publications
Publications in reversed chronological order.
An up-to-date list is available on Google scholar
2023
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A maintenance planning framework using online and offline deep reinforcement learningNeural Computing and Applications, 2023
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On Out-of-Distribution Detection for Audio with Deep Nearest NeighborsIn ICASSP 2023 - IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
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Learning policies for resource allocation in business processesarXiv preprint arXiv:2304.09970, 2023
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Unsupervised anomaly detection algorithms on real-world data: how many do we need?arXiv preprint arXiv:2305.00735, 2023
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Learning to Adapt Genetic Algorithms for Multi-Objective Flexible Job Shop Scheduling ProblemsIn Learning to Adapt Genetic Algorithms for Multi-Objective Flexible Job Shop Scheduling Problems, 2023
2022
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BiNet: Bridge Visual Inspection Dataset and Approach for Damage DetectionIn Proceedings of the 1st Conference of the European Association on Quality Control of Bridges and Structures: EUROSTRUCT 2021 1, 2022
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Grouping of Maintenance Actions with Deep Reinforcement Learning and Graph Convolutional Networks.In ICAART (2), 2022
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Contrastive Sensor Transformer for Predictive Maintenance of Industrial AssetsIn ICASSP 2022-2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022
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Deep Reinforcement Learning for Adaptive Parameter Control in Differential Evolution for Multi-Objective OptimizationIn 2022 IEEE Symposium Series on Computational Intelligence (SSCI), 2022
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Operator Selection in Adaptive Large Neighborhood Search using Deep Reinforcement LearningarXiv preprint arXiv:2211.00759, 2022
2021
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A multiobjective decision-making model for risk-based maintenance scheduling of railway earthworksApplied Sciences, 2021
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Processtransformer: Predictive business process monitoring with transformer networkarXiv preprint arXiv:2104.00721, 2021
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Deep reinforcement learning for rehabilitation planning of water pipes networkIn Adaptive and Learning Agents Workshop, 2021
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Damage detection using in-domain and cross-domain transfer learningNeural Computing and Applications, 2021
2020
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A systematic literature review on requirement prioritization techniques and their empirical evaluationComputer Standards & Interfaces, 2020
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Multi-year maintenance planning framework using multi-attribute utility theory and genetic algorithmsEuropean transport research review, 2020
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Maintenance intervention predictions using entity-embedding neural networksAutomation in construction, 2020
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Predictive Maintenance for Infrastructure Asset ManagementIT Professional, 2020
2019
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CCISHow to Manage and Model Unstructured Business Processes: A Proposed List of Representational RequirementsIn Communications in Computer and Information Science, 2019
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Tran. Emerg.Predictive maintenance using tree-based classification techniques: A case of railway switchesTransportation Research Part C: Emerging Technologies, 2019
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Providing decision support for transport infrastructure maintenance planning: Through application of multi-criteria and machine learning methodsUniversity of Twente, 2019
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Different bridge maintenance strategies and life cycle costs: Comparison of costs in Croatia, Slovenia and the NetherlandsIn 41st IABSE Symposium 2019: Towards a Resilient Built Environment-Risk and Asset Management, 2019
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Providing decision support for transport infrastructure maintenance planning: Through application of multi-criteria and machine learning methods2019
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Different bridge maintenance strategies and life cycle costs: Comparison of costs in Croatia, Slovenia and the Netherlands2019
2018
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SIENetwork level bridges maintenance planning using Multi-Attribute Utility TheoryStructure and infrastructure engineering, 2018
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BJRBERobustness of the multi-attribute utility model for bridge maintenance planningThe Baltic Journal of Road and Bridge Engineering, 2018
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Evaluation and Application of AHP, MAUT and ELECTRE for Infrastructure managementIn Life Cycle Analysis and Assessment in Civil Engineering: Towards an Integrated Vision: Proceedings of the Sixth International Symposium on Life-Cycle Civil Engineering (IALCCE 2018), 2018
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Evolution of Decision Support Systems for Railway Infrastructure ManagersIn 7th Transport Research Arena TRA 2018 (TRA 2018) (TRA2018), Vienna, 16-19 April 2018, 2018
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A machine learning approach for maintenance prediction of railway assetsTransp. Res. Arena, 2018
2017
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ICE-BUnderstanding Modeling Requirements of Unstructured Business ProcessesIn 14th International Joint Conference on e-Business and Telecommunications, 2017
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Multi-criteria decision making: AHP method applied for network bridge prioritizationIn Proceedings of the Joint COST TU1402-COST TU1406—IABSE WC1 Workshop, Zagreb, 2017
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WG2 Technical Report: Performance Goals for Roadway Bridges of COST ACTION TU 1406: Establishment of a Quality Control Plan2017
2016
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From Analysis of Information Needs towards an Information Model of Railway InfrastructureIn 23rd International Workshop of the European Group for Intelligent Computing in Engineering, 2016
2015
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BPMN Plus: a modelling language for unstructured business processesUniversity of Twente, 2015
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ICE-BSOA and EDA: A Comparative Study, Similarities, Differences and Conceptual Guidelines on their UsageIn International Conference on e-Business (ICE-B 2015), 2015
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SOA and EDA: a comparative study-similarities, difference and conceptual guidelines on their usage2015