Optimizing Free-Form Grid Shells with Reclaimed Elements under Inventory Constraints
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Date
2025
Journal Title
Journal ISSN
Volume Title
Publisher
The Eurographics Association and John Wiley & Sons Ltd.
Abstract
We propose a method for designing 3D architectural free-form surfaces, represented as grid shells with beams sourced from inventories of reclaimed elements from dismantled buildings. In inventory-constrained design, the reused elements must be paired with elements in the target design. Traditional solutions to this assignment problem often result in cuts and material waste or geometric distortions that affect the surface aesthetics and buildability. Our method for inventory-constrained assisted design blends the traditional assignment problem with differentiable geometry optimization to reduce cut-off waste while preserving the design intent. Additionally, we extend our approach to incorporate strain energy minimization for structural efficiency. We design differentiable losses that account for inventory, geometry, and structural constraints, and streamline them into a complete pipeline, demonstrated through several case studies. Our approach enables the reuse of existing elements for new designs, reducing the need for sourcing new materials and disposing of waste. Consequently, it can serve as an initial step towards mitigating the significant environmental impact of the construction sector.
Description
CCS Concepts: Applied computing → Engineering; Computing methodologies → Simulation types and techniques; Machine learning
@article{10.1111:cgf.70047,
journal = {Computer Graphics Forum},
title = {{Optimizing Free-Form Grid Shells with Reclaimed Elements under Inventory Constraints}},
author = {Favilli, Andrea and Laccone, Francesco and Cignoni, Paolo and Malomo, Luigi and Giorgi, Daniela},
year = {2025},
publisher = {The Eurographics Association and John Wiley & Sons Ltd.},
ISSN = {1467-8659},
DOI = {10.1111/cgf.70047}
}