli, M" sort="Sioli, M" uniqKey="Sioli M" first="M." last="Sioli">M. Sioli</name></author><author><name sortKey="Sirignano, C" sort="Sirignano, C" uniqKey="Sirignano C" first="C." last="Sirignano">C. Sirignano</name></author><author><name sortKey="Sirri, G" sort="Sirri, G" uniqKey="Sirri G" first="G." last="Sirri">G. Sirri</name></author><author><name sortKey="Stroling, P" sort="Stroling, P" uniqKey="Stroling P" first="P." last="Stroling">P. Stroling</name></author><author><name sortKey="Tioukovg, V" sort="Tioukovg, V" uniqKey="Tioukovg V" first="V." last="Tioukovg">V. Tioukovg</name></author></analytic><series><title level="j">Journal of Instrumentation</title><idno type="ISSN">1748-0221</idno><imprint><date type="datePub">2007</date></imprint></series></biblStruct></sourceDesc></fileDesc><profileDesc><textClass><keywords scheme="mix" xml:lang="en"><term>Particle identification methods</term><term>Particle tracking detectors</term></keywords></textClass></profileDesc></teiHeader><front><div type="abstract" xml:lang="en">We have studied the performance of a new algorithm for electron/pion separation in an Emulsion Cloud Chamber (ECC) made of lead and nuclear emulsion films. The software for separation consists of two parts: a shower reconstruction algorithm and a Neural Network that assigns to each reconstructed shower the probability to be an electron or a pion. The performance has been studied for the ECC of the OPERA experiment [1]. The $e/\pi$ separation algorithm has been optimized by using a detailed Monte Carlo simulation of the ECC and tested on real data taken at CERN (pion beams) and at DESY (electron beams). The algorithm allows to achieve a 90% electron identification efficiency with a pion misidentification smaller than 1% for energies higher than 2 GeV.</div></front></TEI><affiliations><list><country><li>France</li></country><region><li>Rhône-Alpes</li></region><settlement><li>Lyon</li></settlement><orgName><li>Université Claude Bernard Lyon1</li><li>Université de Lyon</li></orgName></list><tree><noCountry><name sortKey="Bozza, C" sort="Bozza, C" uniqKey="Bozza C" first="C." last="Bozza">C. Bozza</name><name sortKey="Buontempo, S" sort="Buontempo, S" uniqKey="Buontempo S" first="S." last="Buontempo">S. Buontempo</name><name sortKey="Consiglio, L" sort="Consiglio, L" uniqKey="Consiglio L" first="L." last="Consiglio">L. Consiglio</name><name sortKey="Cozzi, M" sort="Cozzi, M" uniqKey="Cozzi M" first="M." last="Cozzi">M. Cozzi</name><name sortKey="D Ambrosio, N" sort="D Ambrosio, N" uniqKey="D Ambrosio N" first="N." last="D'Ambrosio">N. D'Ambrosio</name><name sortKey="De Lellis, G" sort="De Lellis, G" uniqKey="De Lellis G" first="G." last="De Lellis">G. De Lellis</name><name sortKey="De Serio, M" sort="De Serio, M" uniqKey="De Serio M" first="M." last="De Serio">M. De Serio</name><name sortKey="Di Capua, F" sort="Di Capua, F" uniqKey="Di Capua F" first="F." last="Di Capua">F. Di Capua</name><name sortKey="Di Ferdinando, D" sort="Di Ferdinando, D" uniqKey="Di Ferdinando D" first="D." last="Di Ferdinando">D. Di Ferdinando</name><name sortKey="Di Marco, N" sort="Di Marco, N" uniqKey="Di Marco N" first="N." last="Di Marco">N. Di Marco</name><name sortKey="Ereditato, A" sort="Ereditato, A" uniqKey="Ereditato A" first="A." last="Ereditato">A. Ereditato</name><name sortKey="Esposito, L S" sort="Esposito, L S" uniqKey="Esposito L" first="L. S." last="Esposito">L. S. Esposito</name><name sortKey="Gagnebin, S" sort="Gagnebin, S" uniqKey="Gagnebin S" first="S." last="Gagnebin">S. Gagnebin</name><name sortKey="Giacomelli, G" sort="Giacomelli, G" uniqKey="Giacomelli G" first="G." last="Giacomelli">G. Giacomelli</name><name sortKey="Giorgini, M" sort="Giorgini, M" uniqKey="Giorgini M" first="M." last="Giorgini">M. Giorgini</name><name sortKey="Grella, G" sort="Grella, G" uniqKey="Grella G" first="G." last="Grella">G. Grella</name><name sortKey="Hauger, M" sort="Hauger, M" uniqKey="Hauger M" first="M." last="Hauger">M. Hauger</name><name sortKey="Ieva, M" sort="Ieva, M" uniqKey="Ieva M" first="M." last="Ieva">M. Ieva</name><name sortKey="Janicsko Csathy, J" sort="Janicsko Csathy, J" uniqKey="Janicsko Csathy J" first="J." last="Janicsko Csathy">J. Janicsko Csathy</name><name sortKey="Juget, F" sort="Juget, F" uniqKey="Juget F" first="F." last="Juget">F. Juget</name><name sortKey="Kreslo, I" sort="Kreslo, I" uniqKey="Kreslo I" first="I." last="Kreslo">I. Kreslo</name><name sortKey="Longhin, A" sort="Longhin, A" uniqKey="Longhin A" first="A." last="Longhin">A. Longhin</name><name sortKey="Mandrioli, G" sort="Mandrioli, G" uniqKey="Mandrioli G" first="G." last="Mandrioli">G. Mandrioli</name><name sortKey="Marotta, A" sort="Marotta, A" uniqKey="Marotta A" first="A." last="Marotta">A. Marotta</name><name sortKey="Migliozzi, P" sort="Migliozzi, P" uniqKey="Migliozzi P" first="P." last="Migliozzi">P. Migliozzi</name><name sortKey="Monacelli, P" sort="Monacelli, P" uniqKey="Monacelli P" first="P." last="Monacelli">P. Monacelli</name><name sortKey="Moser, U" sort="Moser, U" uniqKey="Moser U" first="U." last="Moser">U. Moser</name><name sortKey="Muciaccia, M T" sort="Muciaccia, M T" uniqKey="Muciaccia M" first="M. T." last="Muciaccia">M. T. Muciaccia</name><name sortKey="Pastore, A" sort="Pastore, A" uniqKey="Pastore A" first="A." last="Pastore">A. Pastore</name><name sortKey="Patrizii, L" sort="Patrizii, L" uniqKey="Patrizii L" first="L." last="Patrizii">L. Patrizii</name><name sortKey="Pistillo, C" sort="Pistillo, C" uniqKey="Pistillo C" first="C." last="Pistillo">C. Pistillo</name><name sortKey="Pozzato, M" sort="Pozzato, M" uniqKey="Pozzato M" first="M." last="Pozzato">M. Pozzato</name><name sortKey="Romano, G" sort="Romano, G" uniqKey="Romano G" first="G." last="Romano">G. Romano</name><name sortKey="Rosa, G" sort="Rosa, G" uniqKey="Rosa G" first="G." last="Rosa">G. Rosa</name><name sortKey="Russo, A" sort="Russo, A" uniqKey="Russo A" first="A." last="Russo">A. Russo</name><name sortKey="Savvinov, N" sort="Savvinov, N" uniqKey="Savvinov N" first="N." last="Savvinov">N. Savvinov</name><name sortKey="Schembri, A" sort="Schembri, A" uniqKey="Schembri A" first="A." last="Schembri">A. Schembri</name><name sortKey="Scotto Lavina, L" sort="Scotto Lavina, L" uniqKey="Scotto Lavina L" first="L." last="Scotto Lavina">L. Scotto Lavina</name><name sortKey="Simone, S" sort="Simone, S" uniqKey="Simone S" first="S." last="Simone">S. Simone</name><name sortKey="Sioli, M" sort="Sioli, M" uniqKey="Sioli M" first="M." last="Sioli">M. Sioli</name><name sortKey="Sirignano, C" sort="Sirignano, C" uniqKey="Sirignano C" first="C." last="Sirignano">C. Sirignano</name><name sortKey="Sirri, G" sort="Sirri, G" uniqKey="Sirri G" first="G." last="Sirri">G. Sirri</name><name sortKey="Stroling, P" sort="Stroling, P" uniqKey="Stroling P" first="P." last="Stroling">P. Stroling</name><name sortKey="Tioukovg, V" sort="Tioukovg, V" uniqKey="Tioukovg V" first="V." last="Tioukovg">V. Tioukovg</name></noCountry><country name="France"><region name="Rhône-Alpes"><name sortKey="Arrabito, L" sort="Arrabito, L" uniqKey="Arrabito L" first="L." last="Arrabito">L. Arrabito</name></region><name sortKey="Autiero, D" sort="Autiero, D" uniqKey="Autiero D" first="D." last="Autiero">D. Autiero</name><name sortKey="Caffari, Y" sort="Caffari, Y" uniqKey="Caffari Y" first="Y." last="Caffari">Y. Caffari</name><name sortKey="Laktineh, I" sort="Laktineh, I" uniqKey="Laktineh I" first="I." last="Laktineh">I. Laktineh</name><name sortKey="Marteau, J" sort="Marteau, J" uniqKey="Marteau J" first="J." last="Marteau">J. Marteau</name></country></tree></affiliations></record>Pour manipuler ce document sous Unix (Dilib)
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