Place an antenna at the desired location in the city. Create a grid of points where the field and/or power (Poynting vector) will be evaluated. Extract the real part of the Poynting vector as a proxy for the time average power delivered to the receiver. Calculate the distances from the grid points to the source antenna. Perform linear regression to find the pathloss exponent and pathloss at 1 [m]. Fit a normal distribution to the Poynting vector data to find the log-normal shadow variance.
Place two parametric antennas into the city geometry. Calculate the frequency domain channel between the two antennas. Inverse Fourier transform the channel into the delay domain to find the impulse response and the power delay profile (PDP).
Create an antenna array for the receiver as well as the transmitter or multiple transmitters to be localized. Obtain a channel vector/matrix and compute a 1D Fourier transform for uniform linear arrays and 2D Fourier transform for uniform planar arrays. Plot the magnitudes of the multipath components vs the angle of arrival to pick out the strongest path.
Place an antenna at the desired location in the city geometry and choose the directivity pattern. This example uses an omnidirectional dipole pattern. The frequency is 5 [GHz]. Create a grid of points above the terrain where the Poynting vector is to be calculated.
Extract real part of the Poynting vector at every one of the points and perform regression to obtain pathloss exponent and pathloss at 1 [m]. In this example, the pathloss exponent is -2.76. The free-space power decay has a pathloss exponent of -2.
Estimate the standard deviation of the zero-mean Poynting vector data and fit it to a normal distribution. In this example, the shadowing standard deviation is 7.47 [dB].
Create a set-up with a single-antenna transmitter and a single-antenna receiver. Place them at desired locations in the city. In this example we use two Hertzian dipoles, one as a transmitter and one as a receiver. The carrier frequency is chosen to be 5 [GHz] with a channel bandwidth of 100 [MHz].
Calculate PDP in [dBW] and plot it vs delay in microseconds. From the PDP we infer that the channel has a frequency flat response with main signal tap coming at a delay of approximately 0.3 microseconds. Since electromagnetic waves in free space propagate at the speed of light, c, the distance between the transmitter and the receiver can be calculated to be 90 [m].
Normalize the PDP such that the total channel power is one and each tap represents a fraction of the total power. Its clear that the main tap is at least 10dB above the second largest tap.
Create a receiver with a 16-element uniform linear Hertzian dipole array and a transmitter with a single-antenna Hertzian dipole.
Place a receiver at an elevation with respect to the transmitter.
Obtain the channel vector and compute a 1D Discrete Fourier Transform (DFT) of the channel vector. Plot the magnitudes of the multipath components vs the angle of arrival to pick out the strongest multipath. From the plot we see that the transmitter is at 112 degrees with respect to the receiver which could be verified from the set-up (see picture above).
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