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Wayam AI
Energy & UtilitiesMaintenance & ReliabilityRepresentative scenario

Detecting Progressive PID Degradation Before It Reaches String Level

A solar asset owner suspects potential-induced degradation across older arrays but cannot confirm it without invasive testing at scale.

Run on Wayam Eye · Renewable Performance

A slow gradient of decline spreading along one row of panels

The challenge

    01

    PID develops progressively and is invisible in generation data until it is already significant.

    02

    Confirming PID conventionally requires taking strings offline for electrical testing.

    03

    Without early confirmation, remediation decisions are made too late to be economic.

How Wayam Eye solves it

    01

    Repeat Capture Comparison

    Successive thermal captures of the same modules are compared over time rather than assessed individually.

    02

    Progression Detection

    Modules showing consistent thermal signature drift are flagged before they reach conventional fault thresholds.

    03

    Pattern Correlation

    Degradation patterns are correlated across strings and inverters to distinguish PID from isolated failure.

    04

    Remediation Scoping

    Affected areas are quantified so mitigation is scoped against a known population.

    05

    Ongoing Monitoring

    Flagged areas are tracked across subsequent captures to confirm whether mitigation held.

The outcome

  • Progressive degradation identified before it reached string-level generation loss.

  • Confirmation without taking strings offline for electrical testing.

  • Remediation scoped against a measured rather than an estimated population.

Representative scenario: a modelled industry situation showing how this accelerator applies. Figures are projections, not a named client result.

Capabilities used

Every accelerator is assembled from the same capability layer, so a workflow you adopt here shares its foundation with the rest of the portfolio.

Bring us the version of this that you actually have.

Every engagement is fixed-scope and outcome-guaranteed. The scoping conversation starts with your systems, not with a template.