28 MW Northeast Data Center — Rooftop Chiller Recirculation · Exterior CFD Survey · Resolved Analytics

← Survey overview · Case Study 01 · Updated June 2026

28 MW Data Center — Northeastern US

Rooftop chiller plume recirculation under a northwesterly wind: an upwind obstruction and the rooftop generator enclosures form a recirculation cell over the central chiller array. Public-source inputs. Screening-level.

Exterior CFD result showing a recirculation cell forming over the central rooftop chiller array under a northwesterly 10 mph wind at 108 degrees ambient, driven by an upwind taller building and the rooftop generator enclosures
Exterior CFD output: wind from the northwest (315°) at 10 mph, 108°F ambient, all generators and all chillers running (N+R). Upwind industrial structures and the taller rooftop generator enclosures depress local airflow and form a recirculation cell over the central portion of the chiller array.

What this page covers

This page presents a screening-level exterior CFD analysis of a 28 MW data center in the Northeastern United States, originally developed for a regional carrier-neutral provider and engineered by a national firm with a dedicated mission-critical practice. Both the heat-rejection plant and the standby generators sit on the roof: a rooftop air-cooled chiller array alongside diesel generator enclosures that stand taller than the adjacent chiller banks.

The result is a recirculation question. Under a northwesterly wind, the combination of a taller upwind structure and the rooftop generator enclosures produces a recirculation cell directly over the central chiller array — the kind of exterior interaction a standard four-point wind check can miss and an interior thermal model never sees.

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.
Northeast metropolitan market.
Owner-operator.
Originally developed for a regional carrier-neutral provider; subsequently part of a larger data-center platform. Not identified here.
Engineer of record.
A national engineering firm with a dedicated mission-critical practice. Not identified here.
Critical IT capacity.
28 MW.
Building.
Two- to three-story shell, purpose-built, with heat-rejection equipment and standby generators carried on the roof.
Cooling.
Rooftop air-cooled chiller array with parallel V-coil banks.
Backup power.
Rooftop diesel generators in enclosures that stand taller than the adjacent chiller banks.
Surroundings.
Adjacent industrial structures to the northwest exceed the facility's roof height.

Scenario presented

Wind and ambient.
Wind from the northwest (315°) at 10 mph, 108°F ambient — a high-end summer design condition. Of the directions screened, this is the one that drives the recirculation cell onto the central chiller array.
Operating scenario.
N+R: all generators and all chillers running concurrently at full plant 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 — which is the only way a specific vector like this one surfaces at all. The full wind-case matrix is available to the owner's team on request.

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. An upwind obstruction forms a recirculation cell over the array. Taller upwind buildings and the rooftop generator enclosures combine to depress local airflow, forming a recirculation cell over the central portion of the chiller array rather than sweeping exhaust clear of it.
  2. Re-ingested exhaust approaches chiller shutdown thresholds. Within that cell, chiller exhaust re-enters neighboring units and can drive local intake temperatures above ~130°F — the regime where shutdown setpoints engage on many commercial air-cooled chiller platforms.
  3. Roof-on-roof geometry drives the exposure. With both generators and chillers on the roof, and the generator enclosures standing taller than the chiller banks, the recirculation question is decided by massing and adjacency — exactly the variables an exterior model resolves and an interior one takes as fixed.
  4. A question for the design team. An independent exterior model surfaces the one direction and location worth watching before it is built in, and frames the question worth putting to the engineering team on every project: were the adverse, non-standard wind vectors modeled explicitly, or only the standard design-day condition?
Plan view (top-down) showing streamlines and the recirculation cell over the central rooftop chiller array under the northwesterly wind case
Plan view. Top-down streamlines under the northwesterly case. Upwind taller buildings and the rooftop generator enclosures depress local airflow and form a recirculation cell over the central portion of the chiller array.
Elevation view of the affected chiller bank with per-unit intake temperature coloring, intakes at or above the shutdown threshold shaded red
Elevation view. The affected chiller bank; surface coloring shows per-unit intake temperature. Intakes shaded red are running at or above the ~130°F shutdown threshold from re-ingested neighbor exhaust.

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 108°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 non-standard vectors surfaces: a rooftop recirculation cell that a four-point check would miss. One question worth carrying into your next design review: were complex plume recirculation and adverse, non-standard wind vectors modeled explicitly — or only the standard design-day condition? Contact stewart@resolvedanalytics.com and reference Case Study 01.
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.