Dubai Municipality AI Park Design Challenge · Team briefing
Everything the analysis pipeline has established so far about heat, shade, comfort, access and intervention siting — with the figures behind each number.
What the AI analysis recommends
The park barely cools its neighbourhood (+0.4 °C vs its ring) and sits two-thirds in direct sun through the extreme hours. Nine design moves, ranked by leverage — each traced to a model output below.
gee/ — Landsat archive, 1972–2025
Cloud-filtered median composites from the full Landsat archive show the site's whole life: open desert until the late 1970s, the street grid graded by 1985, villa blocks filling in from the Jumeirah side through the 1990s, and the current urban pattern complete by 2005–2010. The park itself is young — its vegetated fraction was 0 % until 2000, climbed to 7 % (2005) and 20 % (2010), peaked at 36.5 % in 2015, and has slipped to 31.9 % by 2025.
A 10 m Sentinel-2 pair confirms the last decade in detail: vegetation is static (park 22.2 % → 19.9 %, ring 6.7 % → 6.9 % on the S2 scale), with grown street trees and cleared plots cancelling out, and a linear vegetation-loss band along the Sheikh Zayed Road side. Meanwhile the community's population grew +54 % over the same decade (5,127 → 7,913): green space per resident is shrinking. The neighbourhood's greening phase is over — more green now only comes by design, which is the historical case for this redevelopment.
Going further back: declassified reconnaissance frames (Corona 1965, KH-9 1973/1983, down to 0.6 m) are confirmed to cover the site on USGS EarthExplorer — a candidate "hero image" sequence for the submission's opening spread.
gee/ — Landsat & canopy baseline
A summer land-surface-temperature composite (Landsat 8/9, Jun–Sep 2024–25, 52 cloud-free scenes, median) puts the park at 48.2 °C against 48.7 °C in the surrounding 250–600 m ring — a park cool island of just +0.4 °C. Across the 2×2 km AOI, surfaces range 46.3–53.5 °C, with the Sheikh Zayed Road corridor to the east running above 52 °C. The hottest single scene was 2025-07-27 (park at 52.9 °C). The method is identical to our earlier Al Karama study, so the two parks are directly comparable.
Running the same Park Cool Island metric across 14 Dubai parks (1.3–155 ha) places Al Safa 2 at +0.47 °C — rank 9 of 14, in the weakest-cooling class, and independently reproduces our headline +0.40 °C (a method cross-validation). The comparison carries three design lessons the jury can check against real parks:
Widening the lens from parks to what a family can actually reach: within a 10-minute walk of Al Safa 2 there are only two other options — Khaja Park (a 0.4 ha pocket green with no real programme) and Splash ’n’ Party, a private kids’ waterpark ~400 m away charging AED 99 per child. The nearest free public park of any size, Umm Suqeim Park (2.6 ha), is ~2.8 km — a drive — and runs a women-&-children weekday-access model. The parks that genuinely cool (Safa +1.95 °C, Al Quoz Pond +4.74 °C) are 45-minute-plus walks. Facility character verified against public sources; Splash ’n’ Party geocoded via Nominatim.
Design narrative: the competitive picture locks the concept’s positioning — a free, public, all-ages, walkable daily cool refuge, not a scaled-down destination. It also supplies the demand evidence behind the splash-zone move (§7): the neighbourhood already pays for cool water-play 400 m away, so a free public water element meets a demand the market has already priced.
If the park is too small and too canopy-poor to cool, the one adjacent piece of land it can actually annex is the 2,768 m² asphalt car park on the north-west/west edge. Converting it to shaded green space adds 18.8 % to the park's area, 18 new 8 m trees (903 m² of canopy) and +22,187 m²·h/day of shade — a 28 % increase on the park's entire current shade asset — plus ~20 t CO2 stored and 662 kg/yr sequestered.
Honest premise: the car park's summer LST is essentially the same as the park's (+0.1 °C), so this is not about removing a hot surface — it is about adding the three things the benchmark showed the park lacks: canopy shade, tree ecosystem services and usable green area. Because the parcel sits on the hot afternoon (west/north-west) side, right beside the must-keep #113 tree cluster, the new canopy can form a continuous afternoon shade belt rather than an isolated patch. It is the single highest-leverage move in the whole study for a park that cannot otherwise grow.
Canopy structure explains why. Meta/WRI 1 m canopy-height data shows 25.9 % of the actual park polygon under canopy taller than 2 m (13.0 % above 5 m) — note this corrects an earlier “~10 %” figure that was measured over a 150 m circle including roads and villas, not the park itself. Trees are modest: median 5 m, 90th percentile 10 m, tallest 13 m.
gee/ — ERA5-Land + thermofeel, 10 years
We built a 10-year hourly thermal-comfort baseline (87,567 hours, Jul 2016 – Jun 2026) computing UTCI in sun and in shade with the ECMWF thermofeel library (Di Napoli et al. 2020 MRT, Erbs direct/diffuse split).
Design narrative: shade does not rescue the midsummer afternoon — it stretches the comfortable season outward on both ends. In midsummer that leaves the evening as the only usable window, so the design must win the night: lighting, daytime shade to pre-cool surfaces, and open-sky, high-albedo evening zones.
shade/ — vector shadow model, hourly
An hourly shadow sweep for the design day 2025-08-01 (worst recent UTCI day; solar geometry also valid for the 10-year worst day) projects shadows from 1,336 OSM building footprints, 214 tree-crown patches, and the 68 as-built parasols.
An asset ledger now covers all 214 canopy patches — height, crown area, trunk count, daily shade contribution and a preservation tier. The park's ten in-park patches deliver 80,328 m²·h of shade per day, and the distribution is extremely top-heavy: the south-west cluster #113 (2,989 m² crown, 19 trunks, 10 m) provides 59 % of in-park shade by itself, and Tier A — just five patches — carries 93 %. Preserving #113 is worth roughly the mature shade of 15–20 of the intervention matrix's new trees. The "trees to protect" are a short, explicit list, not a vague green blob.
Field observations from iNaturalist (19 in the AOI, fetched via the public API and spatially joined to the patches) put real species names on the top asset: #113 is Neem (Azadirachta indica), Cordia and Plumeria obtusa. The field records also fill a satellite gap: some observed date palms and acacia stand outside the Tier A patches — fine-leaved trees the 1 m satellite canopy does not resolve, so ground observation complements the remote sensing. Honest limits: 10 of 19 observations remain at genus level or higher pending community ID, and the CO2 figure (~4.9 t/yr for the park's patches) is an order-of-magnitude estimate until species are confirmed.
Applying urban-forestry (i-Tree) coefficients to the 4,911 m² of in-park canopy turns the earlier single CO2 estimate into a four-service ledger: 108 t CO₂ stored, 3.6 t/yr sequestered, 39 kg/yr of air pollutants removed and 19.6 m³/yr of stormwater intercepted (each with a literature range; the old ~4.9 t/yr sits at the sequestration upper bound, a consistency check). Because Tier A carries 96 % of the canopy, it carries ~96 % of every service — preserving those five patches is the cheapest green infrastructure the park has. Honest limit: the coefficients are temperate/US-derived, so for a sparse arid canopy these are upper-bound figures, and cooling is reported separately (measured shade + the SOLWEIG −4.6 °C) rather than folded in.
The field visit flagged the east-side Tamtam cafe as too hot and awkward to reach from the north front entrance. Sampling the shade and comfort layers at its location (field/cafe_relocation_check.py) confirms the heat half squarely and reframes the access half. The cafe gets just 1 shaded hour of the 12-hour design day — the 0th percentile, the single least-shaded spot in the park (park mean 6.4 h). Its afternoon UTCI is 53.1 °C (85th percentile — hotter than 85 % of the park) and its mean radiant temperature 74.6 °C, +28 °C above the SW ficus canopy. The handheld FLIR independently read p98 46.7 °C at the cafe plaza on the evening visit. A cafe is where people sit and linger, so it currently occupies the worst-possible ground for dwelling.
Design narrative: the site-visit instinct is right, with a caveat the data makes explicit — move the cafe to the front, but to a shaded front position (the date-palm plaza), not the bare entrance apron. Today it occupies the park’s hottest, least-shaded ground; relocating to a shaded front spot wins on dwell-comfort and footfall at once.
solweig/ — 1 m microclimate simulation
A SOLWEIG simulation (solweig-gpu, 1 m resolution, hourly) maps mean radiant temperature and UTCI across the park for the design day. At the 15:00 peak:
| Tmrt | UTCI | |
|---|---|---|
| Open ground | 72.1 °C | 52.6 °C |
| Under canopy | 48.7 °C | 48.0 °C |
| Difference | −23.4 °C | −4.6 °C |
The proposed moves were re-simulated in SOLWEIG (now with a DXF-derived landcover grid). The combined package — 31 new trees on the shade-poor zones, a water-retentive plaza, the NW mist patch and cool coating on paths — delivers UTCI −1.3 °C mean / −2.2 °C at the 95th percentile at 15:00, improving 45 % of the park and cutting extreme hours from 7.05 to 6.61 h/day.
The thermal pairs also carry a finding the models don't: surface material governs evening heat. Paving and the boundary wall were still at 39–46 °C with the sun nearly down — stored daytime heat re-radiating exactly when night programming wants people in the park. Meanwhile playground sand under the shade structure sat at 35.4 °C with a tight spread (34.4–36.0 °C) — effectively air temperature — and grass read ~33 °C, cooler than adjacent paving even in evening shade. Shade plus a low-mass surface works; hardscape stores what vegetation sheds.
access/ — OSMnx walk network
Who is this for: the official community, Al Safa Second (no. 357), holds 7,913 residents (end-2024, DDSE Population Bulletin 2024, Table 5) at ~4,180/km² on the official 1.893 km² boundary. The series runs 5,127 (2010) → 7,217 (2015) → 6,823 (2020) → 7,443 (2023) → 7,913 (2024) — growth resumed after a 2020 dip. The park's catchment also reaches the neighbouring communities: Al Wasl 13,661 · Al Safa First 10,237 · Umm Suqeim First 13,902 · Al Manara 9,838 · Umm Al Sheif 5,158.
Finer attributes exist only emirate-wide (nothing community-level since Census 2005): 56.7 % of residents are aged 25–44, ~13.1 % are children (0–14) and only ~1.7 % are 65+; the emirate's 68.5 % male skew is driven by labour-camp communities and is balanced at household level — the defensible assumption for a villa district; ~92 % expatriate; average household ≈ 4.0 persons. People of Determination have no published count at any level (the only official figure is UAE-wide: 15,782 card holders, 2016) — inclusive-design sizing uses the WHO ~15 % benchmark with the gap stated. Full citations: demography/README.md.
True network-distance analysis on the pedestrian graph (1.2 km radius, 1,853 nodes) against 1,323 villa households. Today the park has effectively two entrances, both on the south-west. Adding openings at ~40 m spacing along the feasible edges only (the east side abuts Umm Suqeim Model School and the north a rehabilitation facility — neither can open) yields eight entrances.
Attaching the shadow model to every edge of the walk network shows the approach streets are 13 % shaded at 08:00, just 5 % at 15:00, 19 % at 17:00 (length-weighted). At the peak there is no cool route to the park — the coolest route and the shortest route are identical everywhere. The walk to the park is the biggest heat barrier, which is the evidence for street trees and shading beyond the park fence.
A shade-seeking pedestrian model (an agent-based method from the technology scan, run over the SOLWEIG 1 m UTCI grid as a cost surface) tests how much a visitor can escape the heat by choosing shaded routes. A 12 % longer walk cuts time-in-direct-sun by 19 % (−1.7 °C per metre walked) — but the honest finding is that cumulative heat dose barely changes: the whole park sits at 47–54 °C, so a detour cannot outrun it. The design implication is sharp — shade belongs on the direct desire-lines people actually walk, not on scenic detours, and the model’s desire-path map is the priority list for where to put it.
gee/ — intervention scenarios
Evaporative cooling potential (wet-bulb depression, 10-year record): summer afternoons 14:00–17:00 hold a median of 13.5 °C of depression (>10 °C in 92 % of hours) — misting and water features work hardest exactly at the peak. But evenings 19:00–23:00 drop to 6.7 °C (below 8 °C in 70 % of hours): water for the afternoon; shade and airflow for the night.
Ventilation scenarios (walled edge = 40 % of free wind, porous = 70 %, open = 100 %, same radiation): a porous edge recovers +1 usable hour/day in Jul–Sep and +2 h in May versus a walled park, while peak UTCI barely moves (41.4 → 41.0 °C). The porous edge doesn’t cool the peak — it wins back usable time at the edges of the hot season. An OpenFOAM CFD upgrade of this scenario model is in progress (watertight geometry done: as-built wall vs 8-opening porous variant).
siting/ — weighted suitability grid
A 1 m weighted overlay scores every cell for water-play siting: afternoon shade accumulation (×0.3) + playground proximity (×0.3) + upwind position (×0.2) + open sightlines (×0.2). Summer daytime wind is remarkably consistent: 2.1 m/s from 302° (NW) — Dubai’s sea breeze — so cooled air from a NW water feature drifts across the park.
water/ — FAO-56 ET₀ + WUCOLS hydrozones
The cooling proposal adds canopy — which invites the obvious objection in a water-scarce city: won’t more greenery cost more irrigation? We built a full landscape water budget to answer it. Reference evapotranspiration (FAO-56 Penman–Monteith) from the same 10-year ERA5-Land series is 1,814 mm/yr (summer 6.3 mm/day) — the rate at which Dubai’s heat pulls water out of any planting. Applying WUCOLS landscape coefficients to each hydrozone (park 14,740 m²; 9,115 m² hardscape is not irrigated; 5,625 m² is plantable):
Design narrative: the lever is not area but plant choice and delivery — swap thirsty cool-season turf (KL 0.7) for a native palette (KL 0.3) on drip. Cooling and water-saving pull in the same direction, and the “more trees = more water” objection is answered before it is raised. (Dubai park irrigation is largely treated sewage effluent, so the primary metric is volume and peak demand, not tariff.)
viz3d/ + reference/ — interactive model & as-built
A deck.gl web viewer combines all layers for design discussion: extruded OSM buildings and tree crowns, an hourly shadow slider (06:00–18:00, same engine as the shadow analysis so the pictures match the numbers), the hours-in-shade overlay, and the SOLWEIG UTCI overlay. It is now live for everyone at lamma-park.pages.dev/viz3d/alsafa2_3d.html — password-gated — any username, password from Makoto (the project landing page at lamma-park.pages.dev also links the POI and photo maps).
The competition’s as-built DWG has been georeferenced (similarity fit, 0.65 m residual) and mined: 66 hexagonal parasols + 2 large shade structures and the round Tamtam kiosk are now real geometry in the shade, siting and 3D analyses — so “existing shade” is no longer just trees.
A second, geometry-faithful model assembles the same as-built data into a portable 3D scene (trimesh → glTF/GLB) shown in a browser viewer lit by the real design-day sun with cast shadows (NOAA solar position, 06:00–18:00 slider) at lamma-park.pages.dev/proposal_1/view_proposal.html (the consolidated viewer — its “Before” model). It carries the buildings, both walls (with their real gate gaps), the octagonal Tamtam kiosk and its pergolas, the three recessed sand playgrounds with their equipment, the sports goals/hoop/net, and path furniture — with trees typed palm vs broadleaf. Its elements were built and corrected against the site photos, the 360 panoramas and the user’s Mapillary imagery; what is surveyed vs. representative is logged in anim/twinmotion/MODEL_PROVENANCE.md. It is the base geometry for the Twinmotion photoreal render and the concept film.
field/ + pano/ — 360° site survey (Insta360 X4), 2026-07-09 evening
An evening walk-through captured ten equirectangular panoramas and a dusk timelapse. The files carry no GPS (auto-geotagging was off), so the shooting points were fixed on-site by the photographer on a satellite map and then georeferenced (affine fit on the park corners + kiosk; the park outline and all three playgrounds reproject to within ~10–15 m). The panoramas themselves — read against the mosque to the south, the floodlight mast, the central date-palm allée and the perimeter buildings — supply what the frames actually contain at each point.
The survey corrected things the as-built drawings and OSM missed, now fixed in the 3D explorer: the walled sports enclosure is two courts — a sand beach-volleyball court plus a green futsal pitch, not one; a ~16 m floodlight mast stands on their shared edge (absent from every source layer); and a perimeter building was re-set to its observed 2-storey height. The walk also fixes the park’s front: the main entrance, the front car park and the clinic sit on the north side, with the sports enclosure reached through a single gated wall to the south. These are the same panoramas that put field-verified species names on the canopy patches, so the model now answers to the ground. The 3D explorer now carries a clickable 360 photo at each of the ten confirmed spots — a “Field 360 photos” layer whose pins open an in-page pan/zoom panorama (with an auto-rotate button), turning the model into a walk-through of the real site.
Everything below is free and openly accessible except the competition-supplied CAD (used under the challenge's IP terms, converted locally, never redistributed). Satellite and reanalysis data come through Google Earth Engine (project uobdubai; free for research use).
| Source | What we used | Resolution / scale | Period | Access |
|---|---|---|---|---|
| Landsat 8/9 Collection 2 L2 | Land surface temperature (ST_B10), summer median of 52 cloud-free scenes; also the 14-park / 16-neighbourhood benchmark | 30 m (100 m native thermal) | Jun–Sep 2024–25 | GEE, free |
| Landsat archive MSS/TM/ETM+/OLI | Development-history composites, 12 epochs (MSS Tier 2 for 1972/78; ETM+ SLC-off gaps median-filled) | 60 m → 30 m | 1972–2025 | GEE, free |
| Sentinel-2 L1C | High-res epoch panels + NDVI change pair | 10 m | 2015 / 2020 / 2025 | GEE, free |
| ERA5-Land hourly reanalysis | Temperature, humidity, wind, radiation → UTCI in sun/shade via thermofeel 2.2.0 (Di Napoli MRT, Erbs split); 87,567 hours | ~9 km, one grid point | Jul 2016 – Jun 2026 | GEE, free |
| Meta/WRI canopy height | Tree-crown heights → 214 crown patches (>2 m), canopy-cover stats, shadow + SOLWEIG input | 1 m | ~2020 model | GEE/AWS, free |
| OpenStreetMap (Overpass, OSMnx) | 1,336 building footprints (97.5 % default 7.5 m villas), walk network (1,853 nodes), 181 POIs, park polygon (way 87408738), in-park footpaths | vector | live, fetched Jul 2026 | free, ODbL — mirror fallback for Overpass |
| Competition as-built DWG | Georeferenced (similarity fit, 0.65 m residual): 68 parasols, Tamtam kiosk, wall, boundary (15,255 m²) | CAD, metres | as-built | supplied; converted locally (LibreDWG); not redistributed |
| DM ArcGIS Community Divisions | Official Al Safa Second boundary (no. 357, 1.893 km²) | vector | current | public FeatureServer |
| DDSE Population Bulletin 2024 | Community population (7,913), emirate age/gender/household structure; series via citypopulation.de | community / emirate | 2010–2024 | public PDF |
| iNaturalist (v1 API) | 19 Plantae observations + photos in the AOI, joined to canopy patches — field species ground-truthing | point GPS | live, fetched Jul 2026 | free, no auth; CC-licensed obs |
| Field survey (team) | 46 geotagged photos + panorama (1 Jul); FLIR C3 thermography, 18 frames + iPhone GPS track (4 Jul) | point / 80×60 thermal | Jul 2026 | own data |
Models & tools (all open source): Google Earth Engine · thermofeel 2.2.0 (ECMWF) · SOLWEIG (solweig-gpu 1.2.22, Lindberg et al.) · OSMnx · deck.gl · OpenFOAM (in progress) · GeoPandas/Rasterio stack. Method choices mirror our earlier Al Karama study so results are directly comparable.
The competition brief expects AI use across eight areas. Mapping this report against the team task tracker: 16 covered · 10 partial · 6 not started. Environmental analysis is complete; the user-side and design-side items are the remaining work.
| Category | Task | Status | Evidence / gap |
|---|---|---|---|
| ① Site & context | Population | covered | Demography: 7,913 (DDSE 2024), density, growth series |
| ① Site & context | Land use, mobility, connectivity | partial | Network analysis + POI map strong; no formal land-use study |
| ① Site & context | Opportunities and constraints | covered | Six-moves table; edge constraints (school/rehab) |
| ① Site & context | Mapping & visualization of spatial info | covered | Full figure set + 3D explorer |
| ② User & community | User needs and behaviors | missing | No observation/usage data yet |
| ② User & community | User personas & experience scenarios | missing | Not started |
| ② User & community | Community aspirations & preferences | missing | No resident input channel yet |
| ② User & community | Accessibility & inclusivity considerations | partial | Walk access yes; PoD only as WHO-15% data-gap note |
| ③ Environmental | Solar and shade analysis | covered | Hourly shadow model, shade-hours map, 3D slider |
| ③ Environmental | Wind and microclimate studies | covered | Wind scenarios, SOLWEIG 1 m, sea breeze (CFD upgrading) |
| ③ Environmental | Thermal comfort analysis | covered | 10-yr UTCI, SOLWEIG maps, FLIR validation |
| ③ Environmental | Environmental performance simulations | covered | SOLWEIG + shadows + wind, cross-validated |
| ④ Ideation | Generation of design alternatives | partial | Scenario alternatives only; no full concepts |
| ④ Ideation | Exploration of multiple scenarios | covered | Edge ×3, siting NW vs Tamtam, entrance configs |
| ④ Ideation | Innovative/transformative concepts | missing | Awaits design phase |
| ④ Ideation | Support for creative thinking/exploration | partial | Evidence base ready; ideation not run |
| ⑤ Optimization | Testing & refinement of design options | covered | SOLWEIG intervention matrix: 5 interventions × 2 times, combined −1.3 °C |
| ⑤ Optimization | Performance-based design optimization | covered | Weighted siting grid, before/after walkshed |
| ⑤ Optimization | Spatial organization & programming | partial | Day/night split + NE-quadrant evidence; no programme plan |
| ⑤ Optimization | Evaluation of functionality & UX | missing | Needs a design to evaluate |
| ⑥ Sustainability | Resource efficiency & circular design | partial | Low-mass materials finding; no circular strategy |
| ⑥ Sustainability | Climate adaptation & resilience | covered | Extreme heat as design condition; season extension |
| ⑥ Sustainability | Biodiversity & ecological enhancement | partial | Tree asset ledger + iNat species records (10/19 unresolved); no ecological analysis yet |
| ⑥ Sustainability | Environmental impact assessment | covered | Benchmark + tree ecosystem-service ledger (carbon, air, stormwater) + matrix before/after |
| ⑦ Circulation/UX | Movement patterns & user journeys | covered | OD flow corridors (max 293 hh/edge), heat-dose routing, nursery isochrones |
| ⑦ Circulation/UX | Evaluation of accessibility & inclusivity | covered | Walkshed +24%, detour 1.94 → 1.85 |
| ⑦ Circulation/UX | Simulation of user interactions | partial | Shade-seeking pedestrian ABM over the UTCI grid (desire-path output) |
| ⑦ Circulation/UX | Evidence-based design decisions | covered | Every move traced to a checkable figure |
| ⑧ Visualization | Diagrams and visualizations | covered | 20-item inventory below |
| ⑧ Visualization | Renderings and animations | missing | Required 1-min animation not started |
| ⑧ Visualization | Communication of concepts & narratives | partial | Analysis narrative yes; design narrative pending |
| ⑧ Visualization | Presentation of alternatives & scenarios | partial | Scenario figures; no design alternatives yet |
research/tech_scan.md) — a genuine novelty claim for the entry, but every cooling figure borrowed from milder-climate precedents is a method that transfers, not a result that will replicate at Al Safa 2.