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November 10, 2025BuildingsOpen Access

Fabrication-Aware Synthetic Dataset Generation and Compact Geometric Encoding for Architectural Robotic Assembly of Brick Wall Designs

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Authors

HRHamidreza RafizadehMTMuge Fialho Leandro Alves TeixeiraJDJared Donovan

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Implication

Analysis shows structural stability in synthetic dataset generation for brick wall designs, indicating advancements in robotic assembly.

Key Points

  • Synthetic dataset generation achieved structural stability in 52% of 33,000 designs, indicating effective modeling.
  • Dimensionality reduction was applied using dot-product-based representation to preserve critical geometric features.
  • Parametric modeling enabled versatile design generation and evaluation in architectural robotic assembly.
  • Findings point to enhanced data-driven approaches in generative design and autonomous robotic applications.

Cite This Study

Rafizadeh et al. (2025) studied this question.

synapsesocial.com/papers/69253a1ec0ce034ddc35712ahttps://doi.org/10.3390/buildings15224041
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