| Vol-3376 urn:nbn:de:0074-3376-1 Copyright © 2023 for the individual papers by the papers' authors. Copyright © 2023 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# D2R2 2022
Data-driven Resilience Research 2022

### Proceedings of the International Workshop on Data-driven Resilience Research 2022
co-located with Data Week Leipzig 2022 (DATAWEEK 2022)

### Leipzig, Germany, July 6, 2022.

Edited by

### Natanael Arndt * ***
Sabine Gründer-Fahrer ** ***
Julia Holze ** ****
Michael Martin ** ***
Sebastian Tramp * ***

* eccenca GmbH, Hainstraße 8, 04109 Leipzig, Germany
** Institute for Applied Informatics, Goerdelerring 9, 04109 Leipzig, Germany
*** AKSW Research Group
**** DBpedia Association

## Table of Contents

- Preface
  Summary: There were 16 papers submitted for peer-review to this workshop. Out of these, 11 papers were accepted for this volume, 6 as regular papers, 2 as short papers, and 3 as invited talks.

### Session I

- The Ethical Risks of Analyzing Crisis Events on Social Media with Machine Learning
  Angelie Kraft, Ricardo Usbeck
- Overview of Data-Driven Hazard-Detection Technology Research at WSU’s Disaster Resilience Analytics Center for Enhancing Community Resilience (short paper)
  Atri Dutta
- The Coypu Platform Data Integration Workflow (invited talk)
  Natanael Arndt, Sebastian Tramp
- Semantification of Geospatial Information for Enriched Knowledge Representation in Context of Crisis Informatics
  Claus Stadler, Simon Bin, Lorenz Bühmann, Norman Radtke, Kurt Junghanns, Sabine Gründer-Fahrer, Michael Martin

### Session II

- Assessing Anonymized System Logs Usefulness for Behavioral Analysis in RNN Models
  Tom Richard Vargis, Siavash Ghiasvand
- Der Krisenbegriff und dessen Implikation für Entwicklung von intelligenten Werkzeugen zur Krisenprävention und zum Krisenmanagement (The Concept of Crisis and Its Implication for Development of Intelligent Tools for Crisis Prevention and Management) (invited talk) (German)
  Stavroula Chatzipanagioti, Tobias Gebel, Sakyi Mannah, Selina Mudrack, Mareike Petersen
- A Lightweight Citizens Information Portal for Extreme Weather Events (invited talk)
  Richard Figura, Christopher Frank, Alexander Willner
- FAIR – A Project to Make Weather Information More Usable (invited talk)
  Richard Figura, Christopher Frank, Alexander Willner

### Session III

- Früherkennung möglicher Versorgungsstörungen durch die Analyse tiefer Lieferketten (Deep Supply Chains) (Early Detection of Potential Supply Disruptions Through the Analysis of Deep Supply Chains) (invited talk) (German)
  Eva Hoerster
- Resilienzfaktoren von Wertschöpfungsketten in der Agrar- und Ernährungsbranche am Beispiel der Pflanzenölproduktion (Resilience Factors of Value Chains in the Agri-Food Sector Using the Example of Vegetable Oil Production) (invited paper) (German)
  Johann Lömpcke, Martin Schneider
- Multispectral Deep Learning Models for Wildfire Detection
  Smitha Haridasan, Ajita Rattani, Zelalem Demissie, Atri Dutta
- Multimodal Combination of Text and Image Tweets for Disaster Response Assessment
  Saideshwar Kota, Smitha Haridasan, Ajita Rattani, Aaron Bowen, Glyn Rimmington, Atri Dutta

### Session IV

- Semantic-Aware Metadata and Resilience of Socio-Cultural Ecosystems
  Hans-Gert Gräbe
- Challenges for Achieving Supply Chain Resilience and Transparency within CoyPu (invited paper)
  Agnes Masip Gomez, Martin Heß, Philipp Ulrich, Albert Eckert, Yushan Liu, Theodor Isinger, Michael Martin
- Collaborative Work on Ontologies - A Report (short paper)
  Felix Engel, Sören Auer

### Invited Contribution from the LSWT2023

- Collaborative and Cross-Stakeholder Ontology Engineering (short paper)
  Fawad Khan, Felix Engel, Nenad Krdzavac, Sören Auer

2023-03-30: submitted by Natanael Arndt, metadata incl. bibliographic data published under Creative Commons CC0
2023-04-18: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|