elib
DLR-Header
DLR-Logo -> http://www.dlr.de
DLR Portal Home | Imprint | Privacy Policy | Contact | Deutsch
Fontsize: [-] Text [+]

B2G4: A synthetic data pipeline for the integration of Blender models in Geant4 simulation toolkit.

Bueno Rodriguez, Angel and Sattler, Felix and Pérez Prada, Maximilian and Stephan, Maurice and Barnes, Sarah (2024) B2G4: A synthetic data pipeline for the integration of Blender models in Geant4 simulation toolkit. EGU General Assembly 2023, Vienna, Austria.

[img] PDF
295kB
[img] PDF - Only accessible within DLR
1MB

Abstract

Particle simulation software is essential for the development and validation of theoretical prototypes in a myriad of physical appplications. The Geant4 simulation toolkit provides precise particle transport and matter interaction simulations in a controlled setting. The interpretation of simulated results is intimately linked to the level of detail represented in the simulation itself, including the ability of the simulation framework to create detailed geometries. Yet, rendering such highly detailed geometries is a daunting task in Geant4, where high-variance scenes must often be manually coded. Potential geometrical errors increase the time required for this coding procedure, and thus in-depth knowledge of the underlying simulation engine in Geant4 is needed. This research proposes Blender2Geant4 (B2G4), a novel framework which transplants 3D scenes from Blender into Geant4 for synthetic data generation. This was achieved by synergizing the descriptive 3D modelling tools in Blender with the simulation capabilities of Geant4. The ability to import, arrange, and manipulate 3D objects in Blender permits the creation of highly detailed and varied scenes: users can easily create sophisticated geometries by using drag-and-drop placement, shape variance randomization, and intuitive material assignments. The suite of functionalities defined in B2G4 lexically translates geometry facets from Blender into a readable format for Geant4, enabling the automated export and import of scenes with minimal manual input. Hence, the B2G4 framework enables automated mass production of corrected 3D scene variations with precise annotations and geometrical consistency checks. The B2G4 framework is designed as an all-purpose geometry creation interface to reduce the complexity of simulation scenes in Geant4 for a variety of physical applications. The applicability of B2G4 in a muon tomography setup is highlighted with a set of procedurally generated 3D scenes.

Item URL in elib:https://elib.dlr.de/202234/
Document Type:Conference or Workshop Item (Poster)
Title:B2G4: A synthetic data pipeline for the integration of Blender models in Geant4 simulation toolkit.
Authors:
AuthorsInstitution or Email of AuthorsAuthor's ORCID iDORCID Put Code
Bueno Rodriguez, AngelUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Sattler, FelixUNSPECIFIEDhttps://orcid.org/0000-0001-8869-282XUNSPECIFIED
Pérez Prada, MaximilianUNSPECIFIEDhttps://orcid.org/0000-0002-2831-463XUNSPECIFIED
Stephan, MauriceUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Barnes, SarahUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Date:26 January 2024
Refereed publication:No
Open Access:No
Gold Open Access:No
In SCOPUS:No
In ISI Web of Science:No
Status:Published
Keywords:muon tomography, blender, geant4, 3D data
Event Title:EGU General Assembly 2023
Event Location:Vienna, Austria
Event Type:international Conference
HGF - Research field:other
HGF - Program:other
HGF - Program Themes:other
DLR - Research area:no assignment
DLR - Program:no assignment
DLR - Research theme (Project):no assignment
Location: Bremerhaven
Institutes and Institutions:Institute for the Protection of Maritime Infrastructures > Maritime Security Technologies
Deposited By: Bueno Rodriguez, Angel
Deposited On:26 Jan 2024 14:31
Last Modified:26 Jan 2024 14:31

Repository Staff Only: item control page

Browse
Search
Help & Contact
Information
electronic library is running on EPrints 3.3.12
Website and database design: Copyright © German Aerospace Center (DLR). All rights reserved.