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Sampling and Validation

If the project cannot show what changed between inlet and outlet, it is not engineering yet. Sampling plans are part of the machine design.

Minimum Sampling Points

  • raw source water
  • after bulk solids removal
  • after fine filtration
  • final outlet or storage point

Record for Every Sample

Field Why it matters
time and date tracks drift over the run
machine revision avoids mixing results across hardware changes
source description water quality may vary by location and season
flow rate treatment performance is often flow-dependent
observed turbidity, color, odor fast field context even when lab data comes later
operator notes captures anomalies that instruments miss

Validation Mindset

Use the simplest metric that answers the current question, then expand as the design matures:

  • turbidity or optical clarity trends for solids handling
  • pressure rise for fouling behavior
  • treated volume before service for maintenance planning
  • source-specific lab tests when the target use case requires them

Common Failure

Sampling only when the machine is freshly cleaned produces misleading optimism. Include dirty-state and end-of-run measurements.