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Resilience Ontologies and Knowledge Graph

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Laurent Lefort edited this page Jan 30, 2023 · 2 revisions

See also call for papers to D2R2’23: Second International Workshop on Linked Data-driven Resilience Research 2023 https://d2r2.aksw.org/ by Cognitive Economy Intelligence Plattform für die Resilienz wirtschaftlicher Ökosysteme (CoyPu) project https://coypu.org/event-D2R2-23

1st workshop plus CoyPu results

Data Week Leipzig 2022 International Workshop on Data-driven Resilience Research 2022 https://2022.dataweek.de/en/d2r2-22/

  • Proceedings not yet available
  • Talks (slides) available (but slow to load in some cases)

CoyPu Ontology https://schema.coypu.org/global/2.2 (Ontology to describe companies and their supply network, employees, products, production materials, industries, events and relations)

Related work:

  • GDELT dataset
  • ManuSquare project

References previously compiled

2010 Catherine Stephenson and 2012 Fire NSW - CSIRO Impacts framework https://www.ffm.vic.gov.au/__data/assets/pdf_file/0009/21114/Report-87-A-Lit.Rvw-On-The-Economic,-Social-and-Envtal-Impacts-of-Severe-Bushfires-In-SE-Aust..pdf

2018 UNESCAP Disaster-related Statistics Framework https://communities.unescap.org/system/files/final_drsf_manual_190918_reduced.pdf

2020 Royal Commission Hearing Professor Lisa Frances Gibbs https://mspgh.unimelb.edu.au/__data/assets/pdf_file/0007/3467077/RCNDA-Final-Witness-Statement-of-Professor-Lisa-Gibbs-22-May-2020.docx.pdf

Krishna Nadimpalli, Itismita Mohanty, Yogi Vidyattama, Mohsen Kalantari and Abbas Rajabifard AUSTRALIAN NATURAL HAZARDS EXPOSURE INFORMATION FRAMEWORK Guidelines for national consistency and comprehensive information https://www.bnhcrc.com.au/sites/default/files/managed/downloads/ra05_krishna-_natural_hazards_exposure_framework_finalversion.pdf

Cogan Shimizu, Rui Zhu, Mark Schildhauer, Krzysztof Janowicz and Pascal Hitzler A Pattern for Modeling Causal Relations Between Events https://github.com/odpa/WOP2021/raw/main/paper4.pdf Wildfire use case

Also at: https://daselab.cs.ksu.edu/sites/default/files/2021_WOP_KWG_Causal_Relation_Pattern.pdf
https://github.com/KnowWhereGraph/causal-events-pattern
https://github.com/KnowWhereGraph/kwg-hazard-ontology

As the need for such a resource is time-sensitive for our project, we are constructing an ontology (this repo) based on formalizing natural language typologies from high-credibility sources, and metadata schemas of prominent databases documenting hazard and disaster events. Terms were drawn from the Integrated Research on Disaster Risk, "IRDR" organization's "Peril and Hazard Glossary" (2014) https://www.irdrinternational.org/knowledge_pool/publications/173 and the UNDRR's "Hazard definition and classification Review (2020), https://www.undrr.org/publication/hazard-definition-and-classification-review

Additional terms were pulled from the metadata file https://cemhs.asu.edu/sites/default/files/2018-05/sheldus_readme.pdf of the "Spatial Hazard and Events Database for the United States" (SHELDUS).

Additional terms were drawn from values in the NOAA Storm Event Database, https://www.ncdc.noaa.gov/stormevents/

Spatial Data Science for Emergency Management (GEOG 858) course by R. Matthew Beaty

Spatial Data Science for Emergency Management https://www.e-education.psu.edu/geog858/print/book/export/html/3

A review of themes in disaster resilience literature and international practice since 2012 https://www.tandfonline.com/doi/full/10.1080/25741292.2018.1507240

2019 Ontology Design Patterns for Representing Knowledge in the Disaster Risk Domain https://www.researchgate.net/publication/334224677_Ontology_Design_Patterns_for_Representing_Knowledge_in_the_Disaster_Risk_Domain Table also here: https://mazimweal.github.io/onto/
https://github.com/mazimweal/mazimweal.github.io/tree/master/onto

2011 Daniel A Formal Theory of Resilience http://kauppinen.net/tomi/Desiree_Daniel_Master_Thesis.pdf
http://www.jensortmann.de/ontologies/resilience-ontology1.owl

2011 An Ontology Design Pattern for Referential Qualities http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.667.6586&rep=rep1&type=pdf

2018 Daniel A Dispositional Perspective of Resilience http://hss.ulb.uni-bonn.de/2019/5483/5483.pdf

2014 Building an Ontology of Community Resilience to a Disaster https://www.researchgate.net/publication/337199818_Building_an_Ontology_of_Community_Resilience_to_a_Disaster

Use of Knowledge Graphs for Resilience

Fuels Knowledge Graph Project (FKGP), funded through the Federal Chief Data Officers (CDO) Council, explored the use of knowledge graphs to achieve more consistent and reliable fuel management performance measures https://resources.data.gov/resources/Fuels_Knowledge_Graph_Project/

INSPIRE standards as a framework for artificial intelligence applications: a landslide example https://nhess.copernicus.org/articles/20/3455/2020/

Pattern-Based Ontology Modeling and Reasoning for Emergency System https://www.jstage.jst.go.jp/article/transinf/E101.D/9/E101.D_2017EDP7383/_article

Supply chain resilience use cases, requirements

Australian Productivity Commission Vulnerable Supply Chains https://www.pc.gov.au/inquiries/completed/supply-chains/report

Manu-Square Project

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