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24 Chapter 1. Introduction 1.8 List of publications Eight scientific papers were published in peer-reviewed journals and conferences during this doctoral project, six of which are compiled in this dissertation. Journal papers 8. L. A. Jimenez-Roa, T. Heskes, T. Tinga and M. Stoelinga, “Automatic Inference of Fault Tree Models via Multi-Objective Evolutionary Algorithms”, in IEEE Transactions on Dependable and Secure Computing, vol. 20, no. 4, pp. 3317-3327, 1 July-Aug. 2023, doi: 10.1109/TDSC.2022.3203805. Peer-reviewed conference papers 7. L. A. Jimenez-Roa, T. D. Simão, Z. Bukhsh, T. Tinga, H. Molegraaf, N. Jansen, M. Stoelinga, “Maintenance Strategies for Sewer Pipes with Multi-State Degradation and Deep Reinforcement Learning”, in PHM Society European Conference, vol. 8, no. 1, pp. 14, 2024, doi:10.36001/phme.2024.v8i1.4091. 6. L. A. Jimenez-Roa, N. Rusnac, M. Volk, M. Stoelinga, “Fault Tree inference using Multi-Objective Evolutionary Algorithms and Confusion Matrix-based metrics”, in Formal Methods for Industrial Critical Systems (FMICS), 2024. Springer’s Lecture Notes in Computer Science (LNCS). doi: 10.1007/978-3-03168150-9_5. 5. L. A. Jimenez-Roa, T. Heskes, T. Tinga, M. Stoelinga, “Comparing Homogeneous and Inhomogeneous Time Markov Chains for Modelling Deterioration in Sewer Pipe Networks”, in 34th European Safety and Reliability Conference, ESREL 2024: Advances in Reliability, Safety and Security, 2024, arxiv.org/abs/2407.12557. 4. L. A. Jimenez-Roa, M. Volk, M. Stoelinga, “Data-Driven Inference of Fault Tree Models Exploiting Symmetry and Modularisation”, in Trapp, M., Saglietti, F., Spisländer, M., Bitsch, F. (eds) Computer Safety, Reliability, and Security. SAFECOMP 2022. Lecture Notes in Computer Science, vol 13414. Springer, Cham. doi: 10.1007/978-3-031-14835-4_4. 3. L. A. Jimenez-Roa, T. Heskes, T. Tinga, H. J. A. Molegraaf and M. Stoelinga, “Deterioration Modelling of Sewer Pipes via Discrete-Time Markov Chains: A Large-Scale Case Study in the Netherlands”, in 32nd European Safety and Reliability Conference, ESREL 2022: Understanding and Managing Risk and Reliability for a Sustainable Future, pp. 1299-1306. 2022, doi:10.3850/978-98118-5183-4_R22-13-482-cd.

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