Back to Lab
A branching ribbed canopy and its construction curves above an open public passage.
Concept image (AI): an exploratory form study, not a verified structural solution.

AI Form Finding

Explore a form while keeping its geometry, material and structural assumptions open to review.

Generative Design04 - BUILDINGResearch note
Study period
2024-2025
Note updated

The research question

Form finding begins with relationships: a span, supports, a material and forces. We investigate how AI-assisted exploration might contribute to that process while making those relationships explicit for architectural and engineering review.

A canopy is the first proposed case. A simple parametric baseline and generated candidates would share the same brief and load assumptions. Visual character, geometric validity and structural assessment will be checked separately; each conversion between representations needs a record.

Before proposing a trained generator, we will test a small set of interpretable geometric operations. The question is whether they produce alternatives that can be revised and explained. Rejected geometry and sensitivity to modelling choices are part of the intended output.

Change the rise, keep the brief

Low
Low. The canopy is shallow between the same two supports. The small rise changes the geometry of its members and connections.
Medium
Medium. A higher crown creates a different member arrangement without moving the supports. Structural behaviour would need a separate model.
High
High. The tallest option increases the roof profile. Whether this geometry is useful depends on clearance, stability and a buildable joint.

Geometric comparison only. Arrows indicate an assumed load direction, not calculated forces. The diagram contains no structural solver, safety assessment or material-saving result.

Ideas and methods

Frei Otto’s physical models connect form with material and forces. Parametric structural methods make some of those relationships explicit in computation. We take this as a reason to inspect the chain from proposal to analysis, rather than treating a generated image as an engineered form.

Eisenman’s account of House VI describes form as the record of a sequence of transformations. That is a useful counterpoint to force-based form finding: a legible transformation is not necessarily a structural response. In the canopy study, each operation must state whether it changes an architectural relationship, a geometric constraint or an analysis assumption.

Read the sources ↓

Current work and the next experiment

On this page
Three illustrative canopy profiles with unchanged supports.
Planned output
A parametric baseline, analysis inputs, candidate and rejected geometry, and an engineer’s review.

How we will test it

One brief, comparable geometry
Use the same roof outline, clearance, material assumptions and supports. Include a simple reference structure and reject disconnected or invalid geometry before ranking alternatives.
Check sensitivity
Repeat selected cases with refined meshes and changed support assumptions. Record deflection, stability checks and solver warnings separately from the image’s visual appeal.
Review a buildable detail
Choose a representative connection and examine assembly, member access and fabrication limits with an engineer. A favourable global model can still hide an impractical joint.
What remains open
  • No verified training records or independent structural benchmark accompany this note.
  • Simplified analysis depends on material, support and load assumptions.
  • Visual novelty and numerical feasibility do not establish usability or construction readiness.

Next output

The first deliverable is a canopy experiment containing the brief, parametric baseline, candidate geometry, analysis settings and rejected cases. Each alternative should make its geometry and assumptions available to an engineer, including why it was retained or abandoned. Connection design and fabrication review would then establish what needs to change before the proposal can be built.

Sources and method notes
Research connections to our products
  • Constraint-driven generation in Archly Exploration

    A possible future direction is to bring reviewed generated geometry into Archly. Current visualization output does not constitute structural validation.

    Archly →
  • Exploring form alternatives in Grasshopper Exploration

    Falcon remains a research tool. Parameter exploration and a physics-feedback experiment would need a separate implementation and evaluation.

    Falcon AI →