see: generate_network_alpha_model for road network, settlement connections
ref: https://www.researchgate.net/publication/257154745_Models_of_settlement_hierarchy_based_on_partial_evidence
Objective
Implement a PoC in HighMap to estimate plausible settlement positions from terrain data. The goal is to determine whether landscape constraints and optionnally known settlements can be combined into a settlement probability field from which missing settlements can be inferred.
Approach
Build a suitability/probability map from:
- terrain and slope;
- water availability / proximity;
- arable land;
- accessibility / transport routes;
- proximity to known settlements.
From the resulting field, extract candidate settlement positions using:
- local maxima;
- minimum-distance suppression;
- optionally stochastic sampling.
Each candidate should have a probability/suitability score.
Settlement hierarchy
As a second step, estimate a basic settlement importance from factors such as:
- local suitability;
- accessibility;
- catchment area;
- interaction with surrounding settlements.
A full Harris-Wilson / entropy-maximizing model is out of scope for the PoC.
The PoC should produce:
- a settlement probability heightmap;
- candidate settlement positions;
- a score/importance for each candidate.
see: generate_network_alpha_model for road network, settlement connections
ref: https://www.researchgate.net/publication/257154745_Models_of_settlement_hierarchy_based_on_partial_evidence
Objective
Implement a PoC in HighMap to estimate plausible settlement positions from terrain data. The goal is to determine whether landscape constraints and optionnally known settlements can be combined into a settlement probability field from which missing settlements can be inferred.
Approach
Build a suitability/probability map from:
From the resulting field, extract candidate settlement positions using:
Each candidate should have a probability/suitability score.
Settlement hierarchy
As a second step, estimate a basic settlement importance from factors such as:
A full Harris-Wilson / entropy-maximizing model is out of scope for the PoC.
The PoC should produce: