Person

Andrés Posada Moreno

M.Sc.

Doktorand

Adresse

 

Ich bin Doktorand am Institut für Data Science im Maschinenbau (DSME) der RWTH Aachen, wo ich von Prof. Dr. Sebastian Trimpe betreut werde.

Bevor ich als Doktorand an das DSME kam, habe ich drei Jahre am IMA als wissenschaftlicher Mitarbeiter im Bereich der industriellen Anwendungen von KI gearbeitet. Vor meiner Zeit an der RWTH habe ich vier Jahre lang in der Entwicklung von IOT- und ML-Lösungen für die Agrarindustrie in Lateinamerika gearbeitet.

Ich habe einen Bachelor-Abschluss in Mechatronik-Ingenieurwesen an der EIA Universität (Kolumbien) und einen Master-Abschluss in Ingenieurwesen an Arts et Métiers ParisTech (Frankreich) gemacht.

Meine Forschungsinteressen liegen in den Bereichen der "Explainable Artificial Intelligence" (XAI) und der angewandten KI. Ich interessiere mich für die internen Repräsentationen, die von neuronalen Netzen erlernt werden, und dafür, wie diese Repräsentationen mit für den Menschen verständlichen Konzepten zusammenhängen. Genauer gesagt, interessiere ich mich für Methoden zur Konzept-Extraktion und zum aktiven Lernen und deren Einsatz in industriellen Anwendungen.

Vorträge:

  • Invertible Neural Networks in Production", Keio Internationales Mini-Symposium (November 2020)

Lehre:

  • (Lecturer) WS2022 "Learning-based Control Seminar" at RWTH Aachen University
  • (Lecturer) WS2021 "Learning-based Control Seminar" at RWTH Aachen University
  • (Lecturer) SS2020 "Artificial Intelligence and Data Analytics for Engineers" an der RWTH Aachen University
  • (Lecturer) SS2019 "Artificial Intelligence and Data Analytics for Engineers" an der RWTH Aachen
  • (Lecturer) August 2019, 1 Woche Seminar "Production Technology Meets Industry 4.0" an der RWTH International Academy Sommerschule
  • (Lecturer) Februar 2019, 1 Woche Seminar "Smart Factories" an der RWTH International Academy winter school
  • (Lecturer) Juni 2018, 1 Woche Seminar "Smart Engineering for Smart Factories" an der RWTH International Academy winter school
  • (Lecturer) April 2018, 1 Woche Seminar "Industry 4.0" an der RWTH International Academy winter school
  • (Lecturer) 2014 "Mechatronic Design" an der EIA Universität

Betreute studentische Projekte:

  • "AI Enhanced Fatigue Strength Prediction for Ductile Cast Iron", Masterarbeit, Yao Yao (RWTH Aachen University). Co-supervisor: Felix Weber
  • "Application of Explainable Artificial Intelligence (XAI) for Time Series Data in Industrial Robotics", Masterarbeit, Tobias Kastenholz (RWTH Aachen University). Co-supervisor: Minh Trinh
  • "Model-Based Object Tracking using Robust Gaussian Filters on RGB-D Images of a Moving Camera", Bachelorarbeit, Tobias Vogel (RWTH Aachen University). Co-supervisor: Henrik Hose.
  • "Classifying deformation behavior in crash analysis using spatial-temporal information from few samples", Masterarbeit, Revan Kumar Dhanasekaran (RWTH Aachen University)
  • "Investigation of Behavior in Deep Reinforcement Learning Agents via Activation Pattern Analysis", Masterarbeit, Melanie Lu (RWTH Aachen University)
  • "Extracting Human-Understandable Highlevel Concepts from Deep Learning Based Classification Models for Industrial Use Cases Utilizing Concept Activation Vectors", Masterarbeit, Lukas Kreisköther (RWTH Aachen University)
  • "An Automatic Approach for Global Interpretability of Image-Based Classification", Masterarbeit, Nikita Surya (RWTH Aachen University)
  • "Analysis of Hierarchical Reinforcement Learning for Robotics", Masterarbeit, Malte Mosbach (RWTH Aachen University)
  • "Establishing Interpretability of Neural Networks for Time Series Sensory Data Analysis", Masterarbeit, Nils Hütten (RWTH Aachen)
 

Publikationen

Quelle Autor(en)
[Fachzeitschriftenartikel]
ECLAD: Extracting Concepts with Local Aggregated Descriptors
Pattern recognition, 147, 110146, 2023
[DOI: 10.1016/j.patcog.2023.110146]
Posada Moreno, Andres Felipe (Corresponding author)
Surya, Nikita
Trimpe, Johann Sebastian
[Buchbeitrag, Beitrag zu einem Tagungsband]
Scalable Concept Extraction in Industry 4.0
Explainable Artificial Intelligence : First World Conference, xAI 2023, Lisbon, Portugal, July 26-28, 2023, Proceedings, Part III / edited by Luca Longo, 512-535, 2023
[DOI: 10.1007/978-3-031-44070-0_26]
Posada Moreno, Andres Felipe (Corresponding author)
Müller, Kai Bruno (Corresponding author)
Brillowski, Florian Sascha (Corresponding author)
Solowjow, Friedrich (Corresponding author)
Gries, Thomas (Corresponding author)
et al.
[Fachzeitschriftenartikel]
Scale-preserving automatic concept extraction (SPACE)
Machine learning, 112 (11), 4495-4525, 2023
[DOI: 10.1007/s10994-023-06373-2]
Posada Moreno, Andres Felipe (Corresponding author)
Kreisköther, Lukas
Glander, Tassilo
Trimpe, Johann Sebastian
[Preprint]
Scalable Concept Extraction in Industry 4.0, 2023
[DOI: 10.48550/arXiv.2306.03551]
Posada Moreno, Andres Felipe (Corresponding author)
Müller, Kai Bruno (Corresponding author)
Brillowski, Florian Sascha (Corresponding author)
Solowjow, Friedrich (Corresponding author)
Gries, Thomas (Corresponding author)
et al.
[Buchbeitrag]
Actionable Artificial Intelligence for the Future of Production
Internet of production : fundamentals, applications and proceedings / editors: Christian Brecher, Günther Schuh, Wil van der Aalst, Matthias Jarke, Frank T. Piller, Melanie Padberg, 1-46, 2023
[DOI: 10.1007/978-3-030-98062-7_4-1]
Behery, Mohamed Anwar Abdellatif (Corresponding author)
Brauner, Philipp (Corresponding author)
Zhou, Hans Aoyang
Uysal, Merih Seran
Samsonov, Vladimir
et al.
[Buchbeitrag, Fachzeitschriftenartikel]
Process parameter prediction for fused deposition modeling using invertible neural networks
Polymers, 15 (8), Art. 1884, 2023
[DOI: 10.3390/polym15081884]
Pelzer, Lukas
Posada Moreno, Andres Felipe (Corresponding author)
Müller, Kai Bruno (Corresponding author)
Greb, Christoph
Hopmann, Christian
[Buchbeitrag, Beitrag zu einem Tagungsband]
Objectifying Machine Setup and Parameter Selection in Expert Knowledge Dependent Industries Using Invertible Neural Networks
Flexible automation and intelligent manufacturing: the human-data-technology nexus : proceedings of FAIM 2022, June 19-23, 2022, Detroit, Michigan, USA / Kyoung-Yun Kim, Leslie Monplaisir, Jeremy Rickli editors. - Volume 1, 293-300, 2022
[DOI: 10.1007/978-3-031-18326-3_29]
Müller, Kai Bruno (Corresponding author)
Posada Moreno, Andres Felipe
Pelzer, Lukas
Gries, Thomas
[Preprint]
ECLAD : Extracting Concepts with Local Aggregated Descriptors, 2022
[DOI: 10.48550/arXiv.2206.04531]
Posada Moreno, Andres Felipe (Corresponding author)
Surya, Nikita (Corresponding author)
Trimpe, Johann Sebastian (Corresponding author)
[Buchbeitrag, Beitrag zu einem Tagungsband]
Towards Cargo Wagons Brake Health Scoring through Image Processing
Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods : February 3-5, 2022 / editors: Maria De Marsico, Gabriella Sanniti di Baja and Ana Fred ; [sponsored by the Institute for Systems and Technologies of Information, Control and Communication (INSTICC)], 423-431, 2022
[DOI: 10.5220/0010824300003122]
Posada Moreno, Andres Felipe
Otte, Thomas
Pehar, Damir
Haßler, Marc
Bartels, Holger
et al.
[Buchbeitrag, Beitrag zu einem Tagungsband]
Condition Monitoring of Rail Infrastructure and Rolling Stock using Acceleration Sensor Data of on-Rail Freight Wagons
Proceedings of the 11th International Conference on Pattern Recognition Applications and Methods : February 3-5, 2022 / editors: Maria De Marsico, Gabriella Sanniti di Baja and Ana Fred ; [sponsored by the Institute for Systems and Technologies of Information, Control and Communication (INSTICC)], 432-439, 2022
[DOI: 10.5220/0010824600003122]
Otte, Thomas
Posada Moreno, Andres Felipe
Hübenthal, Fabian
Haßler, Marc
Bartels, Holger
et al.
[Buchbeitrag, Beitrag zu einem Tagungsband]
Neural-Network-based State Estimation : the effect of Pseudo-measurements
Proceedings of 2021 IEEE 30th International Symposium on Industrial Electronics (ISIE), 6 Seiten, 2021
[DOI: 10.1109/ISIE45552.2021.9576442]
Bragantini, Andrea (Corresponding author)
Baroli, Davide (Corresponding author)
Posada Moreno, Andres Felipe (Corresponding author)
Benigni, Andrea (Corresponding author)
[Abstract, Beitrag zu einem Tagungsband]
Invertible Neural Networks as Reduced Models for Inverse Problems in Production Engineering Applications
VI ECCOMAS young investigators conference : Book of abstracts, July, 7-9 2021, 267, 2021
[DOI: 10.18154/RWTH-2021-06082]
Wolff, Daniel (Corresponding author)
Posada Moreno, Andres Felipe (Corresponding author)
Elgeti, Stefanie Nicole (Corresponding author)
[Beitrag zu einem Tagungsband]
Holistic data infrastructure and analytics system for rail freight transport
ITS European Congress : virtual, on 9-10 November 2020, ITS-2114, [1]-10, 2020
[DOI: 10.18154/RWTH-2020-06991]
Otte, Thomas (Corresponding author)
Bartels, Holger
Posada Moreno, Andres Felipe
Wittenburg, Georg
Haßler, Marc