Person

Andres Felipe Posada Moreno

M. Sc.

Doctoral Researcher

Andres Felipe Posada Moreno
Lehrstuhl für Data Science im Maschinenbau

Address

Building: 6050

Room: A 2.21

Dennewartstraße 27

52068 Aachen

Contact

WorkPhone
Phone: +49 241 80 92062
 

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]
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