[AISWorld] CFP deadline extended to Sep 24 - Workshop KNUMS at EKAW: Knowledge Management for Numerical Modeling, Measurement & Simulation

[Victoria Degeler]

The First Workshop on Knowledge Management for Numerical Modeling,
Measurement & Simulation (KNUMS)

to be held on November 26, 2024 in Amsterdam, Netherlands in conjunction
with the 24th International Conference on Knowledge Engineering and
Knowledge Management (EKAW 2024)

https://k-nums.github.io/ekaw/2024/

Research on data and knowledge management has made much progress in recent
years, culminating in best practices, widely-adopted standards and
(commercial) systems for a wide range of applications. However, despite
these advancements, many fields still face challenges in managing the
knowledge about complex measurements and numerical models. These challenges
span across a broad spectrum of disciplines, from engineering and natural
sciences to sociology and economics, and extend to a variety of
applications, including manufacturing, agriculture, medicine and public
policy. In a wide range of domains, it remains difficult to keep track of
the connection between measurement datasets and the physical processes that
generate them, or the simulations that use them.

Recently, advancements in (Cognitive) Digital Twins (DTs) and Pre-trained
Large Language Models (LLMs) have opened up new opportunities for managing
model metadata and integrating diverse data sources, but progress and
results are often shared only within their application domain.

Objectives and Topics
---------------------
This workshop aims to bring together a diverse set of perspectives from
different traditions and will attempt to establish common ground for how
these various kinds of representation and processes might be integrated.

Potential topics include, but are not limited to:

Representing Measurement
* Knowledge representation and management techniques for measurement
datasets
* Ontologies and semantic technologies for handling measurement data
* Ontological representation of time series observations and their
associated temporal concepts, e.g., events, situations, processes and
temporal relations
* Measurement data quality assurance and validation techniques in knowledge
management systems (e.g. units, uncertainty, provenance)
* Utilizing Large Language Models (LLMs) for knowledge extraction,
management and metadata synthesis in measurement datasets

Numerical Modeling, Simulation and Knowledge Management
* Integration of numerical modeling in knowledge management systems
* Integration of ontologies in numerical modeling systems
* Modularization and compositionality of numerical models
* Equations and formulas management in knowledge repositories
* Simulation data organization and retrieval strategies
* Collaborative knowledge sharing platforms for numerical modeling and
simulation communities
* Knowledge management for uncertainty quantification in simulation data
* FAIR numerical / simulation model sharing

Interdisciplinary and Application Perspectives
* Interdisciplinary perspectives on knowledge management in numerical model
/ simulation studies
* Case studies and applications demonstrating effective knowledge
management practices in measurement datasets and numerical / simulation
models


Important Dates
---------------

Paper submission deadline: (extended) September 24, 2024
Authors notification:October 15, 2024
Author registration: October 17, 2024
Workshop Day: November 26, 2024
Workshop camera-ready paper (for joint workshop proceedings volume):
November 20, 2024

Organization team
-----------------
Benno Kruit, VU Amsterdam, The Netherlands
Victoria Degeler, University of Amsterdam, The Netherlands
João Moreira, University of Twente, The Netherlands

Submissions
-----------
The workshop will accept regular papers and short (position) papers. Pieces
of ongoing research work are also welcome.

Papers must be submitted in PDF format according to the CEUR-WS template
published in the CEUR-WS guidelines. Long papers should be between 10 and
15 pages, while short papers between 5 and 9 pages, including references.
Workshop papers must be self-contained and in English.

Further, at least one author of each accepted workshop paper has to
register for the conference. Please note that workshop attendance is only
granted to registered conference participants.

Submit Paper: https://easychair.org/conferences/?conf=knums2024