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Case study: demonstrating CFD accuracy over codes

Updated: Mar 14



This case study illustrates, through a validated benchmark analysis, how Codes tend to oversimplify load calculation parameters, leading to overestimated results when compared to the precision of CFD calculations.


Studio Marzullo, an architectural and engineering firm in Rome, was tasked with redesigning the roof of a pavilion at Fiera Milano. Their goal was to assess the impact of installing approximately one thousand solar panels.


The initial load calculation, based on the Euro Code, returned a load estimate of 560 tons.


Subsequently, in close collaboration with the designer, VENTO AEC was used to develop four increasingly accurate models compared to the initial calculation.


Figure 1: Outcomes of the four CFD simulations based on progressively refined conditions, resulting in a more precise load assessment.

Super simplified model with no beams and pillars.

Load = 360 tons

Full model with no panels and no adjacent small buildings. Load = 300 tons

Full model without surroundings. Load = 245 tons

Full model with surroundings. Load = 160 tons


Figure 1 depicts how the load decreased as additional details about the building’s geometry and surrounding conditions were incorporated into the model in these four scenarios.


Remarkably, the variation between the Euro Code-derived load and the CFD-based load in the simplest model can be attributed entirely to the ‘exposure coefficient.’


Following the study, the design based on CFD calculations received approval from the designer and a Third-Party Inspector.


Endorsed reliability


The most renowned players in the AEC sector agree that the use of Codes overestimates actual loads because of the zero-dimensional formulas are based on a number of empirical coefficients which must necessarily guarantee safety.



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