Define the actual surface and soil
Specify material, roughness, geometry, access and surface condition. A flat coupon does not automatically represent an exchanger with sheltered areas or a complete pipe network. Prepare representative protein, oil, particulate or mixed deposits with comparable initial loading and drying time so that test groups start from a meaningful common basis.
Liu and Craig’s study of protein and SDS shows that response depends on the surface and the combination of cleaning agents. It does not establish a universal effect or validate every nanobubble generator. Its practical value is demonstrating why soil, material and chemistry belong in the experimental design.
Separate bubbles, chemistry and hydraulic action
Compare the established procedure with the proposed procedure under recorded conditions. To investigate mechanism, include recirculated water without gas addition and, where relevant, detergent without nanobubbles. Keep flow, pressure, temperature and duration equivalent where the question allows; identify any changes that prevent a particular effect from being isolated.
The cited study of air bubbles on inclined surfaces uses millimetre-scale bubbles. It does not demonstrate identical behaviour for nanobubbles, but illustrates that orientation and movement affect removal. Improvement after adding a recirculation circuit should not automatically be attributed to bubble size rather than the changed hydraulic conditions.
Measure residue and hygiene outcomes separately
Use a method suitable for the soil: mass, protein analysis, organic carbon, calibrated imaging or another validated technique. Sample representative locations and retain blanks and replicates. A shinier photograph or disappearance of foam does not necessarily quantify remaining soil or demonstrate the absence of an invisible film.
Where microbiological control is an objective, agree testing and criteria with the hygiene specialist. Fewer attached organisms may reflect physical removal rather than inactivation. Air or oxygen should not be presented as a universal biocide; a cleaning result also does not establish allergen removal or suitability for food-contact service.
Close the resource balance and check repeatability
Record water, temperature, detergent, gas and electricity for all equipment, including auxiliaries. Compare cycles achieving the same acceptance criterion. Repeating shorter cycles until cleaning succeeds may remove the apparent saving of an individual test; include rinsing and dirty-water handling in the assessment as well.
Check compatibility with seals and materials and consistency over repeated cycles. Removed soil enters the liquid and may affect reuse or downstream treatment. Before reducing an established validated procedure, the user needs to demonstrate that the alternative maintains the required cleaning result and relevant controls in the actual installation.
Common questions
Can detergent be removed after a successful nanobubble test?
Only after validating the complete process with actual soil and the same acceptance criterion. A partial result does not show that detergent is unnecessary in every cleaning cycle.
Does a lower attached bacterial count mean the bacteria are dead?
Not necessarily. They may have detached and remained viable in the wash water. Use appropriate methods to distinguish removal from inactivation for the intended objective.
