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Software . 2025
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Software . 2025
Data sources: Datacite
ZENODO
Software . 2025
Data sources: Datacite
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DesCartes Builder: Digital Twinning Machine-Learning Pipelines

Authors: de Conto, Eduardo; Easwaran, Arvind; Genest, Blaise;

DesCartes Builder: Digital Twinning Machine-Learning Pipelines

Abstract

Here are instructions to use DesCartes Builder with the Docker container in this Zenodo storage. Alternatively, the Docker image in DockerHub: https://hub.docker.com/r/eduardoconto/descartes-builder. 1. Load the docker image `docker-descartes-builder.tar` (docker may require `sudo` root privileges):```bashdocker load -i docker-descartes-builder.tar ```2. Ensure x11 is installed```bashsudo apt update && sudo apt install -y x11-apps xorg x11-xserver-utils```3. Run the container```bashdocker run -it -e DISPLAY=$DISPLAY -v /tmp/.X11-unix:/tmp/.X11-unix descartes_builder:0.1```Note: You may need to use `xhost +local:docker` prior to `docker run` to authorize Docker to connect to your X server. Details: - `-it` makes the container reactive to your input.- `-e` forwards $DISPLAY to the container, enabling GUI applications to display on the host's screen.- `-v` mounts the X11 Unix socket from the host to the container. 4. Run examples Examples are available in `/app/deps/descartes-builder/app/examples` within the Docker image. Open with the UI: `File -> Open`. The tool is installed in `/app/build/bin`.

A Docker container with the DesCartes Builder and associated datasets. DesCartes Builder is a tool to create digital twin (DT) pipelines using the Function+Data Flow (FDF) domain-specific language for machine-learning-based DT modeling. It provides three high-level features: visual specification of the DT pipeline with implicit typing to detect common errors, automatic generation of executable models from the FDF specification, validation of design goals and ML models. Docker image in `docker-descartes_builder.tar` and documentation in `BUILDER_DOC.pdf`. The original sources are available at: Front-end: https://github.com/CPS-research-group/descartes-builder/ Back-end: https://github.com/CPS-research-group/kedro-umbrella AcknowledgmentsThis research is part of the program DesCartes and is supported by the National Research Foundation, Prime Minister’s Office, Singapore under its Campus for Research Excellence and Technological Enterprise (CREATE) program.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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