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multipatprop 🔆

Multipath propagation simulation using ray-casting method.

Multipath Diagram

Image Source

Image Citation: Ahamed, Md. Maruf & Faruque, Saleh. (2016). Propagation factors affecting the performance of 5G millimeter wave radio channel. 0728-0733. 10.1109/EIT.2016.7535329.

Usage

To install dependencies

pip install -r requirements.txt

To run a demo script

python multipatprop/<mpp_example>

where <mpp_example> is the file name of the python program.

Algorithm

Transmitter sends signals in every direction with a finite number of starting paths. Receiver collects all the propagated paths (paths that made it to the receiver) and records them. Propagated paths are determined by whether the signals reach within a certain distance of the receiver. The signal may bounce off multiple reflective interferers and will still be labeled as propagated. However, every collision the signal makes with an interferer, the energy of the signal decays exponentially.

The algorithm described above can be utilized to create a visualization of all the paths that reach the target.

To make the time energy graph, which describes the rate of energy in relation to time (non-cumulative) received by the receiver from any of the possible directions within a range of time, the variable time is rounded into bins such that for every path propagated, the energy of the bin with the corresponding travel time is then incremented by the final energy of the wave.

Applicability

The simulation may be loosely used to model an urban environment from a point of view of a birds eye. Specifically, the interferers may be considered as the radio wave reflecting city blocks, the transmitter as the emitting cell phone tower and the receiver as the wireless carrier.

From the design of the simulation, the following known multipath phenomena are present: fading, delay, interference.

Gallery

City Example

City 1 City 2 City 3

Blobs Example

Blobs 1 Blobs 2 Blobs 3

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Multipath propagation simulation using ray-casting method.

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