Propagation models

RF propagation model calculator: Hata, COST-231 and terrain-aware predictions

A coverage map is only as credible as the model and inputs behind it. This guide helps engineers choose a practical model, understand what it can predict and document the assumptions alongside the result.

What a propagation model calculator does

An RF propagation model calculator estimates the path loss between a transmitter and many receiver locations. With frequency, antenna height, power, distance and an environment model, it produces an estimated received signal level. A coverage planner repeats that calculation across a map to show predicted service areas.

It is not a substitute for a drive test. It is a controlled estimate: valuable before deployment because it makes the design assumptions visible, and valuable after deployment because it supplies a baseline to compare with measurements.

Hata, COST-231 and terrain-aware models serve different jobs

Model familyUseful contextKey limitation to state
Okumura-HataMacrocell first-pass studies in its published frequency, height and distance rangesEmpirical average; it does not describe every local obstacle
COST-231 HataHigher-frequency macrocell studies, including common 1800 MHz deploymentsStill requires appropriate environment selection and calibration
Terrain-aware predictionStudies where ridges, valleys or effective antenna height matter to the decisionTerrain data improves geometry, but does not replace clutter or field validation

The correct choice is not always the most complex model. It is the model whose range, inputs and limitations fit the planning question. A quick sector adjustment can need a different level of detail from a large regional design study.

Start with the inputs you can defend

Before selecting a model, check the radio inputs. Use the actual site coordinates, antenna height above local ground, sector azimuth, beamwidth, total tilt, frequency and EIRP. These values often influence a practical result more than switching between two models with otherwise unknown inputs.

Frequency and antenna height must be inside a model's recommended use case. If they are not, label the output as an exploratory estimate rather than a design-grade prediction. The detailed propagation-model guide explains the model families and their usual ranges.

How to read a model result responsibly

Use the map to identify decisions and questions

A result can identify the intended main lobe, likely sector edges, terrain shadow and potential overshoot. It should not be interpreted as a promise of a fixed received level at every address. Building penetration, clutter, antenna pattern accuracy and network load can all change field performance.

Keep the assumptions with the map

A shareable result should name the model, calculation date, site and sector inputs, study radius and whether terrain or clutter was enabled. This lets a client or another engineer understand what was calculated without recreating the project from memory.

Calibrate when measurement data exists

Once drive-test data is available, compare its overall trend with the prediction. First confirm installation data such as azimuth, tilt, feeder loss and active band. Then use the observations to refine the model choice or a documented calibration offset. This closes the loop between plan and field.

A model-selection checklist

  1. Define the question: site placement, sector adjustment, cell edge or a client report.
  2. Confirm the active band and RF-chain assumptions.
  3. Choose a model appropriate for the deployment environment and study scale.
  4. Enable terrain when local relief can change the answer.
  5. Calculate all relevant sectors together, not as unrelated sites.
  6. Export the model name and inputs with the map.
  7. Plan measurements at the boresight, sector edges and predicted weak areas.

Run a documented prediction in the Coverage Planner

The Cell Coverage Planner lets you choose the prediction context, add multiple sectors and keep the map, parameters and propagation assumptions in one project. It is built for the first decision and the report that follows it.

Try the propagation-model demo

Continue with the cell tower coverage calculator guide or the LTE planning workflow.

Sources and further reading

Always validate a planning result against the operator's acceptance criteria and field measurements.