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Propagation graph

Propagation graph is a mathematics topic covered in the lgStudy science library. This page brings together a partial reference excerpt, illustrations, worked examples, real-world applications and a short study plan, so you can understand Propagation graph rather than just read about it. In short: Propagation graphs are a mathematical modelling method for radio propagation channels. A propagation graph is a signal flow graph in which vertices represent transmitters, receivers or scatterers.

Propagation graph — main illustration
Propagation graph — illustration

Key takeaways

  • Propagation graph belongs to mathematics; place it in that map before memorising details.
  • Learn the definition first, then one example that makes the definition concrete.
  • Connect Propagation graph to a quantity you can measure, compute or draw — that is where exam questions come from.
  • Reproduce the core statement of Propagation graph from memory before moving on to harder problems.

Reference excerpt

Propagation graphs are a mathematical modelling method for radio propagation channels. A propagation graph is a signal flow graph in which vertices represent transmitters, receivers or scatterers. Edges in the graph model propagation conditions between vertices. Propagation graph models were initially developed by Troels Pedersen, et al. for multipath propagation in scenarios with multiple scattering, such as indoor radio propagation. It has later been applied in many other scenarios.

Mathematical definition A propagation graph is a simple directed graph G = ( V , E ) {\displaystyle {\mathcal {G}}=({\mathcal {V}},{\mathcal {E}})} with vertex set V {\displaystyle {\mathcal {V}}} and edge set E {\displaystyle {\mathcal {E}}} . The vertices models objects in the propagation scenario. The vertex set V {\displaystyle {\mathcal {V}}} is split into three disjoint sets as

V = V t ∪ V r ∪ V s {\displaystyle {\mathcal {V}}={\mathcal {V}}_{t}\cup {\mathcal {V}}_{r}\cup {\mathcal {V}}_{s}} where V t {\displaystyle {\mathcal {V}}_{t}} is the set of transmitters,

V r {\displaystyle {\mathcal {V}}_{r}} is the set of receivers and

V s {\displaystyle {\mathcal {V}}_{s}} is the set of objects named "scatterers". The edge set E {\displaystyle {\mathcal {E}}} models the propagation models propagation conditions between vertices. Since G {\displaystyle {\mathcal {G}}} is assumed simple, E ⊂ V 2 {\displaystyle {\mathcal {E}}\subset {\mathcal {V}}^{2}} and an edge may be identified by a pair of vertices as e = ( v , v ′ ) {\displaystyle e=(v,v')}

An edge e = ( v , v ′ ) {\displaystyle e=(v,v')} is included in E {\displaystyle {\mathcal {E}}} if a signal emitted by vertex v {\displaystyle v} can propagate to v ′ {\displaystyle v'} . In a propagation graph, transmitters cannot have incoming edges and receivers cannot have outgoing edges. Two propagation rules are assumed

A vertex sums the signals impinging via its ingoing edges and remits a scaled version it via the outgoing edges. Each edge e = ( v , v ′ ) {\displaystyle e=(v,v')} transfers the signal from v {\displaystyle v} to v ′ {\displaystyle v'} scaled by a transfer function. The definition of the vertex gain scaling and the edge transfer functions can be adapted to accommodate particular scenarios and should be defined in order to use the model in simulations. A variety of such definitions have been considered for different propagation graph models in the published literature.

The edge transfer functions (in the Fourier domain) can be grouped into transfer matrices as

D ( f ) {\displaystyle \mathbf {D} (f)} the direct propagation from transmitters to receivers

T ( f ) {\displaystyle \mathbf {T} (f)} transmitters to scatterers

R ( f ) {\displaystyle \mathbf {R} (f)} scatterers to receivers

B ( f ) {\displaystyle \mathbf {B} (f)} scatterers to scatterers, where f {\displaystyle f} is the frequency variable. Denoting the Fourier transform of the transmitted signal by X ( f ) {\displaystyle \mathbf {X} (f)} , the received signal reads in the frequency domain

… excerpt ends here. Continue reading the full article.

Illustrations

Propagation graph: Example of a propagation graph with four transmitters (Tx1-Tx4), three receivers (Rx1-Rx3) and six scatterers S1-S6. An edge is drawn from one vertex to another if propagation is possible.
Example of a propagation graph with four transmitters (Tx1-Tx4), three receivers (Rx1-Rx3) and six scatterers S1-S6. An edge is drawn from one vertex to another if propagation is possible.
Propagation graph: Vector signal flow graph of a propagation graph.
Vector signal flow graph of a propagation graph.
Propagation graph: Animation of power delay profiles calculated from partial transfer functions of a propagation graph model. The red line indicates the delay of the direct path.
Animation of power delay profiles calculated from partial transfer functions of a propagation graph model. The red line indicates the delay of the direct path.

Worked examples

Example 1 — a first encounter with Propagation graph

Start with the simplest possible case. Write down what Propagation graph claims or describes in one sentence, then invent the smallest concrete situation in which that sentence is true. In mathematics, the smallest case is usually a single object, a single equation or a single measurement. Check that every symbol or term in your sentence has a meaning in that case.

Example 2 — changing one variable

Take the situation from Example 1 and change exactly one quantity: double it, halve it, or set it to zero. Predict what should happen to Propagation graph before you calculate. Comparing your prediction with the result is the fastest way to find out whether you understand the idea or only the words.

Example 3 — an exam-style question

Typical questions about Propagation graph ask you to (a) state it precisely, (b) apply it to given data, and (c) explain a limitation. Practise writing all three answers in under five minutes; the third part is what separates a full-mark answer from an average one.

Applications of Propagation graph

In research
Propagation graph appears in mathematics research whenever the underlying quantities have to be modelled precisely. Papers usually cite it as a starting assumption and then explore where it breaks down.
In technology and industry
Engineering practice reuses Propagation graph in design rules, simulations and safety margins. Knowing the idea lets you read a specification sheet and understand why the numbers look the way they do.
In the classroom
Propagation graph is common in secondary-school and first-year university syllabi. It links to neighbouring topics Mathematical modeling, so understanding it makes those chapters shorter.
In everyday life
Look for Propagation graph outside the textbook — in sport, cooking, traffic, electronics or the sky above you. An example you found yourself is remembered far longer than one you were given.

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How to study Propagation graph in 20 minutes

  1. Read the reference excerpt below once, without taking notes.
  2. Close the page and write down what Propagation graph means in your own words.
  3. Compare your version with the excerpt and mark what you missed.
  4. Work through the three examples above with pen and paper.
  5. Explain Propagation graph out loud to somebody else — or to Teacher Smith in the lgStudy chat.

Frequently asked questions

What is Propagation graph in simple terms?

Propagation graphs are a mathematical modelling method for radio propagation channels. A propagation graph is a signal flow graph in which vertices represent transmitters, receivers or scatterers.

Why does Propagation graph matter?

Because it connects several mathematics ideas at once: it gives you a definition you can apply, a quantity you can calculate, and a way to check whether a result is plausible.

How should I study Propagation graph?

Read the excerpt, restate it from memory, then work through the examples and applications listed on this page. The five-step study plan above takes about twenty minutes.

What does this page cover?

It gives you a compact reference excerpt plus original lgStudy explanations, examples, applications and study material on Propagation graph.

Tags

  • Mathematical modeling

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