A Data Processing Pipeline for Socio-Technical Network Analysis [Slides]
- Idaho National Laboratory (INL), Idaho Falls, ID (United States)
- Naval Postgraduate School, Monterey, CA (United States)
With the rapid adoption of emerging technologies, there is a need to catalog and model sociotechnical interdependencies that have been historically used to influence the operation of Critical Infrastructure networks including the impacts of mergers and acquisitions, hostile takeovers, and foreign investment. Our research intends to address this need with two primary contributions. First, we have developed a data curation and processing pipeline to generate sociotechnical networks extracted from a variety of data sources including SEC filings and infrastructure asset databases. The pipeline, implemented in Apache Airflow, extracts and normalizes the representation of entities and relations, specified within ontologies. Second, networks produced by our pipeline enable the development of graph-theoretic metrics that consider the properties of network components in addition to its topology. Measures of network complexity, such as degree distribution, reachability analyses, temporal analysis, and community detection may be adapted to indicate adversarial organizational influence. Our intent is to provide an extensible, machine-actionable approach to quickly communicate such models, reproduce previous results, and adapt them to new, unanticipated situations.
- Research Organization:
- Idaho National Laboratory (INL), Idaho Falls, ID (United States)
- Sponsoring Organization:
- USDOE
- DOE Contract Number:
- AC07-05ID14517;
- OSTI ID:
- 2007807
- Report Number(s):
- INL/MIS--23-72124-Rev001
- Country of Publication:
- United States
- Language:
- English
Similar Records
A Data Processing Pipeline for Adversarial Socio-Technical Network Analysis
A Data Processing Pipeline To Extract A Knowledge Graph From Heterogeneous Data For Socio-technical Analysis Of Critical Infrastructure Influence
A Data Processing Pipeline To Extract A Knowledge Graph From Sec Documents For Socio-technical Analysis Of Critical Infrastructure Influence
Conference
·
Mon Jun 12 20:00:00 EDT 2023
·
OSTI ID:2006801
A Data Processing Pipeline To Extract A Knowledge Graph From Heterogeneous Data For Socio-technical Analysis Of Critical Infrastructure Influence
Software
·
Tue Oct 28 20:00:00 EDT 2025
·
OSTI ID:code-178006
A Data Processing Pipeline To Extract A Knowledge Graph From Sec Documents For Socio-technical Analysis Of Critical Infrastructure Influence
Software
·
Mon May 06 20:00:00 EDT 2024
·
OSTI ID:code-145418