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Autoencoder-based Anomaly Detection System for Online Data Quality Monitoring of the CMS Electromagnetic Calorimeter
The CMS detector is a general-purpose apparatus that detects high-energy collisions produced at the LHC. Online Data Quality Monitoring of the CMS electromagnetic calorimeter is a vital operational tool that allows detector experts to quickly identify, localize, and diagnose a broad range of detecto...
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Lenguaje: | eng |
Publicado: |
2023
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Materias: | |
Acceso en línea: | http://cds.cern.ch/record/2871804 |
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author | Abadjiev, D. Adams, T. Adzic, P. Ahmad, M. Amendola, C. Andrews, M.B. Arcidiacono, R. Argiro, S. Askew, A. Auffray, E. Azzolini, V. Bailleux, D. Band, R. Barney, D. Barria, P. Bartosik, N. Basile, C. Bastos, D. Bell, K.W. Besancon, M. Bianco, R. Biino, C. Blinov, V. Borca, C. Bornheim, A. Brown, R.M. Campana, M. Castells, S. Cavallari, F. Cetorelli, F. Chatterjee, R.M. Chatterjee, S. Chaudhary, G. Chen, J.A. Chernyavskaya, N. Chung, H. Cipriani, M. Cokic, L. Cooke, C. Cossio, F. Couderc, F. Cristoforetti, D. Cucciati, G. Cunqueiro Mendez, L. Da Silva Di Calafiori, D. Dafinei, I. Cockerill, D.J.A. Dejardin, M. Del Re, D. Della Ricca, G. Depasse, P. Dervan, J. Di Marco, E. Diemoz, M. Dimova, T. Dissertori, G. Dittmar, M. Dolgopolov, A. Donegà, M. Dordevic, M. El Mamouni, H. Errico, F. Espinosa, F. Faure, J.L. Fay, J. Fernandez Menendez, J. Ferri, F. Finco, L. Fiori, F. Frahm, E. Funk, W. Gadek, T. Gajownik, J. Galli, M. Ganjour, S. Gascon, S. Ghezzi, A. Ghose, P. Gninenko, S. Goadhouse, S. Godinovic, N. Golubev, N. Govoni, P. Gras, P. Hakala, J. Hamel de Monchenault, G. Härringer, N. Hashmi, R. Heath, H.F. Hirosky, R. Ho, K.W. Hou, X. Ingram, Q. Jain, Sh. Javaid, T. Jessop, C. Jimènez, R. Joshi, B.M. Jourd'hui, E. Kaadze, K. Kao, Y.-W. Kardapoltsev, L. Khurana, R. King, J. Kirilovas, A. Konstantinov, D. Kovac, M. Krishna, A. Kuo, C.M. Lambrecht, L. Lavizzari, G. Lecoq, P. Ledovskoy, A. Legger, F. Lelas, D. Li, Y.Y. Liang, Z. Lin, W. Longo, E. Loukas, N. Lu, R.-S. Lustermann, W. Lutton, L. Lyon, A.-M. Maeshima, K. Malcles, J. Mandrik, P. Manzoni, R.A. Marchese, L. Marinelli, N. Marini, A.C. Martin, L. Marzocchi, B. Mascellani, A. Massironi, A. Matveev, V. Mazza, G. Meridiani, P. Mijic, M. Mijuskovic, J. Milenovic, P. Milosevic, J. Monteno, M. Monti, F. Moortgat, F. Mousa, J. Mudholkar, T. Nessi-Tedaldi, F. Nicolaou, C. Nigamova, A. Obertino, M.M. Organtini, G. Orimoto, T. Orlandi, F. Ovtin, I. Paganis, E. Papagiannis, D. Pandolfi, F. Paramatti, R. Park, K. Pastrone, N. Paulini, M. Pauss, F. Petkovic, A. Petraityte, E. Pettinacci, V. Petyt, D. Pigazzini, S. Pinolini, B.S. Prova, P.R. Quaranta, C. Ragazzi, S. Rahatlou, S. Rasteiro Da Silva, J.C. Razis, P.A. Rebello Teles, P. Reis, T. Riti, F. Rogan, C. Romanteau, T. Rosowsky, A. Rovelli, C. Rovere, M. Rusack, R. Salvi, G. Sancar, O. Sanchez, A. Sandever, C. Santanastasio, F. Saradhy, R. Sarkar, U. Schneider, M. Schroeder, N. Sculac, A. Sculac, T. Shahzad, M.A. Shepherd-Themistocleous, C.H. Simkina, P. Singla, A. Singovsky, A. Skovpen, Y. Smith, V.J. Soffi, L. Stachon, K. Steen, A. Steggemann, J. Succar, M. Tao, J. Tishelman-Charny, A. Tiwari, P.C. Tornago, M. Tramontano, R. Tsai, L.-S. Usai, E. Valsecchi, D. Vagnerini, A. Varela, J. Venditti, R. Verma, P.V. Vlassov, E. Wachirapusitanand, V. Wamorkar, T. Wang, C. Wang, J. Wadud, M.A. Yu, S.S. Zabi, A. Zghiche, A. Zhang, L. Zhu, R.Y. Zygala, L. |
author_facet | Abadjiev, D. Adams, T. Adzic, P. Ahmad, M. Amendola, C. Andrews, M.B. Arcidiacono, R. Argiro, S. Askew, A. Auffray, E. Azzolini, V. Bailleux, D. Band, R. Barney, D. Barria, P. Bartosik, N. Basile, C. Bastos, D. Bell, K.W. Besancon, M. Bianco, R. Biino, C. Blinov, V. Borca, C. Bornheim, A. Brown, R.M. Campana, M. Castells, S. Cavallari, F. Cetorelli, F. Chatterjee, R.M. Chatterjee, S. Chaudhary, G. Chen, J.A. Chernyavskaya, N. Chung, H. Cipriani, M. Cokic, L. Cooke, C. Cossio, F. Couderc, F. Cristoforetti, D. Cucciati, G. Cunqueiro Mendez, L. Da Silva Di Calafiori, D. Dafinei, I. Cockerill, D.J.A. Dejardin, M. Del Re, D. Della Ricca, G. Depasse, P. Dervan, J. Di Marco, E. Diemoz, M. Dimova, T. Dissertori, G. Dittmar, M. Dolgopolov, A. Donegà, M. Dordevic, M. El Mamouni, H. Errico, F. Espinosa, F. Faure, J.L. Fay, J. Fernandez Menendez, J. Ferri, F. Finco, L. Fiori, F. Frahm, E. Funk, W. Gadek, T. Gajownik, J. Galli, M. Ganjour, S. Gascon, S. Ghezzi, A. Ghose, P. Gninenko, S. Goadhouse, S. Godinovic, N. Golubev, N. Govoni, P. Gras, P. Hakala, J. Hamel de Monchenault, G. Härringer, N. Hashmi, R. Heath, H.F. Hirosky, R. Ho, K.W. Hou, X. Ingram, Q. Jain, Sh. Javaid, T. Jessop, C. Jimènez, R. Joshi, B.M. Jourd'hui, E. Kaadze, K. Kao, Y.-W. Kardapoltsev, L. Khurana, R. King, J. Kirilovas, A. Konstantinov, D. Kovac, M. Krishna, A. Kuo, C.M. Lambrecht, L. Lavizzari, G. Lecoq, P. Ledovskoy, A. Legger, F. Lelas, D. Li, Y.Y. Liang, Z. Lin, W. Longo, E. Loukas, N. Lu, R.-S. Lustermann, W. Lutton, L. Lyon, A.-M. Maeshima, K. Malcles, J. Mandrik, P. Manzoni, R.A. Marchese, L. Marinelli, N. Marini, A.C. Martin, L. Marzocchi, B. Mascellani, A. Massironi, A. Matveev, V. Mazza, G. Meridiani, P. Mijic, M. Mijuskovic, J. Milenovic, P. Milosevic, J. Monteno, M. Monti, F. Moortgat, F. Mousa, J. Mudholkar, T. Nessi-Tedaldi, F. Nicolaou, C. Nigamova, A. Obertino, M.M. Organtini, G. Orimoto, T. Orlandi, F. Ovtin, I. Paganis, E. Papagiannis, D. Pandolfi, F. Paramatti, R. Park, K. Pastrone, N. Paulini, M. Pauss, F. Petkovic, A. Petraityte, E. Pettinacci, V. Petyt, D. Pigazzini, S. Pinolini, B.S. Prova, P.R. Quaranta, C. Ragazzi, S. Rahatlou, S. Rasteiro Da Silva, J.C. Razis, P.A. Rebello Teles, P. Reis, T. Riti, F. Rogan, C. Romanteau, T. Rosowsky, A. Rovelli, C. Rovere, M. Rusack, R. Salvi, G. Sancar, O. Sanchez, A. Sandever, C. Santanastasio, F. Saradhy, R. Sarkar, U. Schneider, M. Schroeder, N. Sculac, A. Sculac, T. Shahzad, M.A. Shepherd-Themistocleous, C.H. Simkina, P. Singla, A. Singovsky, A. Skovpen, Y. Smith, V.J. Soffi, L. Stachon, K. Steen, A. Steggemann, J. Succar, M. Tao, J. Tishelman-Charny, A. Tiwari, P.C. Tornago, M. Tramontano, R. Tsai, L.-S. Usai, E. Valsecchi, D. Vagnerini, A. Varela, J. Venditti, R. Verma, P.V. Vlassov, E. Wachirapusitanand, V. Wamorkar, T. Wang, C. Wang, J. Wadud, M.A. Yu, S.S. Zabi, A. Zghiche, A. Zhang, L. Zhu, R.Y. Zygala, L. |
author_sort | Abadjiev, D. |
collection | CERN |
description | The CMS detector is a general-purpose apparatus that detects high-energy collisions produced at the LHC. Online Data Quality Monitoring of the CMS electromagnetic calorimeter is a vital operational tool that allows detector experts to quickly identify, localize, and diagnose a broad range of detector issues that could affect the quality of physics data. A real-time autoencoder-based anomaly detection system using semi-supervised machine learning is presented enabling the detection of anomalies in the CMS electromagnetic calorimeter data. A novel method is introduced which maximizes the anomaly detection performance by exploiting the time-dependent evolution of anomalies as well as spatial variations in the detector response. The autoencoder-based system is able to efficiently detect anomalies, while maintaining a very low false discovery rate. The performance of the system is validated with anomalies found in 2018 and 2022 LHC collision data. Additionally, the first results from deploying the autoencoder-based system in the CMS online Data Quality Monitoring workflow during the beginning of Run 3 of the LHC are presented, showing its ability to detect issues missed by the existing system. |
id | cern-2871804 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2023 |
record_format | invenio |
spelling | cern-28718042023-10-14T02:21:34Zhttp://cds.cern.ch/record/2871804engAbadjiev, D.Adams, T.Adzic, P.Ahmad, M.Amendola, C.Andrews, M.B.Arcidiacono, R.Argiro, S.Askew, A.Auffray, E.Azzolini, V.Bailleux, D.Band, R.Barney, D.Barria, P.Bartosik, N.Basile, C.Bastos, D.Bell, K.W.Besancon, M.Bianco, R.Biino, C.Blinov, V.Borca, C.Bornheim, A.Brown, R.M.Campana, M.Castells, S.Cavallari, F.Cetorelli, F.Chatterjee, R.M.Chatterjee, S.Chaudhary, G.Chen, J.A.Chernyavskaya, N.Chung, H.Cipriani, M.Cokic, L.Cooke, C.Cossio, F.Couderc, F.Cristoforetti, D.Cucciati, G.Cunqueiro Mendez, L.Da Silva Di Calafiori, D.Dafinei, I.Cockerill, D.J.A.Dejardin, M.Del Re, D.Della Ricca, G.Depasse, P.Dervan, J.Di Marco, E.Diemoz, M.Dimova, T.Dissertori, G.Dittmar, M.Dolgopolov, A.Donegà, M.Dordevic, M.El Mamouni, H.Errico, F.Espinosa, F.Faure, J.L.Fay, J.Fernandez Menendez, J.Ferri, F.Finco, L.Fiori, F.Frahm, E.Funk, W.Gadek, T.Gajownik, J.Galli, M.Ganjour, S.Gascon, S.Ghezzi, A.Ghose, P.Gninenko, S.Goadhouse, S.Godinovic, N.Golubev, N.Govoni, P.Gras, P.Hakala, J.Hamel de Monchenault, G.Härringer, N.Hashmi, R.Heath, H.F.Hirosky, R.Ho, K.W.Hou, X.Ingram, Q.Jain, Sh.Javaid, T.Jessop, C.Jimènez, R.Joshi, B.M.Jourd'hui, E.Kaadze, K.Kao, Y.-W.Kardapoltsev, L.Khurana, R.King, J.Kirilovas, A.Konstantinov, D.Kovac, M.Krishna, A.Kuo, C.M.Lambrecht, L.Lavizzari, G.Lecoq, P.Ledovskoy, A.Legger, F.Lelas, D.Li, Y.Y.Liang, Z.Lin, W.Longo, E.Loukas, N.Lu, R.-S.Lustermann, W.Lutton, L.Lyon, A.-M.Maeshima, K.Malcles, J.Mandrik, P.Manzoni, R.A.Marchese, L.Marinelli, N.Marini, A.C.Martin, L.Marzocchi, B.Mascellani, A.Massironi, A.Matveev, V.Mazza, G.Meridiani, P.Mijic, M.Mijuskovic, J.Milenovic, P.Milosevic, J.Monteno, M.Monti, F.Moortgat, F.Mousa, J.Mudholkar, T.Nessi-Tedaldi, F.Nicolaou, C.Nigamova, A.Obertino, M.M.Organtini, G.Orimoto, T.Orlandi, F.Ovtin, I.Paganis, E.Papagiannis, D.Pandolfi, F.Paramatti, R.Park, K.Pastrone, N.Paulini, M.Pauss, F.Petkovic, A.Petraityte, E.Pettinacci, V.Petyt, D.Pigazzini, S.Pinolini, B.S.Prova, P.R.Quaranta, C.Ragazzi, S.Rahatlou, S.Rasteiro Da Silva, J.C.Razis, P.A.Rebello Teles, P.Reis, T.Riti, F.Rogan, C.Romanteau, T.Rosowsky, A.Rovelli, C.Rovere, M.Rusack, R.Salvi, G.Sancar, O.Sanchez, A.Sandever, C.Santanastasio, F.Saradhy, R.Sarkar, U.Schneider, M.Schroeder, N.Sculac, A.Sculac, T.Shahzad, M.A.Shepherd-Themistocleous, C.H.Simkina, P.Singla, A.Singovsky, A.Skovpen, Y.Smith, V.J.Soffi, L.Stachon, K.Steen, A.Steggemann, J.Succar, M.Tao, J.Tishelman-Charny, A.Tiwari, P.C.Tornago, M.Tramontano, R.Tsai, L.-S.Usai, E.Valsecchi, D.Vagnerini, A.Varela, J.Venditti, R.Verma, P.V.Vlassov, E.Wachirapusitanand, V.Wamorkar, T.Wang, C.Wang, J.Wadud, M.A.Yu, S.S.Zabi, A.Zghiche, A.Zhang, L.Zhu, R.Y.Zygala, L.Autoencoder-based Anomaly Detection System for Online Data Quality Monitoring of the CMS Electromagnetic Calorimeterphysics.data-anOther Fields of Physicshep-exParticle Physics - Experimentcs.LGComputing and Computersphysics.ins-detDetectors and Experimental TechniquesThe CMS detector is a general-purpose apparatus that detects high-energy collisions produced at the LHC. Online Data Quality Monitoring of the CMS electromagnetic calorimeter is a vital operational tool that allows detector experts to quickly identify, localize, and diagnose a broad range of detector issues that could affect the quality of physics data. A real-time autoencoder-based anomaly detection system using semi-supervised machine learning is presented enabling the detection of anomalies in the CMS electromagnetic calorimeter data. A novel method is introduced which maximizes the anomaly detection performance by exploiting the time-dependent evolution of anomalies as well as spatial variations in the detector response. The autoencoder-based system is able to efficiently detect anomalies, while maintaining a very low false discovery rate. The performance of the system is validated with anomalies found in 2018 and 2022 LHC collision data. Additionally, the first results from deploying the autoencoder-based system in the CMS online Data Quality Monitoring workflow during the beginning of Run 3 of the LHC are presented, showing its ability to detect issues missed by the existing system.arXiv:2309.10157oai:cds.cern.ch:28718042023-09-18 |
spellingShingle | physics.data-an Other Fields of Physics hep-ex Particle Physics - Experiment cs.LG Computing and Computers physics.ins-det Detectors and Experimental Techniques Abadjiev, D. Adams, T. Adzic, P. Ahmad, M. Amendola, C. Andrews, M.B. Arcidiacono, R. Argiro, S. Askew, A. Auffray, E. Azzolini, V. Bailleux, D. Band, R. Barney, D. Barria, P. Bartosik, N. Basile, C. Bastos, D. Bell, K.W. Besancon, M. Bianco, R. Biino, C. Blinov, V. Borca, C. Bornheim, A. Brown, R.M. Campana, M. Castells, S. Cavallari, F. Cetorelli, F. Chatterjee, R.M. Chatterjee, S. Chaudhary, G. Chen, J.A. Chernyavskaya, N. Chung, H. Cipriani, M. Cokic, L. Cooke, C. Cossio, F. Couderc, F. Cristoforetti, D. Cucciati, G. Cunqueiro Mendez, L. Da Silva Di Calafiori, D. Dafinei, I. Cockerill, D.J.A. Dejardin, M. Del Re, D. Della Ricca, G. Depasse, P. Dervan, J. Di Marco, E. Diemoz, M. Dimova, T. Dissertori, G. Dittmar, M. Dolgopolov, A. Donegà, M. Dordevic, M. El Mamouni, H. Errico, F. Espinosa, F. Faure, J.L. Fay, J. Fernandez Menendez, J. Ferri, F. Finco, L. Fiori, F. Frahm, E. Funk, W. Gadek, T. Gajownik, J. Galli, M. Ganjour, S. Gascon, S. Ghezzi, A. Ghose, P. Gninenko, S. Goadhouse, S. Godinovic, N. Golubev, N. Govoni, P. Gras, P. Hakala, J. Hamel de Monchenault, G. Härringer, N. Hashmi, R. Heath, H.F. Hirosky, R. Ho, K.W. Hou, X. Ingram, Q. Jain, Sh. Javaid, T. Jessop, C. Jimènez, R. Joshi, B.M. Jourd'hui, E. Kaadze, K. Kao, Y.-W. Kardapoltsev, L. Khurana, R. King, J. Kirilovas, A. Konstantinov, D. Kovac, M. Krishna, A. Kuo, C.M. Lambrecht, L. Lavizzari, G. Lecoq, P. Ledovskoy, A. Legger, F. Lelas, D. Li, Y.Y. Liang, Z. Lin, W. Longo, E. Loukas, N. Lu, R.-S. Lustermann, W. Lutton, L. Lyon, A.-M. Maeshima, K. Malcles, J. Mandrik, P. Manzoni, R.A. Marchese, L. Marinelli, N. Marini, A.C. Martin, L. Marzocchi, B. Mascellani, A. Massironi, A. Matveev, V. Mazza, G. Meridiani, P. Mijic, M. Mijuskovic, J. Milenovic, P. Milosevic, J. Monteno, M. Monti, F. Moortgat, F. Mousa, J. Mudholkar, T. Nessi-Tedaldi, F. Nicolaou, C. Nigamova, A. Obertino, M.M. Organtini, G. Orimoto, T. Orlandi, F. Ovtin, I. Paganis, E. Papagiannis, D. Pandolfi, F. Paramatti, R. Park, K. Pastrone, N. Paulini, M. Pauss, F. Petkovic, A. Petraityte, E. Pettinacci, V. Petyt, D. Pigazzini, S. Pinolini, B.S. Prova, P.R. Quaranta, C. Ragazzi, S. Rahatlou, S. Rasteiro Da Silva, J.C. Razis, P.A. Rebello Teles, P. Reis, T. Riti, F. Rogan, C. Romanteau, T. Rosowsky, A. Rovelli, C. Rovere, M. Rusack, R. Salvi, G. Sancar, O. Sanchez, A. Sandever, C. Santanastasio, F. Saradhy, R. Sarkar, U. Schneider, M. Schroeder, N. Sculac, A. Sculac, T. Shahzad, M.A. Shepherd-Themistocleous, C.H. Simkina, P. Singla, A. Singovsky, A. Skovpen, Y. Smith, V.J. Soffi, L. Stachon, K. Steen, A. Steggemann, J. Succar, M. Tao, J. Tishelman-Charny, A. Tiwari, P.C. Tornago, M. Tramontano, R. Tsai, L.-S. Usai, E. Valsecchi, D. Vagnerini, A. Varela, J. Venditti, R. Verma, P.V. Vlassov, E. Wachirapusitanand, V. Wamorkar, T. Wang, C. Wang, J. Wadud, M.A. Yu, S.S. Zabi, A. Zghiche, A. Zhang, L. Zhu, R.Y. Zygala, L. Autoencoder-based Anomaly Detection System for Online Data Quality Monitoring of the CMS Electromagnetic Calorimeter |
title | Autoencoder-based Anomaly Detection System for Online Data Quality Monitoring of the CMS Electromagnetic Calorimeter |
title_full | Autoencoder-based Anomaly Detection System for Online Data Quality Monitoring of the CMS Electromagnetic Calorimeter |
title_fullStr | Autoencoder-based Anomaly Detection System for Online Data Quality Monitoring of the CMS Electromagnetic Calorimeter |
title_full_unstemmed | Autoencoder-based Anomaly Detection System for Online Data Quality Monitoring of the CMS Electromagnetic Calorimeter |
title_short | Autoencoder-based Anomaly Detection System for Online Data Quality Monitoring of the CMS Electromagnetic Calorimeter |
title_sort | autoencoder-based anomaly detection system for online data quality monitoring of the cms electromagnetic calorimeter |
topic | physics.data-an Other Fields of Physics hep-ex Particle Physics - Experiment cs.LG Computing and Computers physics.ins-det Detectors and Experimental Techniques |
url | http://cds.cern.ch/record/2871804 |
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autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT cristoforettid autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT cucciatig autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT cunqueiromendezl autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dasilvadicalafiorid autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dafineii autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT cockerilldja autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dejardinm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT delred autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dellariccag autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT depassep autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dervanj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dimarcoe autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT diemozm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dimovat autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dissertorig autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dittmarm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dolgopolova autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT donegam autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT dordevicm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT elmamounih autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT erricof autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT espinosaf autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT faurejl autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT fayj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT fernandezmenendezj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT ferrif autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT fincol autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT fiorif autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT frahme autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT funkw autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT gadekt autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT gajownikj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT gallim autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT ganjours autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT gascons autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT ghezzia autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT ghosep autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT gninenkos autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT goadhouses autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT godinovicn autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT golubevn autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT govonip autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT grasp autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT hakalaj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT hameldemonchenaultg autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT harringern autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT hashmir autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT heathhf autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT hiroskyr autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT hokw autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT houx autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT ingramq autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT jainsh autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT javaidt autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT jessopc autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT jimenezr autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT joshibm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT jourdhuie autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT kaadzek autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT kaoyw autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT kardapoltsevl autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT khuranar autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT kingj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT kirilovasa autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT konstantinovd autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT kovacm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT krishnaa autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT kuocm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT lambrechtl autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT lavizzarig autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT lecoqp autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT ledovskoya autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT leggerf autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT lelasd autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT liyy autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT liangz autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT linw autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT longoe autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT loukasn autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT lurs autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT lustermannw autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT luttonl autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT lyonam autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT maeshimak autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT malclesj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT mandrikp autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT manzonira autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT marchesel autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT marinellin autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT mariniac autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT martinl autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT marzocchib autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT mascellania autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT massironia autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT matveevv autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT mazzag autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT meridianip autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT mijicm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT mijuskovicj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT milenovicp autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT milosevicj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT montenom autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT montif autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT moortgatf autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT mousaj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT mudholkart autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT nessitedaldif autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT nicolaouc autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT nigamovaa autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT obertinomm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT organtinig autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT orimotot autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT orlandif autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT ovtini autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT paganise autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT papagiannisd autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT pandolfif autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT paramattir autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT parkk autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT pastronen autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT paulinim autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT paussf autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT petkovica autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT petraitytee autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT pettinacciv autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT petytd autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT pigazzinis autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT pinolinibs autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT provapr autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT quarantac autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT ragazzis autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT rahatlous autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT rasteirodasilvajc autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT razispa autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT rebellotelesp autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT reist autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT ritif autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT roganc autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT romanteaut autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT rosowskya autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT rovellic autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT roverem autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT rusackr autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT salvig autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT sancaro autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT sancheza autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT sandeverc autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT santanastasiof autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT saradhyr autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT sarkaru autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT schneiderm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT schroedern autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT sculaca autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT sculact autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT shahzadma autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT shepherdthemistocleousch autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT simkinap autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT singlaa autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT singovskya autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT skovpeny autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT smithvj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT soffil autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT stachonk autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT steena autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT steggemannj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT succarm autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT taoj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT tishelmancharnya autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT tiwaripc autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT tornagom autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT tramontanor autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT tsails autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT usaie autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT valsecchid autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT vagnerinia autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT varelaj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT vendittir autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT vermapv autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT vlassove autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT wachirapusitanandv autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT wamorkart autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT wangc autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT wangj autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT wadudma autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT yuss autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT zabia autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT zghichea autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT zhangl autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT zhury autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter AT zygalal autoencoderbasedanomalydetectionsystemforonlinedataqualitymonitoringofthecmselectromagneticcalorimeter |