Skip to main content

2019 | OriginalPaper | Buchkapitel

A New Approach for System Malfunctioning over an Industrial System Control Loop Based on Unsupervised Techniques

verfasst von : Esteban Jove, José-Luis Casteleiro-Roca, Héctor Quintián, Juan Albino Méndez-Pérez, José Luis Calvo-Rolle

Erschienen in: International Joint Conference SOCO’18-CISIS’18-ICEUTE’18

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Systems optimization is one of the great challenges to improve the industry plants performance. From an economical point of view, a proper optimization means, among others, energy, material and maintenance savings. Furthermore, the quality of the final product is improved. So fault detection techniques development plays a very important role to achieve the system optimization. Under this topic, the present research shows the developed work over a real common system, the level control. A new proposal based on unsupervised techniques were used to detect the system malfunction states, taking into account a dataset collected during the right operation. The proposal is validated with ad-hoc created faults for the different system operation points. The performance is very satisfactory in general terms.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Jove, E., Alaiz-Moretón, H., García-Rodríguez, I., Benavides-Cuellar, C., Casteleiro-Roca, J., Calvo-Rolle, J.L.: PID-ITS: an intelligent tutoring system for PID tuning learning process. In: International Joint Conference SOCO17-CISIS17-ICEUTE17, León, Spain, 6–8 September 2017, Proceedings, pp. 726–735. Springer, Cham (2018) Jove, E., Alaiz-Moretón, H., García-Rodríguez, I., Benavides-Cuellar, C., Casteleiro-Roca, J., Calvo-Rolle, J.L.: PID-ITS: an intelligent tutoring system for PID tuning learning process. In: International Joint Conference SOCO17-CISIS17-ICEUTE17, León, Spain, 6–8 September 2017, Proceedings, pp. 726–735. Springer, Cham (2018)
2.
Zurück zum Zitat Alaiz Moretón, H., Calvo Rolle, J., García, I., Alonso Alvarez, A.: Formalization and practical implementation of a conceptual model for PID controller tuning. Asian J. Control 13(6), 773–784 (2011)CrossRef Alaiz Moretón, H., Calvo Rolle, J., García, I., Alonso Alvarez, A.: Formalization and practical implementation of a conceptual model for PID controller tuning. Asian J. Control 13(6), 773–784 (2011)CrossRef
3.
Zurück zum Zitat Parmee, I., Hajela, P.: Optimization in Industry. Springer, Heidelberg (2012) Parmee, I., Hajela, P.: Optimization in Industry. Springer, Heidelberg (2012)
4.
Zurück zum Zitat Hodge, V., Austin, J.: A survey of outlier detection methodologies. Artif. Intell. Rev. 22(2), 85–126 (2004)CrossRef Hodge, V., Austin, J.: A survey of outlier detection methodologies. Artif. Intell. Rev. 22(2), 85–126 (2004)CrossRef
5.
Zurück zum Zitat Chandola, V., Banerjee, A., Kumar, V.: Anomaly detection: a survey. ACM Comput. Surv. (CSUR) 41(3), 15 (2009)CrossRef Chandola, V., Banerjee, A., Kumar, V.: Anomaly detection: a survey. ACM Comput. Surv. (CSUR) 41(3), 15 (2009)CrossRef
6.
Zurück zum Zitat Heredia, G., Ollero, A.: Virtual sensor for failure detection, identification and recovery in the transition phase of a morphing aircraft. Sensors 10(3), 2188–2201 (2010)CrossRef Heredia, G., Ollero, A.: Virtual sensor for failure detection, identification and recovery in the transition phase of a morphing aircraft. Sensors 10(3), 2188–2201 (2010)CrossRef
7.
Zurück zum Zitat Abe, N., Zadrozny, B., Langford, J.: Outlier detection by active learning. In: Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 504–509. ACM (2006) Abe, N., Zadrozny, B., Langford, J.: Outlier detection by active learning. In: Proceedings of the 12th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 504–509. ACM (2006)
8.
Zurück zum Zitat Khan, S.S., Madden, M.G.: A survey of recent trends in one class classification. In: Irish Conference on Artificial Intelligence and Cognitive Science, pp. 188–197. Springer, Heidelberg (2009)CrossRef Khan, S.S., Madden, M.G.: A survey of recent trends in one class classification. In: Irish Conference on Artificial Intelligence and Cognitive Science, pp. 188–197. Springer, Heidelberg (2009)CrossRef
9.
Zurück zum Zitat Calvo-Rolle, J.L., Quintian-Pardo, H., Corchado, E., del Carmen Meizoso-López, M., García, R.F.: Simplified method based on an intelligent model to obtain the extinction angle of the current for a single-phase half wave controlled rectifier with resistive and inductive load. J. Appl. Log. 13(1), 37–47 (2015)CrossRef Calvo-Rolle, J.L., Quintian-Pardo, H., Corchado, E., del Carmen Meizoso-López, M., García, R.F.: Simplified method based on an intelligent model to obtain the extinction angle of the current for a single-phase half wave controlled rectifier with resistive and inductive load. J. Appl. Log. 13(1), 37–47 (2015)CrossRef
10.
Zurück zum Zitat Casteleiro-Roca, J.L., Pérez, J.A.M., Piñón-Pazos, A.J., Calvo-Rolle, J.L., Corchado, E.: Modeling the electromyogram (EMG) of patients undergoing anesthesia during surgery. In: 10th International Conference on Soft Computing Models in Industrial and Environmental Applications, pp. 273–283. Springer, Cham (2015) Casteleiro-Roca, J.L., Pérez, J.A.M., Piñón-Pazos, A.J., Calvo-Rolle, J.L., Corchado, E.: Modeling the electromyogram (EMG) of patients undergoing anesthesia during surgery. In: 10th International Conference on Soft Computing Models in Industrial and Environmental Applications, pp. 273–283. Springer, Cham (2015)
11.
Zurück zum Zitat Jove, E., Gonzalez-Cava, J.M., Casteleiro-Roca, J.L., Pérez, J.A.M., Calvo-Rolle, J.L., de Cos Juez, F.J.: An intelligent model to predict ANI in patients undergoing general anesthesia. In: International Joint Conference SOCO17-CISIS17-ICEUTE17, León, Spain, 6–8 September 2017, pp. 492–501. Springer, Cham (2018) Jove, E., Gonzalez-Cava, J.M., Casteleiro-Roca, J.L., Pérez, J.A.M., Calvo-Rolle, J.L., de Cos Juez, F.J.: An intelligent model to predict ANI in patients undergoing general anesthesia. In: International Joint Conference SOCO17-CISIS17-ICEUTE17, León, Spain, 6–8 September 2017, pp. 492–501. Springer, Cham (2018)
12.
Zurück zum Zitat Casteleiro-Roca, J.L., Jove, E., Sánchez-Lasheras, F., Méndez-Pérez, J.A., Calvo-Rolle, J.L., de Cos Juez, F.J.: Power cell SOC modelling for intelligent virtual sensor implementation. J. Sens. 2017, 10 (2017)CrossRef Casteleiro-Roca, J.L., Jove, E., Sánchez-Lasheras, F., Méndez-Pérez, J.A., Calvo-Rolle, J.L., de Cos Juez, F.J.: Power cell SOC modelling for intelligent virtual sensor implementation. J. Sens. 2017, 10 (2017)CrossRef
13.
Zurück zum Zitat Fernández-Serantes, L.A., Vázquez, R.E., Casteleiro-Roca, J.L., Calvo-Rolle, J.L., Corchado, E.: Hybrid intelligent model to predict the SOC of a LFP power cell type. In: International Conference on Hybrid Artificial Intelligence Systems, pp. 561–572. Springer, Cham (2014) Fernández-Serantes, L.A., Vázquez, R.E., Casteleiro-Roca, J.L., Calvo-Rolle, J.L., Corchado, E.: Hybrid intelligent model to predict the SOC of a LFP power cell type. In: International Conference on Hybrid Artificial Intelligence Systems, pp. 561–572. Springer, Cham (2014)
14.
Zurück zum Zitat Jove, E., Blanco-Rodríguez, P., Casteleiro-Roca, J.L., Moreno-Arboleda, J., López-Vázquez, J.A., de Cos Juez, F.J., Calvo-Rolle, J.L.: Attempts prediction by missing data imputation in engineering degree. In: International Joint Conference SOCO17-CISIS17-ICEUTE17, León, Spain, 6–8 September 2017, pp. 167–176. Springer, Cham (2018) Jove, E., Blanco-Rodríguez, P., Casteleiro-Roca, J.L., Moreno-Arboleda, J., López-Vázquez, J.A., de Cos Juez, F.J., Calvo-Rolle, J.L.: Attempts prediction by missing data imputation in engineering degree. In: International Joint Conference SOCO17-CISIS17-ICEUTE17, León, Spain, 6–8 September 2017, pp. 167–176. Springer, Cham (2018)
15.
Zurück zum Zitat Casteleiro-Roca, J.L., Quintián, H., Calvo-Rolle, J.L., Corchado, E., del Carmen Meizoso-López, M., Piñón-Pazos, A.: An intelligent fault detection system for a heat pump installation based on a geothermal heat exchanger. J. Appl. Log. 17, 36–47 (2016)MathSciNetCrossRef Casteleiro-Roca, J.L., Quintián, H., Calvo-Rolle, J.L., Corchado, E., del Carmen Meizoso-López, M., Piñón-Pazos, A.: An intelligent fault detection system for a heat pump installation based on a geothermal heat exchanger. J. Appl. Log. 17, 36–47 (2016)MathSciNetCrossRef
16.
Zurück zum Zitat Gonzalez-Cava, J.M., Reboso, J.A., Casteleiro-Roca, J.L., Calvo-Rolle, J.L., Méndez Pérez, J.A.: A novel fuzzy algorithm to introduce new variables in the drug supply decision-making process in medicine. Complexity 2018, 15 (2018)CrossRef Gonzalez-Cava, J.M., Reboso, J.A., Casteleiro-Roca, J.L., Calvo-Rolle, J.L., Méndez Pérez, J.A.: A novel fuzzy algorithm to introduce new variables in the drug supply decision-making process in medicine. Complexity 2018, 15 (2018)CrossRef
17.
Zurück zum Zitat Sánchez, R., Herrero, Á., Corchado, E.: Clustering extension of MOVICAB-IDS to distinguish intrusions in flow-based data. Log. J. IGPL 25(1), 83–102 (2017)MathSciNetCrossRef Sánchez, R., Herrero, Á., Corchado, E.: Clustering extension of MOVICAB-IDS to distinguish intrusions in flow-based data. Log. J. IGPL 25(1), 83–102 (2017)MathSciNetCrossRef
18.
Zurück zum Zitat Karl Pearson, F.R.S.: LIII. On lines and planes of closest fit to systems of points in space. Lond. Edinb. Dublin Philos. Mag. J. Sci. 2(11), 559–572 (1901)CrossRef Karl Pearson, F.R.S.: LIII. On lines and planes of closest fit to systems of points in space. Lond. Edinb. Dublin Philos. Mag. J. Sci. 2(11), 559–572 (1901)CrossRef
19.
Zurück zum Zitat Oja, E.: Principal components, minor components, and linear neural networks. Neural Netw. 5(6), 927–935 (1992)CrossRef Oja, E.: Principal components, minor components, and linear neural networks. Neural Netw. 5(6), 927–935 (1992)CrossRef
20.
Zurück zum Zitat Fyfe, C.: A neural network for PCA and beyond. Neural Process. Lett. 6(1), 33–41 (1997)CrossRef Fyfe, C.: A neural network for PCA and beyond. Neural Process. Lett. 6(1), 33–41 (1997)CrossRef
21.
Zurück zum Zitat Corchado, E., MacDonald, D., Fyfe, C.: Maximum and minimum likelihood Hebbian learning for exploratory projection pursuit. Data Min. Knowl. Discov. 8(3), 203–225 (2004)MathSciNetCrossRef Corchado, E., MacDonald, D., Fyfe, C.: Maximum and minimum likelihood Hebbian learning for exploratory projection pursuit. Data Min. Knowl. Discov. 8(3), 203–225 (2004)MathSciNetCrossRef
22.
Zurück zum Zitat Hou, S., Wentzell, P.D.: Re-centered kurtosis as a projection pursuit index for multivariate data analysis. J. Chemom. 28(5), 370–384 (2014). CEM-13-0108.R1CrossRef Hou, S., Wentzell, P.D.: Re-centered kurtosis as a projection pursuit index for multivariate data analysis. J. Chemom. 28(5), 370–384 (2014). CEM-13-0108.R1CrossRef
23.
Zurück zum Zitat Quintián, H., Corchado, E.: Beta Hebbian learning as a new method for exploratory projection pursuit. Int. J. Neural Syst. 27(6), 1–16 (2017)CrossRef Quintián, H., Corchado, E.: Beta Hebbian learning as a new method for exploratory projection pursuit. Int. J. Neural Syst. 27(6), 1–16 (2017)CrossRef
24.
Zurück zum Zitat Friedman, J.H., Tukey, J.W.: A projection pursuit algorithm for exploratory data analysis. IEEE Trans. Comput. 100(9), 881–890 (1974)CrossRef Friedman, J.H., Tukey, J.W.: A projection pursuit algorithm for exploratory data analysis. IEEE Trans. Comput. 100(9), 881–890 (1974)CrossRef
Metadaten
Titel
A New Approach for System Malfunctioning over an Industrial System Control Loop Based on Unsupervised Techniques
verfasst von
Esteban Jove
José-Luis Casteleiro-Roca
Héctor Quintián
Juan Albino Méndez-Pérez
José Luis Calvo-Rolle
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-319-94120-2_40