33 MW Southwestern Data Center — Generators Beneath the Chillers · Exterior CFD Survey · Resolved Analytics

← Survey overview · Case Study 04 · Updated June 2026

33 MW Data Center — Southwestern US

Generators beneath the chillers: ground-level generator containment sits directly under the rooftop array, and at 113°F ambient the exhaust is drawn straight up into the intakes above — with no margin. Public-source inputs. Screening-level.

Exterior CFD result showing ground-level generator exhaust drawn straight up into the north-side rooftop chiller intakes under a northerly 9 mph wind at 113 degrees ambient, with intake temperatures scaling past 155 degrees
Exterior CFD output: wind from the north (0°) at 9 mph, 113°F ambient, all generators and all rooftop chillers running. Streamlines trace ground-level generator exhaust drawn up into the north-side chiller intakes; surface coloring shows local intake temperature (scale to >155°F).

What this page covers

This page presents a screening-level exterior CFD analysis of a 33 MW data center in the Southwestern United States, developed by a major regional colocation provider and engineered by a national firm with a dedicated mission-critical practice. Its heat rejection is a rooftop air-cooled chiller array in two banks; its standby generators sit at grade in containment structures — and on the north side, those structures sit directly beneath the chiller array above.

The result is the most direct recirculation geometry in the cohort. Under a northerly wind, generator exhaust has almost no path to disperse before it reaches the intakes overhead — and at a 113°F design ambient, there is no thermal headroom to absorb it.

Facility context

The facts below are derived entirely from cited public sources: published facility and provider materials, aerial and street-level imagery, and public terrain data. No proprietary drawings, specifications, or operational data are used. Identifying details are withheld; the facility is described by type and configuration only.

Region.
Southwestern United States (hot, arid design climate).
Owner-operator.
A major regional colocation provider. Not identified here.
Engineer of record.
A national engineering firm with a dedicated mission-critical practice. Not identified here.
Critical IT capacity.
33 MW, N+1 distributed redundancy.
Building.
Purpose-built; approximately 242,500 SF.
Cooling.
Rooftop air-cooled chillers — 20 units (19 active, 1 redundant) in two arrays, west and east, with vertical discharge and intakes drawn from below.
Backup power.
15 diesel generators in four ground-level containment structures with stack exhaust. The north-side structures sit directly beneath the north chiller array.

Scenario presented

Wind and ambient.

Wind from the north (0°) at 9 mph, 113°F ambient — a high-end desert summer design condition. Of the directions screened, this aligns the exhaust source with the chiller array directly above it.

Operating scenario.

All generators and all chillers running at full load — the on-generator condition that maximizes both the exhaust source and the heat-rejection demand together.

This case was isolated by a directional sweep across the full compass — not the standard four-point (N/S/E/W) check. Here, though, the governing variable is less the wind than the vertical adjacency: the generators are beneath the chillers, and that geometry is what the model makes visible.

What the model shows

The observations below are qualitative readings of the presented scenario. Quantitative outputs — per-unit intake temperatures, recirculation magnitudes — are shared with the owner's team on request.

  1. Exhaust is drawn straight into the chillers above. Because the north-side generator containment sits directly beneath the north chiller array, the exhaust has almost no path to disperse — it is pulled up into the intakes overhead rather than lofting clear.
  2. At 113°F, there is no margin. North-side intakes approach or exceed 155°F. On a design-ambient day this high, the re-ingested exhaust pushes the intake air well past the range where air-cooled chillers hold rated capacity.
  3. Placement geometry, not wind variability, drives it. The exposure follows from where the equipment sits, not from a rare gust direction — which is exactly why it is worth catching on the layout, at design stage, rather than in commissioning.
  4. A question for the design team. Site-scale massing and equipment placement govern vulnerability, and they are visible only when the exterior is modeled as a whole. The question worth putting to the engineering team: was the vertical relationship between generator exhaust and chiller intakes evaluated at the design ambient, or only assumed adequate?
Plan view showing the hottest rooftop chiller intakes concentrated on the north-side array directly above the generator containment structures
Plan view. Rooftop chiller intake temperatures with streamlines under the northerly case. The hottest intakes concentrate on the north-side array sitting directly above the generator containment structures.
Elevation view showing the short vertical path from ground-level generator exhaust up into the chiller intakes above
Elevation view. Same case, side elevation. The short vertical path from the ground-level generator exhaust up into the chiller intakes above is visible from this angle.

Methodology

The methodology applied here is the same standardized exterior CFD approach applied to every facility in the cohort — cylindrical far-field domain, logarithmic atmospheric boundary layer inlet, polyhedral mesh in Siemens STAR-CCM+, realizable k-ε RANS baseline. The presented case uses a 113°F ambient. Full domain setup, boundary conditions, solver choices, and stated limitations are documented at the Methodology page. Key terms are defined at the Key Terms and FAQ page.

Why developers mandate independent validation Resolved Analytics engineers the macro-environmental physics outside of data centers — the wind, plume, and ambient behavior that decides whether those systems ever reach their design condition. Portfolio-level scrutiny of external thermal conditions varies with whichever engineering partner holds the scope, so developers bring in RA as the constant. We find and run the pessimistic scenarios — N+R conditions, elevated ambient, adverse non-standard wind vectors — alongside the engineering team from the 30% design stage, so the owner gets a facility that holds up in the conditions standard screening skips. This case is what one of those scenarios surfaces: generator exhaust pulled straight up into the chiller array sited directly above it, with no margin at a 113°F design ambient. One question worth carrying into your next design review: was the vertical relationship between exhaust and intakes evaluated at the design ambient — or only the standard design-day condition? Contact stewart@resolvedanalytics.com and reference Case Study 04.
About the author Stewart Bible, Principal, Resolved Analytics. Resolved Analytics is a Computational Fluid Dynamics consulting practice and authorized Siemens STAR-CCM+ reseller, with a long-standing service line in mission-critical facility exterior analysis. Contact: stewart@resolvedanalytics.com.

Disclosure. This is independent research conducted by Resolved Analytics. All inputs are derived from cited public sources; no proprietary drawings, specifications, or operational data are used. The facility is described by type and configuration only and is not identified. Results represent idealized exterior conditions and do not represent the actual as-built performance of any facility. No claims are made regarding life-safety, code compliance, or operational performance. This material is not engineering services rendered to any party.