A parsimonious Langmuir-Freundlich loading-response framework for sonochemical degradation of nonvolatile organic contaminants: Model comparison, validation, and identifiability☆

Oualid Hamdaoui · 2026

Read A parsimonious Langmuir-Freundlich loading-response framework for sonochemical degradation of nonvolatile organic contaminants: Model comparison, validation, and identifiability☆ by Oualid Hamdaoui (2026) in the Tower of Babel, a free online library of public-domain works preserved in clean, searchable text. No sign-up. The full text is served as a plain-text file at a predictable URL, where text is present: https://antarctic-labs.com/tower-of-babel/pmc-13578628.txt.

Description

Hamdaoui published in twenty twenty-six a modeling study of sound-driven breakdown of pollutants in water. Ultrasound creates tiny collapsing bubbles that generate strong oxidants. The author models how contaminant loading near those bubbles governs breakdown speed. Two chemically different pollutants served as test cases. Experiments varied starting concentration across a wide range. Breakdown sped up at first with more pollutant, then removal efficiency fell. A four-parameter version of the model fit all profiles for each compound.

Validation that held out whole concentrations still predicted well. Simpler models sometimes matched or beat the full one, the author notes frankly. Fitted values are best read as condition-specific descriptors, not direct physical measures. The framework is offered as a tool for interpolation and timing within tested settings. Other reactors or waters would need fresh calibration.

Catalog record

CREATOROualid Hamdaoui
YEAR2026
COLLECTIONPAPERS
FORMATTXT
FILE SIZE69 KB
VERSION1.0
LICENSECC BY 4.0
RIGHTSCC BY
SOURCEEurope PMC

Source: https://europepmc.org/articles/PMC13578628

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