Lifetime & forecast: estimating how a structure will develop

The condition rating shows how a structure was assessed on the inspection day. With data series over months and years, you also see where it is heading. Inspection findings, readings and environmental data allow an estimate of how it will develop, as a range with its assumptions stated.

  • Linked to the condition rating
  • Trends from long data series
  • Forecast as a range
Aerial view of the Südbrücke (Southern Bridge) in Koblenz, a structure monitored over many years

What does a lifetime forecast mean in structural health monitoring?

A lifetime forecast uses continuous measurements to estimate how the condition of a structure or component will develop, and what this means for its remaining service life. It is not a certain prediction but a range under stated assumptions. The longer and more complete the data series, the narrower and more reliable this range becomes.

3D model of a monitored bridge with measuring points and weather data shown on the Infrasolute platform
The structure as a 3D model on the platform: measuring points on the component, alongside temperature, rainfall and wind from the nearest weather station. Long-term trends only become reliable in the context of the weather.

What the forecast delivers

From current condition to future development

An inspection shows the condition on one day. A data series shows where it is heading.

Trends instead of snapshots

Long data series show whether a crack is growing, moisture is increasing or a component is settling, and how fast.

A range, not a point value

Future development is shown as a range. This keeps visible how certain a statement is.

Context from weather and inspection

Temperature, rainfall and findings from the structural inspection feed into the assessment.

Basis for maintenance planning

The estimate helps to plan the timing of a repair or an in-depth investigation.

Checking the effect of measures

After a repair the data series shows whether the measure works, for example when sensors confirm that a component is drying out.

Assumptions stated

Every forecast states what it is based on and where its limits are. This makes it verifiable.

Condition rating and forecast

What the condition rating tells you, and what it cannot

In Germany, bridges and other engineering structures are inspected to DIN 1076 and rated under the RI-EBW-PRÜF guideline. The condition rating is the key figure in structure maintenance. To understand what monitoring adds to a forecast, it helps to know how this rating comes about.

Damage assessment: three criteria for every defect

During the inspection, the engineer records each damage and each defect individually. Every damage is assessed against three criteria, each on a scale from 0 to 4. A damage can therefore be insignificant for structural safety and considerable for durability.

S Structural safety

Does the structure carry the loads it was designed for? The highest rating calls for immediate measures, up to a restriction of use.

V Traffic safety

Does the damage put users at risk, for example through loose parts, surface damage or a damaged railing?

D Durability

Is the fabric preserved so that the structure reaches its planned service life? Moisture, chloride and corrosion show up here first.

From these individual assessments, the condition rating of the structure is calculated using a defined procedure. It ranges from 1.0 to 4.0:

1.0–1.4
very good condition
1.5–1.9
good condition
2.0–2.4
satisfactory condition
2.5–2.9
adequate condition
3.0–3.4
inadequate condition, repair needed without delay
3.5–4.0
unsatisfactory condition, immediate measures required

Weighting: the most severe damage sets the rating

The condition rating is not an average of all defects. The most severely rated damage is decisive; the number and extent of further damage can raise the rating further. A single damage with a high structural safety rating therefore shapes the rating of an otherwise sound structure.

This has two consequences for maintenance. First, the rating shows how urgent a structure is, but not which damage lies behind it, how large it is or what its repair will cost. Second, the rating often depends on just a few locations in the structure. Anyone who wants to maintain or improve it has to keep exactly these locations in view.

This is where monitoring comes in. The measuring points sit where the governing damage sits: at the crack, at the bearing, in the area with moisture and chloride ingress. The damage that sets the rating becomes a measured quantity with a history.

Why the rating alone is not enough

The rating is a snapshot of the inspection day. A principal inspection takes place every six years, with a minor inspection three years later. In between, nobody is at the component with a measuring instrument.

Two structures with the same rating can therefore develop in entirely different ways. In one, a crack has been stable for years; in the other, it opens a little further every month. The rating does not distinguish between the two; the data series does. It is precisely this rate of change that determines urgency, and it is the basis of every forecast.

Many types of damage affect durability first, long before they reach structural safety, for example corrosion inside a prestressed concrete section. Measuring during this phase buys time: for a targeted repair while the damage is still limited, and for maintenance planning that is not caught out by the next inspection.

Looking ahead from the past and the present

A forecast connects three time horizons. The past comes from inspection reports, the history of the condition rating, as-built documents and earlier measurements. They show how the structure has behaved so far. The present comes from the current readings, together with weather data and, where available, traffic data. They show what is happening at the component today.

The trend is derived from both, adjusted for the daily and seasonal temperature cycles. When it is projected forward, the result is not a single line but a range that widens over time. If the monitoring concept defines a threshold, such as a crack width or a moisture value, the range shows the earliest point at which this threshold could be reached. That is the period in which a measure should be planned.

Measured quantity behind the governing damage Threshold from the monitoring concept Inspection Inspection Inspection Today Past: inspections and data series Future: range Earliest point Window for measures
Schematic illustration without real readings: data series and inspections up to today, then the projected trend as a range. Where the upper limit of the range reaches the threshold, the window for measures begins.

The forecast does not predict the next condition rating. It describes how quickly the measured quantities at the governing damage are changing, giving the inspecting engineer and the operator a sound basis for the next assessment. With every new reading, the range is checked and adjusted where necessary.

How a forecast is made

From data series to estimate

A forecast is only as good as its data. That is why it starts with the monitoring concept, not with the model.

  1. 01

    Define quantities

    In the monitoring concept we define which quantities describe the development of the structure, such as crack width, moisture or tilt.

  2. 02

    Build the data series

    The sensors record the values over months and years, with weather data as context. Inspection reports and earlier measurements are added as the history.

  3. 03

    Derive the trend

    The trend is derived from the data series and separated from weather-related fluctuations.

  4. 04

    Estimate and assess

    Engineers estimate future development as a range and assess what it means for use and maintenance.

For whom

For maintenance, planning and budget

For engineers and structural designers

  • Measured trends instead of assumptions
  • A range with stated assumptions and limits
  • Weather-related fluctuations separated from the trend
  • Data series as a basis for in-depth investigations

For operators and budget holders

  • Better timing of repairs
  • Evidence of the effect of measures already taken
  • Maintenance budgets based on data
  • Transparency towards authorities and committees

Limits of any forecast: A forecast only applies under the stated assumptions and replaces neither the mandatory structural inspection nor a structural assessment. If use, load or environment change, the estimate has to be reassessed.

Estimate how your structure will develop

Together we clarify which quantities describe the development of your structure and from when reliable statements are possible.

Benedikt Seuss Benedikt Seuss
FAQ

Frequently asked questions: Lifetime & Forecast

What does the condition rating have to do with monitoring?
The RI-EBW-PRÜF condition rating assesses a structure on the inspection day. The most severely rated damage is decisive. Monitoring continues to measure at exactly these defects and shows between two inspections whether, and how quickly, they are changing. The snapshot becomes a history.
How is damage assessed under RI-EBW-PRÜF?
Each damage is assessed individually for structural safety, traffic safety and durability, each on a scale from 0 to 4. From these assessments, the condition rating of the structure from 1.0 to 4.0 is calculated. The most severe damage shapes the rating; further damage can raise it.
Can monitoring predict the remaining service life of a structure?
Not with certainty, but it can estimate it better. Long data series show how fast a condition is changing. From this, future development can be estimated as a range under stated assumptions, as a basis for the engineering assessment.
How long must measurements run before a forecast is possible?
That depends on the measured quantity and the structure. A trend must be distinguishable from seasonal fluctuations; this usually needs data series covering several seasons. In the monitoring concept we clarify which statements are possible and when.
Does a forecast replace the structural inspection?
No. It adds a continuous data basis to the mandatory inspection. The inspection and the structural assessment remain decisive.
How is uncertainty handled?
The estimate is shown as a range and states its assumptions. If use, load or environment change, it is reassessed.

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Tell us about the structure, the type of damage and existing monitoring data. We will assess which statements about future development are possible.

+49 6742 8599600 DE +41 41 670 00 11 CH [email protected]
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