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Posted by Mike Koupriyanov on November 17, 2020 at 11:30 AM
Mike Koupriyanov

Using Particle Tracking to Optimize Indoor Air Quality

During the COVID-19 pandemic, we’ve seen an increased focus on indoor air quality – especially regarding the spread of infectious diseases in all types of indoor environments. Since one path of transmission is through exhaled droplets both large and small, the engineering community is particularly interested in how those particles move in indoor environments.


Figure 1: Welding line CFD model

Although gaseous contaminants tend to follow the path of the airflow, particulates, depending on their size and density, may not. For example, a cough or a sneeze ejects a range of particle sizes; the smallest particles remain suspended in the air for a long time while the larger ones drop to the floor.

Particle tracking is one tool that has helped us understand how these particles behave. In a broad sense, a particle tracking model introduces a fixed number of discrete particles into a computational fluid dynamics (CFD) simulation. It then calculates the aerodynamic forces, such as lift, drag and buoyancy, acting on the particles to trace the trajectory of each simulated particle in the CFD model.

The Predict team recently conducted a CFD analysis for a 43,000 sq. ft. welding line in a plant that manufactures tour buses. The welding process emits 0.5 µm manganese particles into the air, which tend to stay airborne due to their small size. According to the National Institute for Occupational Safety and Health, inhaling high concentrations of these particles has been linked to adverse health conditions affecting the lungs, kidneys and the central nervous system. Seeing how the manganese particles are concentrated in the workspace is crucial to maintaining a healthy environment for the plant’s employees.

Figure 1 shows a CFD model of the welding line. The welding line houses multiple welding jigs for the various bus subassemblies and has a total of 90 active welders. Various low-level (DFXi) and high-level (DR360) displacement diffusers supply the space with air, with returns installed in the ceiling.

Results from one of the particle tracking simulations are presented in Figure 2 and show that the manganese particles follow an overall upward trajectory. The driving force behind this phenomenon is the heat generated from the welding process. This validates the choice of a displacement ventilation system for this application, which promotes the formation of thermal plumes.

Manganese particle trajectories for selected welding sourcesFigure 2: Manganese particle trajectories for selected welding sources


The output from the CFD simulations allows us to compare the airborne particle concentrations at the breathing zone between the baseline case and the final optimized design. Comparing Figures 3 and 4, determining which scenario performs the best is difficult since both show regions of high and low concentrations in the space.

Manganese particle concentration 42" above floor for baseline designFigure 3: Manganese particle concentration 42 inches above the floor - baseline design


Figure 3: Manganese particle concentration 42 inches above the floor - optimized designFigure 4: Manganese particle concentration 42 inches above the floor - optimized design


To get around this issue, we can compare the average value for each case to the (calculated) value for an ideal fully mixed space at the same airflow. Table 1 shows that both cases significantly outperform an idealized fully mixed system and that the final design shows further incremental improvement over the baseline case. It is worth highlighting that the improvements came from optimizing the sizing and layout of the displacement ventilation diffusers since the total supply airflow hasn’t changed.

Average breathing zone Mn concentration
Table 1: Average Breathing Zone Manganese (Mn) Concentration Comparison


To learn more about Predict, or if you come across a project you believe is well suited for a CFD analysis, contact us at

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Topics: hvac, engineering, Design Engineering, Tech Tip, CFD, Filtration, Airborne pathogens

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