Fiber-based Experimental Models — Parametric Pavilion with Topological Column and Kinematic Canopy
2024 · research-assistant · Parametric Design

Fiber-based Experimental Models — Parametric Pavilion with Topological Column and Kinematic Canopy

Parametric Design · Digital Fabrication · Architecture

A parametric pavilion pairing a topology-optimized, segmental post-tensioned hollow-ceramic column with a kinematic folding canopy. Co-authored research at IASS 2024 with Prof. Castellón. Kangaroo dynamic-relaxation drives the canopy origami; the columns are robotically machined and post-tensioned with Cerámica Cumella.

Segmental post-tensioned hollow-ceramic columns — topology-optimized and robotically machined — paired with a kinematic folding canopy simulated as a digital twin. Co-authored with Prof. Juan José Castellón and published at the IASS 2024 Symposium.

Co-authored research at IASS 2024 — I worked on this as a computational research assistant at Rice University (2021–2024), collaborating with Professor Juan José Castellón. The work was published at the IASS 2024 Symposium as Castellón & Chen, Segmental Ceramic Hollow Structures: Prefabricated post-tensioned columns for ecological urban infrastructures — I am the second author. My contribution was on the computational side: the topology-optimization pipeline that generated the column catalogue, the robotic-toolpath and fabrication simulation, and the Kangaroo form-finding / digital-twin of the kinematic canopy.

What it is

The research develops hollow building components that combine structural and ecological functions — a load-bearing column that is simultaneously a rainwater collector, with aspects of climatic control and water storage built into the same hollow ceramic body. The structural system is a segmental post-tensioned column composed of hollow ceramic components: individually manufactured segments are stacked and drawn together by a post-tensioning tendon into a single monolithic column.

The design language borrows from a specific precedent. In the 1960s, Spanish architect Miguel Fisac and engineer Ricardo Barredo developed post-tensioned hollow concrete beams; this project carries that idea into ceramic and into the age of robotic fabrication. The material distribution itself is bio-analogous — inspired by how bone places mass along load paths and hollows out where material is redundant.

The problem

Solid masonry and concrete columns are structurally wasteful: most of the section carries little load, yet it is expensive to make, heavy to ship, and does nothing beyond standing up. The research asks whether a column can be (1) material-efficient — hollowed exactly where it can afford to be, (2) prefabricated and modular — made from repeatable segments rather than cast monoliths, and (3) multi-functional — earning its footprint by also collecting and storing water and moderating microclimate. Meeting all three at once is what makes it a fabrication problem as much as a design problem: the optimized geometry has to be something a workshop can actually produce.

System overview

The two halves of the pavilion — the compression member and the shading surface — are developed on parallel computational tracks, then resolved together at the column capital. The column track ends in physical fabrication; the canopy track is delivered as a digital twin.

Two-lane workflow diagram: the topological column developed through topology optimization, a parametric catalogue, and segmentation; the kinematic canopy developed through an origami fold, Kangaroo dynamic-relaxation form-finding, and a digital twin; both converging into an extrusion, robotic subtractive machining, post-tensioning, and dual-function fabrication band with Cerámica Cumella.
Form-finding-to-fabrication workflow — the topology-optimized column and the Kangaroo-simulated canopy, converging into robotic subtractive fabrication and segmental post-tensioning.

column form-finding

Topological column form-finding

The column geometry is not drawn — it is grown by topology optimization. Starting from a solid rectangular blank meshed for finite-element analysis, the optimizer iteratively resolves the compression load path and removes material where it contributes little, keeping mass where forces concentrate. Over successive iterations the plain prism evolves into a hollow hourglass profile with longitudinal void slots — the visible read of the underlying stress field.

The FE-meshed iteration steps below show that evolution directly: a solid block, triangulated, with the red stress-density field intensifying along the retained load paths as the section is progressively hollowed toward a bone-like distribution.

form-finding detail 1

form-finding iterations form-finding iterations form-finding iterations

Ceramic column design catalogue

Because the process is parametric, one run yields not a single answer but a family of optimized variants. Each is documented as a perspective/elevation pair, structurally viable and aesthetically distinct, so the design decision becomes a choice among sound options rather than a compromise against structure.

column catalogue

design catalogue 1 design catalogue 2 design catalogue 3

Robotic fabrication and post-tensioned assembly (with Cerámica Cumella)

Fabrication was carried out in collaboration with the ceramic manufacturer Cerámica Cumella. The paper is explicit about the two-step manufacturing route: the hollow components are made through conventional extrusion and then finished by robotic subtractive methods — a collaborative robotic arm mills the topology-optimized voids and profile into the extruded blank.

The pipeline runs digital-first: the optimized CAD geometry is converted into a robot toolpath, verified in a simulation of the machining sequence, and only then executed on the physical segment.

optimized column CAD


extruded hollow ceramic segment blank


robot toolpath  ──►  machining simulation (verify reach / collisions)


UR arm — subtractive milling of voids + profile


stack segments  ──►  post-tension tendon  ──►  monolithic column

robot simulation

robot fabrication

The finished segments stack vertically; a post-tensioning tendon runs through the hollow core and compresses the joints, turning discrete ceramic pieces into a single structural column. The same hollow core is what lets the unit double as a water collector and store.

Fabrication video: youtube.com/watch?v=ATiN7TGZwvQ

Kinematic canopy form-finding

The canopy is a rigid-foldable origami surface that seats onto the column capital. Its motion is developed in Kangaroo for Grasshopper: a dynamic-relaxation solver relaxes the fold under goal constraints so the surface can move between open and closed states while staying geometrically consistent. The motion is tuned against environmental inputs — sunlight and wind — so the canopy can adapt its geometry while maintaining structural stability and aesthetic coherence.

Rather than build the canopy physically, the research delivers it as a digital twin: the simulation captures and visualizes the kinematic stages of the moving adaptive canopy, integrated with the column so that structure and shading read as a single pavilion.

Canopy video: youtube.com/watch?v=ne-7-3s7RPQ

My contribution

  • Built the topology-optimization pipeline that generated the column geometry and the parametric catalogue of optimized variants.
  • Produced the robotic-toolpath and machining simulation feeding the subtractive fabrication with Cerámica Cumella.
  • Developed the Kangaroo dynamic-relaxation form-finding and digital-twin of the kinematic folding canopy.
  • Co-author on the IASS 2024 paper (Castellón & Chen).

Outcomes

  • Peer-reviewed publication at IASS 2024 (International Association for Shell and Spatial Structures) — the only published research on this portfolio.
  • A parametric catalogue of topology-optimized hollow-column variants, structurally derived rather than stylistically drawn.
  • A working robotic subtractive-fabrication route — extrusion → toolpath → simulation → machined ceramic segments — validated on physical prototypes at Cerámica Cumella.
  • A kinematic canopy digital twin with environmentally-tuned (sunlight/wind) motion.
  • A single dual-function component: structural column + water collector with climatic control and water storage.
  • [[2021-2024-Rice—membrane-form-finding]] — parallel Rice parametric studio work
  • [[2025-Spring—generative-urbanism]] — Rice architecture studio work
Robotic-arm toolpath simulation of the subtractive machining sequence for a hollow ceramic column segment.
Robotic-arm toolpath simulation of the subtractive machining sequence for a hollow ceramic column segment.
Topology-optimization iterations refining the column profile — mass follows the compression load path.
Topology-optimization iterations refining the column profile — mass follows the compression load path.
Optimized column geometry — perspective and section studies of the hollow, voided profile.
Optimized column geometry — perspective and section studies of the hollow, voided profile.
Optimized column geometry — a further variant from the same parametric family.
Optimized column geometry — a further variant from the same parametric family.
FE-meshed optimization steps — a solid blank evolves toward a bone-like material/void distribution under stress fields.
FE-meshed optimization steps — a solid blank evolves toward a bone-like material/void distribution under stress fields.
Column catalogue — the family of optimized variants generated by the parametric process.
Column catalogue — the family of optimized variants generated by the parametric process.
UR collaborative arm subtractively machining hollow ceramic segments at Cerámica Cumella.
UR collaborative arm subtractively machining hollow ceramic segments at Cerámica Cumella.
Ceramic column design catalogue — optimized shapes, sheet 2.
Ceramic column design catalogue — optimized shapes, sheet 2.
Ceramic column design catalogue — optimized shapes, sheet 3.
Ceramic column design catalogue — optimized shapes, sheet 3.
Ceramic column design catalogue — optimized shapes, sheet 1.
Ceramic column design catalogue — optimized shapes, sheet 1.
KEEP EXPLORING Explore the latent space