Learn / A starting point

Beyond uniform roughness

A guided reading route through three useful distinctions in the literature: surface characterisation, spatial organisation, and hydrodynamic representation.

Editorial perspective

A reading route, not a taxonomy.

BUR Atlas uses these three distinctions as editorial lenses for a starting route through the literature. They overlap, individual studies may span more than one, and they are not presented as a complete or field-wide classification. The selected sources below illustrate why each distinction is useful; they are not a canon or ranking.

01 / Surface characterisation

Start with what was actually measured.

Guiding question

What physical surface quantity is being described, and under what measurement conditions?

A roughness value is meaningful only in relation to the surface or profile that was assessed and the way it was measured. Height statistics such as Ra and Rq compress part of that description into a scalar, while spectra retain information about spatial scales.

This lens keeps geometric or statistical surface descriptors separate from hydraulic quantities used to represent flow response. A paper may connect the two, but they answer different questions and should not be treated as interchangeable by default.

Original editorial schematicConceptual · not data
Surface characterisation schematicA conceptual roughness profile, a mean line and a wavelength-aware spectrum panel.height deviationspatial scale →contentProfile + processing conditionsSpectral description
A visual reading aid for this lens; it is not reproduced from a published figure and does not represent a specific experiment or hull.

What to look for

  • Whether the measurement is profile-based or areal, and what region of the surface was assessed.
  • Instrument, resolution, filtering, sampling and the reported descriptor.
  • Which spatial scales are retained or removed by the measurement and processing.
  • Whether a measured descriptor is later converted, calibrated or inferred into a hydraulic roughness quantity.

Evidence notes

Ra and Rq summarise height deviations in an assessed profile. Their interpretation depends on how that profile was obtained and processed.

Hydraulic roughness scales address flow resistance rather than serving as direct substitutes for a measured surface-height statistic.

Selected sources

Examples selected to support this reading route; they are neither a ranked list nor a comprehensive account of the literature.

2010-04Journal of Fluids Engineering

Review of Hydraulic Roughness Scales in the Fully Rough Regime

Used here to separate surface description from hydraulic roughness scales and to show why the mapping between them is itself a research question.

View reference record →

02 / Spatial organisation

Describe the arrangement, not only the amount.

Guiding question

How are different surface conditions distributed, spaced, oriented or clustered over the assessed area?

Two surfaces can share a similar overall roughness level while arranging that roughness differently in space. Coverage, patch size, spacing, orientation, clustering and gradients therefore belong to the description when the surface is heterogeneous.

The hydrodynamic importance of a particular arrangement depends on geometry and flow conditions. Evidence from idealised roughness patterns is useful for identifying mechanisms, but it should not be transferred to a ship hull without checking what is actually comparable.

Original editorial schematicConceptual · not data
Spatial organisation schematicThree conceptual surface fields showing a gradient, separated patches and clustered roughness.GradientSeparated patchesClustered
A visual reading aid for this lens; it is not reproduced from a published figure and does not represent a specific experiment or hull.

What to look for

  • The location and extent of distinct surface conditions, not only an area-averaged value.
  • Patch size, spacing, orientation, clustering, gradients or other organisation at relevant length scales.
  • Whether the distribution is measured, prescribed, idealised or reconstructed.
  • The geometry and flow conditions under which a spatial effect is reported.

Evidence notes

In a laboratory rough-wall boundary layer, changing the spanwise spacing of streamwise roughness strips was associated with changes in large-scale secondary flow. BUR Atlas uses this as evidence that arrangement can matter for those experimental surfaces, not as a universal hull rule.

Work on patchy or heterogeneous surfaces makes the spatial distribution part of the representation problem because a single homogeneous value must stand in for a non-uniform surface.

Hull-specific CFD studies provide a complementary example: when the overall roughness magnitude is held fixed, changing its prescribed spatial distribution can still alter resistance and boundary-layer development. These results are numerical examples for the studied hulls and conditions, not a general rule for every vessel.

Selected sources

Examples selected to support this reading route; they are neither a ranked list nor a comprehensive account of the literature.

2023-03Ocean Engineering

Defining an Equivalent Homogeneous Roughness Length for Turbulent Boundary Layers Developing over Patchy or Heterogeneous Surfaces

Included because heterogeneous surface organisation is treated directly when constructing an equivalent homogeneous representation.

View reference record →
2026-04Ocean Engineering

Beyond Uniform Roughness: Ship Resistance with Spatially Non-Uniform Hull Surface Conditions

Included as a hull-specific numerical example in which several spatial roughness distributions are compared while the arithmetic mean roughness is held constant.

View reference record →

03 / Hydrodynamic representation

Then ask how the surface enters the flow problem.

Guiding question

How is a measured or prescribed surface translated into a quantity or model that represents its hydrodynamic effect?

Flow calculations and drag correlations rarely operate on a complete surface map without some form of representation. Hydraulic roughness scales, roughness functions, wall-model inputs and equivalent homogeneous values are examples of ways a complex surface can be reduced for a particular flow problem.

That reduction is not neutral. The chosen quantity, averaging rule, calibration and flow regime influence what the representation means and where it can reasonably be applied. When a heterogeneous surface is replaced by one value, the method used to construct that value becomes part of the modelling assumption.

Original editorial schematicConceptual · not data
Hydrodynamic representation schematicA heterogeneous surface field being reduced into a flow-relevant equivalent parameter and a simplified wall representation.Spatial surface fieldrepresentationkₛ,eqEquivalent / model input
A visual reading aid for this lens; it is not reproduced from a published figure and does not represent a specific experiment or hull.

What to look for

  • The flow-relevant roughness quantity or boundary condition actually used by the model or correlation.
  • How that quantity is obtained from measured, prescribed or previously calibrated surface information.
  • Any equivalent-homogeneous assumption, averaging rule or homogenisation step.
  • The flow regime, calibration range and other conditions attached to the representation.

Evidence notes

For heterogeneous surfaces, an equivalent homogeneous roughness is not simply a neutral average; the way it is constructed is part of the modelling problem.

A hull-specific study further examines the interpretation of a single globally applied equivalent roughness when the underlying hull roughness varies spatially, keeping the distinction between the physical distribution and its procedural representation explicit.

Reviews of hydraulic roughness and rough-surface drag show that relating surface topography to a flow-response parameter is a separate step from measuring the surface itself.

Selected sources

Examples selected to support this reading route; they are neither a ranked list nor a comprehensive account of the literature.

2023-03Ocean Engineering

Defining an Equivalent Homogeneous Roughness Length for Turbulent Boundary Layers Developing over Patchy or Heterogeneous Surfaces

Included because it addresses the representation of a heterogeneous surface through an equivalent homogeneous roughness length.

View reference record →
2010-04Journal of Fluids Engineering

Review of Hydraulic Roughness Scales in the Fully Rough Regime

Included to distinguish hydraulic roughness scales from purely geometric surface descriptors.

View reference record →