Abstract
The technological development and the globalization of information allow to obtain more productivity and efficiency in industrial systems, but at the same time, these systems are more susceptible to cyber-attacks. The digital transformation process has achieved to transform the water distribution networks (WDNs) from physical systems to cyber-physical systems, making them prime targets for cyber-attacks due to their condition as critical systems for life. Several methods for detecting cyber-attacks in WDNs have been presented in the scientific literature. However, very few papers address the problem of locating them. In this paper, the Dynamic Principal Component Analysis, Adaptive Exponential Weighted Moving Average Chart, and Structural Analysis computational tools are combined to obtain an effective system of detection and location of cyber-attacks. The proposed methodology was applied to the known benchmark BATADAL. The obtained results confirm the validity of the proposal.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Aly Aya, A., Ramadan Hamed, M., Mahmou, A.: Optimal design of the adaptive exponentially weighted moving average control chart over a range of mean shifts. Commun. Stat. - Simul. Comput. 46(2), 37–41 (2015)
Blanke, M., Kinnaert, J.L., Staroswiecki, M.: Diagnosis and Fault-Tolerant Control, 3rd edn. Germany (2016). https://doi.org/10.1007/978-3-662-47943-8
Bro, R., Smilde, A.: Principal component analysis. Anal. Methods 6, 2812–2831 (2014). https://doi.org/10.1039/c3ay41907
Capizzi, G., Masarotto, G.: An adaptive exponentially weighted moving average control chart. Technometrics 45(3), 199–207 (2003)
Kamble, S.S., Gunasekaran, A., Sharma, R.: Analysis of the driving and dependence power of barriers to adopt industry 4.0 in Indian manufacturing industry. Comput. Ind. 101, 107–119 (2018)
Krysander, M., Nyberg, M.: Structural analysis for fault diagnosis of DAE systems utilizing MSS sets. IFAC Proc. 35(1), 143–148 (2002)
Ku, W., Storer, R.H., Georgakis, C.: Disturbance detection and isolation by dynamic principal component analysis. Chemometr. Intell. Lab. Syst. 30(1), 179–196 (1995)
Mahmoud, M.A., Parker, P.A., Woodall, W.H.: A change point method for linear profile data. Qual. Reliabil. Eng. Int. 23(247–268) (2007)
Moeuf, A., Lamouri, S., Pellerin, R., Tamayo-Giraldo, S., Tobon-Valencia, E., Eburdy, R.: Identification of critical success factors, risks and opportunities of Industry 4.0 in SMEs. Int. J. Prod. Res. 58(5), 1384–1400 (2020)
...Taormina, R., Galelli, S., Tippenhauer, N., Salomons, E., Ostfeld, A., Eliades, D., Aghashahi, M., Sundararajan, R., Pourahmadi, M., Banks, M., Brentan, B., Herrera, M., Rasekh, A., Campbell, E., Montalvo, I., Lima, G., Izquierdo, J., Haddad, K., Gatsis, N., Taha, A., Somasundaram, S., Ayala-Cabrera, D., Chandy, S., Campbell, B., Biswas, P., Lo, C., Manzi, D., Luvizotto, E., Jr., Barker, Z., Giacomoni, M., Pasha, M., Shfiee, M., Abokifa, A., Housh, M., Kc, B., Ohar, Z.: The battle of the attack detection algorithms Disclosing cyber attacks on water distribution networks. J. Water Res. Plan. Manag. 144(8), 04018048 (2018). https://doi.org/10.1061/(ASCE)WR.1943-5452.0000749
Tuptuk, N., Hazell, P., Watson, J., Hailes, S.: A systematic review of the state of cyber-security in water systems. Water 13(1), 81 (2021). https://doi.org/10.3390/w13010081
Acknowledgements
The authors Claudia Rodríguez-Martínez and Orestes Llanes-Santiago acknowledge the support provided by the Office of Fund Management and International Projects of the Ministry of Science, Technology and Environment of Cuba (CITMA) under the Project PN223LH004-23 and the authors Antônio J. Silva Neto and Orestes Llanes-Santiago acknowledge the support provided by the Coordenação de Aperfeiçoamento de Pessoal de Nivel Superior (Finance Code 001 and CAPES-PRINT Process No. 88881.311758/2018-01) from Brazil.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2023 The Author(s), under exclusive license to Springer Nature Switzerland AG
About this paper
Cite this paper
Rodríguez-Martínez, C., Quiñones-Grueiro, M., Silva Neto, A.J., Llanes-Santiago, O. (2023). A Novel Approach for Detection and Location of Cyber-Attacks in Water Distribution Networks. In: Llanes-Santiago, O. (eds) Proceedings of 19th Latin American Control Congress (LACC 2022). LACC 2020. Studies in Systems, Decision and Control, vol 464. Springer, Cham. https://doi.org/10.1007/978-3-031-26361-3_12
Download citation
DOI: https://doi.org/10.1007/978-3-031-26361-3_12
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-031-26360-6
Online ISBN: 978-3-031-26361-3
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)