Research / AA Design Research Laboratory / 2024

ResilientMetropoles

How can coastal cities grow with water, rather than simply defend against it?

Featured author / Nishtha Gupta

Aerial project visualisation of a waterfront district organised around canals, public routes and mixed-use buildings.Project visualisation / portfolio page 4

Research overview

The study in brief.

This academic group study connects land-use decisions, physical water tests and waterfront design.

Research: Ashwin Rajendran · Nishtha Gupta · Sidharth Tayal

An academic design investigation, not a built development. Original research plates and full team credits accompany the illustrated guides.

Inside the study

Six connected studies.

Read the guides, then inspect the original plates.

01

Development actors

Communal, residential, industrial, commercial and office representatives make different decisions about land, construction and shared infrastructure. These actions show one round of the model.

Reading: Compare each development move with its costs and effects on shared resources.

Five actors, one shared city

  • CommunalPublic bridge, paving and civic space connecting the neighbourhood.

    Infrastructure built; tax collected.

  • ResidentialTerracotta homes arranged around planted courtyards.

    Land bought.

  • IndustrialLow-rise workshops with rooflights and shared servicing space.

    Land bought; construction.

  • CommercialWaterfront shops with ground-floor entrances facing the public quay.

    Pass.

  • OfficeOffice buildings beside the shared streets and public landscape.

    Construction.

Investment
Land + construction costs
Operating return
Rent − maintenance costs
Shared resources
Tax − infrastructure costs
02

Canal behaviour

The study treats the canal mouth, bends and branches as design variables, then compares them with water speed and flooding.

Reading: Test geometry against water response; these comparisons do not identify one universally best canal shape.

Where the sea meets the canal

Read the coastline, the opening and the junction together. Compare the three plans below.

Editorial illustration showing a turquoise sea connected to a canal and an inland Y junction.
Coastline
The boundary of land and sea.
Canal mouth
The opening where the channel meets the sea.
Branch junction
The point where the channel divides inland.
Plan view: a channel of approximately uniform width meets the sea.
Uniform width

The channel keeps a similar width up to the coastline.

Plan view: the channel flares into a broad opening at the coast.
Wide mouth

The banks open out towards the sea.

Plan view: a narrower channel connects the inland branches to the sea.
Narrow channel

A slimmer channel leads to a smaller coastal opening.

Reading guide · Editorial illustration of canal geometry studied in portfolio page 7. Terrain and water are illustrative, not a measured site or simulation output. The complete original plate remains below.

View the original canal studies Portfolio page 7

The complete original plate is shown here. Fine detail remains limited because the portfolio embeds the diagrams at low resolution.

Canal curvature, mouth, width and branching studies visualising relative water velocity and inundation.Open original image separately
03

Physical flood tests

Five terrain iterations are tested in a 1200 × 900 millimetre tank under water current, inundation and stormwater conditions, revealing recurring low points where water collects.

Reading: Model-scale water accumulation identifies conditions to examine, not evidence of flood safety for a real district.

High current

Physical terrain model with areas of coastal inundation marked in pink.

Water reaches the recessed coastline in the physical terrain model.

Stormwater

Water falling onto the physical terrain and canal model during a stormwater test.

Rainfall is applied to test drainage through the canal network.

Recurring low points

Pink-marked areas of accumulated stormwater in the terrain model.

The source identifies recurring areas where water collects across the tested conditions.

Portfolio page 8 · Selected physical test photographs. The complete plate includes all five terrain iterations.

Open the complete original plate
04

Emergent streets

The street study uses areas of accumulated water to guide street growth. It compares a constrained grid with networks that allow more freedom to branch.

Reading: Compare grid and branching organisation; a more complex pattern is not automatically a better one.

How to read emergent streets

Begin with the terrain, look at the direction a street can take, then compare the pattern made by many streets.

01

Water accumulation
Terrain cutaway with a water-filled depression between higher areas of dry ground.

The low ground holds water. In the study, areas of accumulated water guide where streets grow.

02

Freedom to turn
Physical neighbourhood illustration showing a paved street branching in three directions over raised terrain.

The growth angle controls how freely the next street can change direction. Read the junction, not just the route's endpoint.

03

Grid or branching
Two neighbourhood models compare rectangular street blocks with a more freely branching network beside water.

Repeated rules create a network. Compare the regular blocks on the left with the more varied junctions and plots on the right.

Reading guide · Editorial illustrations explain terrain, growth direction and network form studied in portfolio page 9. They are not simulation outputs or measured flood predictions. The original comparisons remain below.

View the original street studies Portfolio page 9

The complete original plate is shown here. Fine detail remains limited because the portfolio embeds the diagrams at low resolution.

Comparison of gridded and branching street networks under flooding with an analogue terrain and canal mapping model.Open original image separately
05

Building catalogue

The simulation is translated into building types ranging from the water’s edge to higher ground: elevated roads and buildings on stilts near water, grounded buildings inland.

Reading: Read building types against ground and water conditions, not as tested construction specifications.

Intertidal to upland

Catalogue of individual intertidal and upland building forms on black.

Building types respond to their distance from the water.

Assembly 01

First metropolitan assembly with mixed building forms beside a canal and waterfront.

Building types are combined with routes and a shared waterfront.

Assembly 02

Alternative metropolitan assembly with towers, low-rise forms and public routes at the water's edge.

A second arrangement using the same building types.

Portfolio page 5 · Project visualisations from the original portfolio.

Open the complete original plate
06

Spatial consequence

Economic and environmental rules become alternative metropolitan assemblies and a waterfront design. These are project visualisations, not built work.

Reading: Read the waterfront as an assembled design, not evidence of a built or occupied city.

Initial building arrangement

Colour-coded game-simulation arrangement of building volumes beside a blue waterfront.

The game establishes an initial arrangement of uses and building volume.

Architectural translation

Developed waterfront assembly with buildings, green roofs, pedestrian routes and a dock.

The initial arrangement is developed into buildings, landscape and routes.

At the water's edge

Architectural visualisation of a public waterfront with curved buildings, trees, boats and water.

A project visualisation of the public waterfront—not a photograph of built work.

Portfolio page 6 · Project visualisations from the original portfolio.

Open the complete original plate
What this establishes

Here, resilience is treated as a negotiation between public investment, developer behaviour, water movement and spatial form.

Nishtha’s continued research

Working paper / SSRN / 2026

Learned Developer Agents for Emergent Urban Form

What changes when simulated developers learn from earlier decisions? Nishtha’s 2026 working paper studies how those choices reshape land use.

2024 / Team study

Development rules, water studies and architectural translation.

2026 / Nishtha Gupta

Learned developer decisions within a modelled economy.

Sole author / Nishtha GuptaReinforcement learning / land-use simulationRead the working paper ↗
Project archiveFilm, contributors and sources

Public studio presentation

The AA DRL presentation provides the longer spoken account of the team’s method and outcomes. It is supporting context for the six original project figures above.

Research contributors

Ashwin Rajendran.
Nishtha Gupta.
Sidharth Tayal.

Developed at the AA Design Research Laboratory. Nishtha’s contribution, as recorded in her portfolio, spans urban research and design, land-use simulation and spatial design.

Resilient Metropoles record and limits
Project status
Academic group research developed at the AA Design Research Laboratory in 2024.
Exact team
Ashwin Rajendran, Nishtha Gupta and Sidharth Tayal.
Original research plates
The original plates are page crops from the portfolio (pages 3–9), without generative alteration. Each remains available beside its reading guide.
Illustrated reading guides
The urban-economy, canal and street illustrations explain the source concepts. Economic labels follow the actions and accounting on portfolio page 3. They are qualitative guides, not simulation outputs or measurements.
Contribution account
Nishtha's portfolio records her involvement in urban research and design, land-use simulation and spatial design. The portfolio describes this as “four-dimensional land-use simulation,” but does not define the four dimensions. The project remains credited to the three-person team above.
Contribution boundary
Field Assembly foregrounds Nishtha's research position while preserving Resilient Metropoles as the credited three-person team's work.
Representation boundary
The metropolitan images are academic project visualisations and research diagrams, not evidence of a constructed scheme.

Publication details

Publication record.

By
Ashwin Rajendran · Nishtha Gupta · Sidharth Tayal
Released
Revised
Reading time
Approx. 8 min / 16 min complete record
Edition
Published visual sequence / full project team credited
Cite this page

Ashwin Rajendran, Nishtha Gupta and Sidharth Tayal. “Resilient Metropoles.” Field Assembly, Issue 01. Published 1 August 2026; revised 14 September 2026. https://fieldassembly.press/resilient-metropoles.

Email citation ↗
Page summary

In brief

We asked

Can coastal urbanisation work with water rather than only defend against it?

What this page shows

Resilience must coordinate public investment, developer behaviour, water movement and spatial form across the metropolitan system.

What’s included The six-part simulation and water-testing sequence