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Webots Odor Simulation/Model

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<Webots Odor Simulation

The odor simulation plugin is based thefilament-based atmospheric dispersion model proposed by Farrell et al. in 2002. That is, odor is simulated as filaments in the air, which represent odor packets of a certain size and concentration. The odor simulation plugin therefore consists of five main components: a wind model, an odor filament propagation model, an odor source model, as well as a wind sensor and an odor sensor model.

Wind

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Wind can be simulated in different ways:

  • Constant wind field: In the simplest case the wind field is constant. This corresponds to a homogeneous laminar wind flow. Even though this model is not very realistic, it is very handy due to its simplicity and straightforward configuration.
  • OpenFOAM wind field (to be tested): More realistic wind fields can be generated withOpenFOAM and then loaded by the odor simulation plugin. This allows to simulate turbulent flows with obstacles. The odor simulation plugin supports loaded a static wind field or a dynamic wind field. Using dynamics wind fields could be slow due to the enormous amount of data that has to be loaded from the disk.
  • Wind model presented in Farrell's paper (to be implemented)

Note that none of the wind fields takes obstacles (i.e. the robots) that you place withinwebots into account.

Odor Filament Propagation

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Odor filaments motion is based on two mechanisms:

  • Filaments are transported by the wind (large-scale advection).
  • To model small-scale movements of the wind, a stochastic process is superimposed. (Details can be found in Farrell's paper.)

Each filament represents a gaussian-shaped cloud of molecules. When filaments age, this could gets wider, but the concentration drops (to keep the number of molecules in a filament constant). The odor concentration at one point is the sum of the concentrations contributed by all filaments.

Odor Sources

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The odor simulation plugin supports multiple odor sources to be placed in the environment. Each source can release a different type of chemicals. A source is modeled as a circular area in which filaments appear.

Simulated Khepera III robot with an odor and a wind sensor on top.

Odor Sensors

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Odor sensors are modeled as sensors which return a noisy concentration measurement at one precise point. The noise is gaussian around the actual concentration. In addition, odor sensors can be configured to return a running average of the actual concentration.

Wind Sensors

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Wind sensors return a 3d vector of the wind measured at one specific point. The vector is a combination of the wind vector interpolated from the wind field, and gaussian noise. The wind sensor can be configured to return a running average of that value.

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