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Ahlam Mallak | Publikationen

• A. Mallak
  Comprehensive Machine and Deep Learning Fault Detection and Classification Approaches of Industry 4.0 Mechanical Machineries: With Application to A Hydraulic Test Rig
  Dissertation, Universität Siegen, 2021
  [Link]
  
  
• A. Mallak, M. Fathi
  Sensor and Component Fault Detection and Diagnosis for Hydraulic Machinery Integrating LSTM Autoencoder Detector and Diagnostic Classifiers
  Sensors 2021, 21, 433
  [Link]
  
  
• A. Mallak, M. Fathi
  Unsupervised Feature Selection Using Recursive k-Means Silhouette Elimination (RkSE): A Two-Scenario Case Study for Fault Classification of High-Dimensional Sensor Data
  Aug. 2020, doi: 10.20944/preprints202008.0254.v1
  [Link]
  
  
• A. Mallak, M. Fathi
  A Hybrid Approach: Dynamic Diagnostic Rules for Sensor Systems in Industry 4.0 Generated by Online Hyperparameter Tuned Random Forest
  Sci, vol. 2, no. 3, Art. no. 3, Sep. 2020, doi: 10.3390/sci2030061
  [Link]
  
  
• A. Mallak, A.Sonnad, M. Fathi
  SenGen: A Two-Phase Dynamic Simulation and Toolbox of An Indoor Mobile Wireless Sensor Network for Sensor Monitoring and Dataset Generation
  6th Annual Conference on Computational Science and Computational Intelligence, 2019
  [Link]
  
  
• A. Mallak, M. Fathi
  A Dynamic Sensor Fault Detection and Identification System in IoT using MATLAB and Simulink
  MATLAB Expo 2019, Munich, Germany, July 2019
  
  
• N.T.M. Saeed, C. Weber, A. Mallak, M. Fathi, R. Obermaisser, K.D. Kuhnert
  ADISTES Ontology for Active Diagnosis of Sensors and Actuators in Distributed Embedded Systems
  In: 2019 IEEE International Conference on Electro Information Technology (EIT), 2019
  [Link]
  
  
• A. Mallak, A. Behravan, C. Weber, M. Fathi, R. Obermaisser
  A graph-based sensor fault detection and diagnosis for demand-controlled ventilation systems extracted from a semantic ontology
  In 2018 IEEE 22nd International Conference on Intelligent Engineering Systems (INES) (pp. 000377-000382), Spain, June, 2018.
  [Link]
  
  
• A. Mallak, C. Weber, A. Holland, M. Fathi
  Active Diagnosis Automotive Ontology for Distributed Embedded Systems
  In: Proceedings of the 2017 IEEE European Technology and Engineering Management Summit(E-TEMS)
  [Link] [Scholar]
  [BibTex]

  @inproceedings{mallak2017active,
  title={Active diagnosis automotive ontology for distributed embedded systems},
  author={Mallak, Ahlam and Weber, Christian and Fathi, Madjid and Holland, Alexander},
  booktitle={2017 IEEE European Technology and Engineering Management Summit (E-TEMS)},
  pages={1--6},
  year={2017},
  organization={IEEE}
  }

  
  
  
• A. Behravan, A. Mallak, R. Obermaisser, D. H. Basavegowda, C. Weber, M. Fathi
  Fault injection framework for fault diagnosis based on machine learning in heating and demand-controlled ventilation systems
  2017 IEEE 4th International Conference on Knowledge-Based Engineering and Innovation (KBEI), Tehran, 2017
  [Link]