Person
Andres Felipe Posada Moreno
M.Sc.Chair of Data Science in Mechanical Engineering
Doctoral Researcher
Address
Building: 6050
Room: A 2.21
Dennewartstraße 27
52068 Aachen
I'm a PhD student in the Institute of Data Science in Mechanical Engineering (DSME) at RWTH Aachen, where I'm supervised by Prof. Dr. Sebastian Trimpe.
Before joining the DSME as a PhD student, I worked three years at the IMA as a scientific researcher in industrial applications of AI. Prior to the RWTH, I worked for four years in the development of IOT and ML solutions for the agroindustry in Latinamerica.
I completed a Bachelor's degree in Mechatronic Engineering at the EIA University (Colombia) and a Master's degree in Engineering at Arts et Métiers ParisTech (France).
My research interests lie in the fields of explainable artificial intelligence (XAI) and applied AI. I am interested in the internal representations learned by neural networks and how these representations relate to human-understandable concepts. More specifically, I'm interested in methods for concept extraction and active learning and their usage in industrial applications.
Talks
- "Invertible Neural Networks in Production", Keio International mini-symposium (November 2020)
Teaching
- (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" at RWTH Aachen University
- (Lecturer) SS2019 "Artificial Intelligence and Data Analytics for Engineers" at RWTH Aachen University
- (Lecturer) August 2019, 1 week seminar "Production Technology Meets Industry 4.0" at the RWTH International Academy summer school
- (Lecturer) February 2019, 1 week seminar "Smart Factories" at the RWTH International Academy winter school
- (Lecturer) June 2018, 1 week seminar "Smart Engineering for Smart Factories" at the RWTH International Academy winter school
- (Lecturer) April 2018, 1 week seminar "Industry 4.0" at the RWTH International Academy winter school
- (Lecturer) 2014 "Mechatronic Design" at EIA University
Supervised Student Projects
- "AI Enhanced Fatigue Strength Prediction for Ductile Cast Iron", Master Thesis, Yao Yao (RWTH Aachen University). Co-supervisor: Felix Weber
- "Application of Explainable Artificial Intelligence (XAI) for Time Series Data in Industrial Robotics", Master Thesis, 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", Bachelor Thesis, Tobias Vogel (RWTH Aachen University). Co-supervisor: Henrik Hose.
- "Classifying deformation behavior in crash analysis using spatial-temporal information from few samples", Master Thesis, Revan Kumar Dhanasekaran (RWTH Aachen University)
- "Investigation of Behavior in Deep Reinforcement Learning Agents via Activation Pattern Analysis", Master Thesis, Melanie Lu (RWTH Aachen University)
- "Extracting Human-Understandable Highlevel Concepts from Deep Learning Based Classification Models for Industrial Use Cases Utilizing Concept Activation Vectors", Master Thesis, Lukas Kreisköether (RWTH Aachen University)
- "An Automatic Approach for Global Interpretability of Image-Based Classification", Master Thesis, Nikita Surya (RWTH Aachen University)
- "Analysis of Hierarchical Reinforcement Learning for Robotics", Master Thesis, Malte Mosbach (RWTH Aachen University)
- "Establishing Interpretability of Neural Networks for Time Series Sensory Data Analysis", Master Thesis, Nils Hütten (RWTH Aachen University)
Publications
| Source | Author(s) |
|---|---|
| [Contribution to a book, Contribution to a conference proceedings] 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. |
| [Journal Article] 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. |
| [Contribution to a book] 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. |
| [Contribution to a book, Journal Article] 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 |
| [Contribution to a book, Contribution to a conference proceedings] 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) |
| [Contribution to a book, Contribution to a conference proceedings] 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. |
| [Contribution to a book, Contribution to a conference proceedings] 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. |
| [Contribution to a book, Contribution to a conference proceedings] 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, Contribution to a conference proceedings] 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) |
| [Contribution to a conference proceedings] 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 |