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Intelligent Systems Research Group
Área de Sistemas Inteligentes (ASI)
Artificial intelligence applied to maintenance diagnosis and reliability

Research topics related with Artificial intelligence applied to maintenance diagnosis and reliability

  • Intelligent systems in industrial processes
  • Reliability
  • Maintenance optimization and rescheduling
  • Asset Management and risk prediction
  • Integration of diagnosis and predictive maintenance systems in industrial processes
  • Intelligent multi-agent systems
  • Anomaly detection and diagnosis in an automatic data acquisition environment
New methods for automatic diagnosis of industrial processes using artificial intelligent techniques. New procedures for scheduling maintenance in industrial processes according to the life observed of their components and evaluation of the asset conditions. Development of algorithms for detection of anomalies based on information collected in real-time. Development of intelligent systems and multi-agent paradigms based on heterogeneous knowledge sources.


Projects related with Artificial intelligence applied to maintenance diagnosis and reliability

    Method for characterising the health condition of a wind turbine by monitoring of its basic parameters of power generation, developed for: Olivento. Apr/2013-Sep/2013
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    Trends in market and technology to entrepreneurship-support centres, developed for: Ministerio de Industria, Turismo y Comercio. Dec/2011-Jun/2012
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    Power generation asset management based on continuous life monitoring in the new context of high renewable energy penetration, developed for: Iberdrola. Oct/2010-Sep/2012
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    Detection of cracks in distribution palettes by vibration-based analysis, developed for: CHEP. May/2009-Jun/2009
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    A PDA based system for automatic management of returned goods, developed for: SAPE. Jan/2009-Feb/2009
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    Standard advanced toll (2nd phase): Development and integration of the modular system, developed for: Ministerio de Industria Turismo y Comercio. Jan/2009-Dec/2010
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    Review of the state of the art about Asset Management in transport and distribution in the electrical industry, developed for: Unión Fenosa. Sep/2008-Oct/2008
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    Defining a monitoring and maintenance management system for electrical substations, developed for: ELDU. Jun/2008-Sep/2008
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    Standard advanced toll: Development and integration of the modular system, developed for: Ministerio de Industria Turismo y Comercio. Jun/2008-Dec/2008
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    Effective planning of the maintenance applied to a distributed electrical system by integration of information coming from exploitation of the systems, its maintenance and the quality of service to reach, developed for: Endesa Distribución. Mar/2008-Mar/2010
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    Integrated management for diagnosis and maintenance of power systems based on intelligent multi-agent systems, developed for: Ministerio de Educación y Ciencia. Jan/2007-Dec/2008
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    Development of a flame monitoring system for PUERTOLLANO Power plant, developed for: ELCOGAS. May/2001-Sep/2001
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    Not Available, developed for: Unión Fenosa. Apr/2001-Mar/2002
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    DIAMOND. Distributed architecture for monitoring and diagnosis, developed for: Comisión Europea (Programa SPRIT 28735). Dec/1998-Jun/2001
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    ODISEO: Optimization and diagnosis of the operation of coal power plants using expert systems, developed for: Unión Fenosa. Apr/1998-Sep/1999
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    SEVILLA: Expert system for on-line monitoring of the flame of a boiler in a coal power plant, developed for: Unión Fenosa Generación. Jan/1998-Dec/1999
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    MIRAM: Machine management for increasing reliability, availability and maintainability., developed for: Proyecto dentro del programa BRITE/EURAM de la CEE. Nov/1996-Nov/1996
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    TRAFES: Diagnosis expert system of incipient failures in power transformers., developed for: UEFSA, E.T.S.I.I. de la U.P.M., ABB-Trafosur, RYMOIL, HE. Sep/1991-Dec/1994
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 18 projects

Conference Papers related with Artificial intelligence applied to maintenance diagnosis and reliability

    P.R. Castelló, J. Montes, M.A. Sanz-Bobi, "Bioethanol industrial production optimization", 2nd International Conference on Renewable Energy Research and Applications - ICRERA 2013. ISBN: 978-1-4799-1464-7, pp. 932-937, Madrid, Spain, 20-23 October 2013
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    C. Brighenti, M.A. Sanz-Bobi, "Machine learning methods for detecting anomalies in a power transformer by monitoring its hot-spot temperature", 4th International Conference on Power Engineering, Energy and Electrical Drives - IEEE POWERENG 2013. Estambul, Turkey, 13-17 May 2013
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    V. Gutiérrez, R.J. Andrade Vieira, M.A. Sanz-Bobi, "Previsión del estado de salud de un aerogenerador de un parque eólico en base a la Información recogida en tiempo real de su operación para optimizar su plan de mantenimiento", XIV Congreso de Confiabilidad. ISBN: 978-84-695-5932-1, pp. 307-326, Madrid, Spain, 27-28 November 2013
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    R.J. Andrade Vieira, M. Lietti, M.A. Sanz-Bobi, "New variable health threshold based on the life observed for improving the scheduled maintenance of a wind turbine", 2nd IFAC Workshop on Advanced Maintenance Engineering, Services and Technology - AMEST'2012. ISBN: 978-3-902823-17-5, pp. 187-192, Sevilla, Spain, 22-23 November 2012
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    M.A. Sanz-Bobi, F. de Cuadra, C. Batlle, "A review of key points of an industrial biogas plant. A European perspective", International Conference on Renewable Energy and Applications - ICRERA 2012. Nagasaki, Japan, 11-14 November 2012
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    M.A. Sanz-Bobi, R.J. Andrade Vieira, "Method for estimating risk indicators for failure modes in a wind turbine and their use for rescheduling the planned maintenance", 1st International Conference on Through-life Engineering Services. ISBN: 9781907413179, pp. 269-276, Cranfield, United Kingdom, 5-6 November 2012
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    M.A. Sanz-Bobi, P.R. Castelló, J. Montes, "The process of industrial bioethanol production explained by self-organised maps", 2nd International Symposium on Computational Intelligence for Engineering Systems - ISCIES 2011. ISBN: 978-989-8331-12-0, Coimbra, Portugal, 16-18 November 2011
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    R.J. Andrade Vieira, M.A. Sanz-Bobi, A. Câmara Mendonça, N. Sure Soeiro, G. da Silva Vieira de Melo, R.A. Aragão Galvão, "Identification of degradation behavior on a rubber material using dynamic parameters and self-organized maps", 21st International Congress of Mechanical Engineering - COBEM 2011. ISBN: 2176-5480, Natal-RN, Brazil, 24-28 October 2011
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    J.A. García Matos, M.A. Sanz-Bobi, A. Muñoz, A. Sola, "Fault detection through physical modelling in an axial flow compressor of a combined-cycle power plant", European Safety & Reliability Association Conference - ESREL 2011. ISBN: 978-0-415-68379-1, pp. 445-453, Troyes, France, 18-22 September 2011
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    M.A. Sanz-Bobi, R.J. Andrade Vieira, X. Montilla, "Failure risk analysis and maintenance effectiveness in a windturbine according to its history of unavailability and applied maintenance", European Safety & Reliability Association Conference - ESREL 2011. ISBN: 978-0-415-68379-1, pp. 853-860, Troyes, France, 18-22 September 2011
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    J.L. Velásquez Contreras, M.A. Sanz-Bobi, S. Banaszak, M. Koch, "Application of machine learning techniques for automatic assessment of FRA measurements", 17th International Symposium on High Voltage Engineering - ISH2011. ISBN: 978-3-8007-3364-4, Hannover, Germany, 22-26 August 2011
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    J.L. Velásquez Contreras, M.A. Sanz-Bobi, W. De Villiers, M. Pütter, "Novel method for overall condition assessment of power transformers", 17th International Symposium on High Voltage Engineering - ISH2011. ISBN: 978-3-8007-3364-4, Hannover, Germany, 22-26 August 2011
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    M.A. Sanz-Bobi, R.J. Andrade Vieira, "A method for estimating stress of a failure mode in a component due to abnormal behaviour observed in a wind turbine", 24th International Congress on Condition Monitoring and Diagnostics Engineering Management - COMADEM 2011. ISBN: 0-9541307-2-3, pp. 989-998, Stavanger, Norway, 30 May - 1 Juny 2011
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    J.L. Velásquez Contreras, A. Hedgecock, M.A. Sanz-Bobi, S. Galceran Arellanos, "Reliable and automatic assessment of the frequency response analysis of power transformers: is it feasible?", 3rd International Advanced Research Workshop on transformers - ARWtr2010. ISBN: 9788461435272, Santiago de Compostela, Spain, 3-6 October 2010
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    J.L. Velásquez Contreras, A. Hedgecock, M.A. Sanz-Bobi, S. Galceran Arellanos, "Multiagent approach for integral condition assessment of power transformers using traditional and advanced diagnostic methods", 3rd International Advanced Research Workshop on transformers - ARWtr2010. ISBN: 9788461435272, Santiago de Compostela, Spain, 3-6 October 2010
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    J.L. Velásquez Contreras, M.A. Sanz-Bobi, W. Koltunowicz, A. Alexander , M. Heindl, "Pattern recognition of the factors affecting the reproducibility of FRA measurements in power transformers", Conference on Condition Monitoring and Diagnosis 2010 - CMD2010. Tokio, Japan, 6-11 September 2010
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    J.L. Velásquez Contreras, D. Kolb, M.A. Sanz-Bobi, W. Koltunowicz, "Identification of transformer-specific frequency sub-bands as basis for a reliable and automatic assessment of FRA results", Conference on Condition Monitoring and Diagnosis 2010 (CMD2010). Tokio, Japan, 6-11 September 2010
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    M.A. Sanz-Bobi, R. Palacios, R.J. Andrade Vieira, G. Nicolau, P. Ferrarons, "Assisting tools for a new maintenance planning in a power distribution system", IEEE Power & Energy Society 2010 General Meeting. ISBN: 978-1-4244-6549-1, Minneapolis, USA, 25-29 July 2010
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    M.A. Sanz-Bobi, R.J. Andrade Vieira, C. Brighenti, R. Palacios, G. Nicolau, P. Ferrarons, P. Vieira Junior, "Component Stress Evaluation in an Electrical Power Distribution System Using Neural Networks", 23rd International Conference on Industrial, Engineering &. Other Applications of Applied Intelligent Systems - IEA-AIE 2010. ISBN: 978-3-642-13021-2, pp. 21-30, Córdoba, Spain, 1-4 June 2010
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    P. Vieira Junior, M.A. Sanz-Bobi, C. Ruiz Gomes, H. Simões Gomes, M. Pacheco do Nascimento, "Vibration monitoring of electric generators without sensor dedicated", International Conference on Industrial Technology- IEEE-ICIT 2010. ISBN: 978-1-4244-5695-6, Viña del Mar - Valparaiso, Chile, 14-17 March 2010
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    J.L. Velásquez Contreras, M.A. Sanz-Bobi, S. Galceran Arellanos, C. Vásquez, "Monitoring and Diagnosis of Power Transformers in the context of an Asset Management Model", Congreso Internacional en Alta Tensión y Aislamiento Eléctrico, ALTAE 2009. Medellín, Colombia, 23-27 November 2009
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    J.L. Velásquez Contreras, M. Koch, M. Gutiérrez, M.A. Sanz-Bobi, "Water in Power Transformers-Sources, Risks and Measurement Methods", Congreso Internacional en Alta Tensión y Aislamiento Eléctrico, ALTAE 2009. Medellín, Colombia, 23-27 November 2009
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    J.L. Velásquez Contreras, M.A. Sanz-Bobi, M. Gutiérrez, A. Alexander , "Knowledge Bases for the Interpretation of the Frequency Response Analysis of Power Transformers", Congreso Internacional en Alta Tensión y Aislamiento Eléctrico, ALTAE 2009. Medellín, Colombia, 23-27 November 2009
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    P. Vieira Junior, M.A. Sanz-Bobi, R.C. Limao, M.M.L. de Castro, "A mathematical model for condition monitoring of a power transmission line", International Conference on Power and Energy Systems (EuroPES 2009) - IASTED. Palma de Mallorca, Spain, 7-9 September 2009
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    M. García, M.A. Sanz-Bobi, J. del Pico, "SIMAP:Sistema Inteligente de MAntenimiento Predictivo de componentes de un aerogenerador", 11ª Jornadas técnicas sobre el mantenimiento en el sector de la energía. Asociación Española de Mantenimiento. Zaragoza, Spain, 17-18 June 2009
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    J. Pascual, M.A. Sanz-Bobi, D. Contreras, "Intelligent system for assisting elderly people at home", 2008 International Conference on Health Informatics (HEALTHINF). ISBN: 978-989-8111-16-6, Funchal, Portugal, 28-31 January 2008
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    A.L. Arranz, A. Cruz, M.A. Sanz-Bobi, "AMADIS: Arquitectura Multi-Agente para la Detección de Anomalías y Diagnóstico Inteligente de sistemas industriales", Congreso Español de Informática (CEDI '2005). Ciclo de Conferencias SICO. Granada, Spain, 13-16 September 2005
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    M. García, M.A. Sanz-Bobi, J. del Pico, "Intelligent system for predictive maintenance scheduling and effectiveness measurement applied to Wwndturbines", IMS 2004 (Intelligent Maintenance Systems - International Conference 4th). Arles, France, 15-16 July 2004
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    G. Plaza, M.A. Sanz-Bobi, "Sistema multiagente de seguimiento y diagnóstico industrial", II Jornadas de Avances Científicos en Ingeniería Industrial y Civil. Algeciras, Cádiz, Spain, 7-9 May 2003
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    M. García, M.A. Sanz-Bobi, J. del Pico, "Sistema inteligente de ayuda al mantenimiento de aerogeneradores", II Jornadas de Avances Científicos en Ingeniería Industrial y Civil. Algeciras, Cádiz, Spain, 7-9 May 2003
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    J. Besada, M.A. Sanz-Bobi, "Técnicas de inteligencia artificial aplicadas al arranque de una central térmica", II Jornadas de Avances Científicos en Ingeniería Industrial y Civil. Algeciras, Cádiz, Spain, 7-9 May 2003
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    J. Vázquez, R. Palacios, M.A. Sanz-Bobi, "Thermoelectric device to allow diesel engine start-up at cold weather conditions", 7th European Workshop on Thermoelectrics, Poster #2. Pamplona, Spain, 3-4 October 2002
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    M. García, M.A. Sanz-Bobi, J. del Pico, "Aplicación de técnicas de inteligencia artificial en el mantenimiento predictivo de aerogeneradores", IV Jornadas de Fiabilidad. Las Palmas de Gran Canaria, Spain, 25-27 September 2002
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    M.A. Sanz-Bobi, J. Villar, E.F. Sánchez-Úbeda, G. Plaza, L.F. Robledano, S. Revuelta, A. Kazi, "DIAMOND: Multi-agent environment for intelligent diagnosis in power systems", International Conference on Intelligent Systems Application to Power Systems, ISAP 2001. Budapest, Hungary, 18-21 June 2001
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    M.A. Sanz-Bobi, E.F. Sánchez-Úbeda, J. Villar, S. Revuelta, A. Kazi, "Multi-agent diagnosis systems in industry", 1st IFAC Workshop on Multi-Agent-Systems in Production - MAS'99. Viena, Austria, 2-4 December 1999
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    A. Muñoz, C. Lozano, J. Villar, C. Fernández, M.A. Sanz-Bobi, J. Bodelón, R. Cardiel, "SINBAD: On line detection on unbalanced energy measurements in power network nodes", 13th Power Systems Computing Conference (PSCC'99). Trondheim, Norway, 28 June - 2 July 1999
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    J. Villar, M.A. Sanz-Bobi, "Aplicación de la teoría de conjuntos borrosos al diagnóstico de procesos industriales", VI Congresso Ibero-Americano de Inteligencia Artificial (IBERAMIA'98). I Concurso Ibero-Americano de Teses e Dissertações em Inteligência Artificial (CTDIA'98). Lisboa, Portugal, 6-9 October 1998
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    M.A. Sanz-Bobi, A. García-Cerrada, R. Palacios, J. Villar, J. Rolán, B. Morán, "Experiencies learned from on-line internal monitoring of the behaviour of a transformer", IEEE International Electrical Machines & Drives Conference. ISBN: 0-7803-3946-0, pp. TC3/11.1 - TC3/11.3, Milwaukee, USA, 18-21 May 1997
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    A. Muñoz, J. Villar, M.A. Sanz-Bobi, "Neural network approach to the diagnosis of the boiler combustion in a coal power plant", Power-Gen Europe '95. Amsterdam, Netherlands, 16-18 May 1995
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    M.A. Sanz-Bobi, J. Villar, A. Muñoz, A. Gimeno, "SEDFIPA: Diagnosis expert system of the preheating circuit in a coal power plant", 2nd World Congress on Expert Systems. Estoril, Portugal, 9-15 January 1994
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    M.A. Sanz-Bobi, J. Villar, A. Muñoz, A. Gimeno, "SEDFIPA: Sistema experto de diagnóstico del circuito de precalentamiento de agua de una central térmica", V Conferencia de la Asociación Española para la Inteligencia Artificial, CAEPIA 93. Madrid, Spain, 16-18 November 1993
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    A. Muñoz, J. Villar, M.A. Sanz-Bobi, "Sistema de monitorización y supervisión de la llama de la caldera de una central térmica basado en redes neuronales", V Conferencia de la Asociación Española para la Inteligencia Artificial, CAEPIA 93. Madrid, Spain, 16-18 November 1993
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    M.A. Sanz-Bobi, A. García-Cerrada, R. Palacios, J. Villar, J. Rolán, A.M. Alonso, J.C. Burgos, "TRAFES: Sistema experto de diagnóstico de transformadores de potencia", 3as Jornadas Hispano-Lusas de Ingeniería Eléctrica. ISBN: 84-604-6840-2, pp. 1205-1214, Barcelona, Spain, 1-3 July 1993
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    A. Muñoz, J. Villar, J. Alba, "SIMCC: simulador cualitativo basado en restricciones", IV Reunión Técnica de la Asociación Española para la Inteligencia Artificial (AEPIA 91). Madrid, Spain, 23-25 October 1991
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    M.A. Sanz-Bobi, I.J. Pérez-Arriaga, Á. Doménech, A. Ramos, V. Bencomo, J.M. Ruiz Mayayo, "A Data Base Operation and Maintenance to Support Powerful RAM Analysis", 15th INTER-RAM Reliability, Availability, Maintainability Conference for the Electric Power Industry, pp. 172-178. Portland, OR, USA, 14 June 1988
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 45 publications

Journal Publications related with Artificial intelligence applied to maintenance diagnosis and reliability

    R.J. Andrade Vieira, M.A. Sanz-Bobi, "Failure risk indicators for a maintenance model based on observable life of industrial components with an application to wind turbines", IEEE Transactions on Reliability. vol. 62, no. 3, pp. 569-582, September 2013.
    show more   JCR   DOI icon 10.1109/TR.2013.2273041     JCR impact factor 2.293 (2012) - CIRC: A

    J.A. García Matos, M.A. Sanz-Bobi, A. Muñoz, A. Sola, "Hybrid model-based fault detection and diagnosis for the axial flow compressor of a combined-cycle power plant", Journal of Engineering for Gas Turbines and Power. vol. 135, no. 5, pp. 054501-1-054501-5, May 2013.
    show more   JCR   DOI icon 10.1115/1.4007902     JCR impact factor 0.815 (2012) - CIRC: A

    J.A. García Matos, M.A. Sanz-Bobi, A. Muñoz, "Asset management overview focusing on fault detection in industrial processes - A state of the art", International Journal of COMADEM. vol. 16, no. 2, pp. 43-54, April 2013.
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    R.J. Andrade Vieira, M.A. Sanz-Bobi, "Evaluación de indicadores de la condición de aerogeneradores", Anales de Mecánica y Electricidad. vol. XC, no. I, pp. 17-26, February 2013.
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    P. Renatha N. da Silva, M. Negrão, P. Júnior, M.A. Sanz-Bobi, "A new methodology of fault location for predictive maintenance of transmission lines", International Journal of Electrical Power & Energy Systems. vol. 42, no. 1, pp. 568-574, November 2012.
    show more   JCR   DOI icon 10.1016/j.ijepes.2012.04.057     JCR impact factor 3.432 (2012) - CIRC: EX

    M.A. Sanz-Bobi, A. Muñoz, A. de Marcos, M. Bada, "Intelligent system for a remote diagnosis of a photovoltaic solar power plant", Journal of Physics: Conference Series. vol. 364, no. 1, pp. 1201-1212, June 2012.
    show more   DOI icon 10.1088/1742-6596/364/1/012119    

    J.L. Velásquez Contreras, M.A. Sanz-Bobi, S. Galceran Arellanos, "General asset management model in the context of an electric utility: application to power transformers", Electric Power Systems Research. vol. 81, no. 11, pp. 2015-2037, November 2011.
    show more   JCR   DOI icon 10.1016/j.epsr.2011.06.007     JCR impact factor 1.694 (2012) - CIRC: A

    M.A. Sanz-Bobi, R. Palacios, E. Pérez Moreno, "Estado actual y tendencias de la Gestión de Activos (Asset Management) en las empresas de transporte y distribución de energía eléctrica", Mantenimiento. no. 229, pp. 30-38, November 2009.
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    A.L. Arranz, A. Cruz, M.A. Sanz-Bobi, P.R. Castelló, J. Coutiño, "DADICC: Intelligent system for anomaly detection in a combined cycle gas turbine plant", Expert Systems with Applications. vol. 34, no. 4, pp. 2267-2277, May 2008.
    show more   JCR   DOI icon 10.1016/j.eswa.2007.03.005     JCR impact factor 1.854 (2012) - CIRC: EX

    G. Morales-España, R. Barrera-Cárdenas, J. Mora-Flórez, "Reconocimiento de comandos por voz con máquinas de soporte vectorial a través de bandas espectrales", Revista Scientia et Technica. vol. 37, pp. 79-84, December 2007.
    show more   Latindex   - CIRC: C

    M. Asuar, M.A. Sanz-Bobi, "Previsión de densidad del tráfico mediante redes neuronales", Novática. no. 188, pp. 54-58, July 2007.
    show more   Latindex   - CIRC: C

    M. García, M.A. Sanz-Bobi, J. del Pico, "SIMAP: Intelligent System for Predictive Maintenance: Application to the health condition monitoring of a windturbine gearbox", Computers in Industry. vol. 57, no. 6, pp. 552-568, August 2006.
    show more   JCR   DOI icon 10.1016/j.compind.2006.02.011     JCR impact factor 1.709 (2012)

    H. Wörn, T. Längle, M. Albert, A. Kazi, A. Brighenti, S. Revuelta, C. Senior, M.A. Sanz-Bobi, J. Villar, "DIAMOND - Distributed Multi-Agent Architecture for Monitoring and Diagnosis", Production, Planning and Control. vol. 15, no. 2, pp. 189-200, March 2004.
    show more   JCR   DOI icon 10.1080/09537280410001662475     JCR impact factor 0.600 (2012) - CIRC: A

    M.A. Sanz-Bobi, R. Palacios, A. Muñoz, A. García-Escudero, M. Pérez, Á.L. Matesanz, "ISPMAT: sistema inteligente de mantenimiento predictivo aplicado a trenes", Ingeniería y gestión de mantenimiento. no. 30, pp. 41-46, July 2003.
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    M. García, M.A. Sanz-Bobi, "Planificación dinámica del mantenimiento industrial mediante algoritmos genéticos", Mantenimiento. vol. 161, pp. 42-49, January 2003.
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    M.A. Sanz-Bobi, R. Palacios, A. Muñoz, A. Pareja, A. García-Escudero, M. Pérez, A.L. Matesanz, "Sistema inteligente para el mantenimiento predictivo de componentes de trenes eléctricos de cercanías", Mantenimiento. vol. 1, no. 147, pp. 23-28, September 2001.
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    M. García, M.A. Sanz-Bobi, J. del Pico, "Técnicas de inteligencia artificial aplicadas al mantenimieto predictivo de aerogeneradores", Mantenimiento. no. 137, pp. 5-16, September 2000.
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    A. Muñoz, M.A. Sanz-Bobi, "An incipient fault detection system based on the probabilistic radial basis function network. Application to the diagnosis of the condenser of a coal power plant", Neurocomputing. vol. 23, no. 1, pp. 177-194, December 1998.
    show more   JCR   DOI icon 10.1016/S0925-2312(98)00082-4     JCR impact factor 1.634 (2012) - CIRC: A

    J.C. Lavalle, R. Collantes, M.A. Sanz-Bobi, R. Palacios, "SEDIMAHE: An Expert System to help the maintenance of machine tools", Maintenance & Asset Management Journal. vol. 8, no. 3, pp. 10-14, September 1993.
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 19 publications

Books and Book chapters related with Artificial intelligence applied to maintenance diagnosis and reliability

    R.J. Andrade Vieira, M.A. Sanz-Bobi, "Condition monitoring and maintenance methods in wind turbines", en Use, operation and maintenance of renewable energy systems. Green energy and technology. Editores Sanz Bobi, Miguel A.. Ed. Springer. Berlín, Germany, 2014.
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    M.A. Sanz-Bobi, P.R. Castelló, J. Montes, "The process of industrial bioethanol production explained by self-organised maps", en Computational intelligence and decision making. Editores Ana Madureira, Cecilia Reis, Viriato Marques. Ed. Springer. Leiden, The Netherlands, 2012.
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    M.A. Sanz-Bobi, R.J. Andrade Vieira, C. Brighenti, R. Palacios, G. Nicolau, P. Ferrarons, P. Vieira Junior, "Component stress evaluation in an electrical power distribution system using neural networks", en Trends in Applied Intelligent Systems. Editores García-Pedrajas, N.; Herrera, F.; Fyfe, C.; Benítez, J.M. y Ali, M.. Ed. Springer. Berlín, Germany, 2010.
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    A. Muñoz, J. Villar, M.A. Sanz-Bobi, A. Gimeno, L. Zarauza, "Neural Network approach to the diagnosis of the boiler combustion in a coal power plant", en Industrial Applications of Neural Networks. Editores F. Fogelman Soulié and P. Gallinari. Ed. World Scientific. River Edge, NJ, USA, 1998.
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 4 books
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