standard tier · 72 briefs · 1,368 runs · results db2e24e

CityFormGen

Generative and optimisation methods for middle housing, compared under matched compute

RESEARCH GENERATIVE-DESIGN BENCHMARK - NOT CONSTRUCTION DOCUMENTATION OR CODE CERTIFICATION.

B0025 · circulation-optimal · seed 2

B0025-heuristic_nsga2-2-1103

Heuristic-seeded NSGA-IIA+D · meets all 17 benchmark constraints. Brief B0025

Plan drawing of a courtyard on a 19.3 by 26.8 metre lot, 2 storeys, 5 dwellings, 27 rooms. Dwelling U0 (studio) has 4 rooms totalling 35 square metres. Dwelling U1 (1BR) has 5 rooms totalling 52 square metres. Dwelling U2 (1BR) has 5 rooms totalling 90 square metres. Dwelling U3 (1BR) has 5 rooms totalling 90 square metres. Dwelling U4 (2BR) has 6 rooms totalling 87 square metres. Building footprint 196 square metres; open space 330 square metres. This design satisfies every benchmark hard constraint. Objective scores, higher is better: density 0.70, daylight 0.57, privacy 0.72, circulation 0.71, carbon 0.74, cost 0.35.
B0025 · heuristic_nsga2 · seed 2scale bar 5 m · north arrow top right✓ FEASIBLE

Plan drawing of a courtyard on a 19.3 by 26.8 metre lot, 2 storeys, 5 dwellings, 27 rooms. Dwelling U0 (studio) has 4 rooms totalling 35 square metres. Dwelling U1 (1BR) has 5 rooms totalling 52 square metres. Dwelling U2 (1BR) has 5 rooms totalling 90 square metres. Dwelling U3 (1BR) has 5 rooms totalling 90 square metres. Dwelling U4 (2BR) has 6 rooms totalling 87 square metres. Building footprint 196 square metres; open space 330 square metres. This design satisfies every benchmark hard constraint. Objective scores, higher is better: density 0.70, daylight 0.57, privacy 0.72, circulation 0.71, carbon 0.74, cost 0.35.

Objective vector

Proxy scores in [0, 1], higher is better. Kept as a vector; there is no overall score.

density
0.699
daylight
0.571
privacy
0.719
circulation
0.710
carbon
0.736
cost
0.347

Reported quantities

FAR proxy (GFA / lot)
0.76
site utilisation
0.805
gross floor area, m²
391.6
footprint, m²
195.8
carbon proxy, kgCO₂e/m² (A1–A3)
355
cost index / m² (unitless)
2.76
worst habitable room, daylight
0.149
circulation share of GFA
14%
open space, net of parking
62%
courtyard void, m²
43.5
plumbing stacks
6
footprint corners
8
preferred adjacencies met
0%

Benchmark constraints

Benchmark rules, not building code.

  • C01geometry valid passed
  • C02no overlap passed
  • C03within buildable passed
  • C04min room area passed
  • C05min room dimension passed
  • C06max room aspect passed
  • C07min unit area passed
  • C08unit connectivity passed
  • C09street access passed
  • C10habitable daylight passed
  • C11required adjacency passed
  • C12forbidden door passed
  • C13open space passed
  • C14courtyard provision passed
  • C15programme complete passed
  • C16unit contiguity passed
  • C17vertical support passed

Dwellings and rooms

DwellingTypeArea m²Rooms
U0studio35.14
U11BR51.75
U21BR90.25
U31BR90.25
U42BR86.76
All 27 rooms
RoomTypeDwellingStoreyw × h m
CORE@0shared circulationshared018.815.70 × 1.20
CORE@1shared circulationshared118.815.70 × 1.20
U1@0#2kitchenU106.93.15 × 2.20
U1@0#3bathroomU103.91.75 × 2.20
U1@0#0entryU102.81.25 × 2.20
U1@0#1livingU1020.06.15 × 3.25
U1@0#4bedroom primaryU1018.16.15 × 2.95
U0@0#3bathroomU006.02.35 × 2.55
U0@0#0entryU004.11.60 × 2.55
U0@0#2kitchenU005.62.20 × 2.55
U0@0#1livingU0019.46.15 × 3.15
U4@1#3bathroomU415.01.70 × 2.95
U4@1#0entryU414.01.35 × 2.95
U4@1#2kitchenU419.13.10 × 2.95
U4@1#1livingU4132.96.15 × 5.35
U4@1#4bedroom primaryU4118.63.20 × 5.80
U4@1#5bedroom secondaryU4117.12.95 × 5.80
U2@0#3bathroomU205.32.05 × 2.60
U2@0#0entryU204.01.55 × 2.60
U2@0#2kitchenU207.32.80 × 2.60
U2@0#1livingU2033.96.40 × 5.30
U2@0#4bedroom primaryU2039.76.40 × 6.20
U3@1#0entryU313.61.30 × 2.80
U3@1#3bathroomU315.01.80 × 2.80
U3@1#2kitchenU319.23.30 × 2.80
U3@1#1livingU3133.36.40 × 5.20
U3@1#4bedroom primaryU3139.06.40 × 6.10

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