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Stimulated Raman Scattering Microscopy: Real-Time In-Situ Physical and Chemical Characterization of Reverse Osmosis
Y Lange Simmons1, Jasmine M Andersen2, Mo Zohrabi2
1Department of Physics, University of Colorado, Boulder, Colorado 80309, United States.
Environmental Science & Technology
|December 16, 2025
Summary
A new stimulated Raman scattering (SRS) method allows real-time monitoring of membrane scaling in reverse osmosis (RO) systems. This technique provides detailed insights into crystal growth and chemical composition for improved water treatment.
Area of Science:
- Materials Science
- Chemical Engineering
- Environmental Science
Background:
- Membrane scaling is a major challenge in reverse osmosis (RO) desalination, reducing efficiency and increasing costs.
- Current methods for monitoring membrane scaling are often slow and lack chemical specificity.
- Real-time, in situ analysis is crucial for understanding and mitigating scaling dynamics.
Purpose of the Study:
- To develop and validate a stimulated Raman scattering (SRS) methodology for rapid, real-time, and in situ monitoring of RO membrane scaling.
- To provide time-resolved insights into inorganic crystal growth and chemical identification during scaling.
- To enable direct measurement of scalant coverage and volume on the membrane surface.
Main Methods:
- Utilized stimulated Raman scattering (SRS) for time-resolved reflection imaging and Raman spectral data acquisition.
- Adapted the SRS methodology for bench-scale desalination flow cells.
- Quantified membrane surface area coverage and approximated scalant volume using 3D integrated Raman intensity.
Main Results:
- Successfully monitored CaSO4 scaling in real-time, capturing inorganic crystal growth dynamics.
- SRS results for 2D and 3D analysis showed reasonable agreement with confocal microscopy.
- Demonstrated the capability for both physical imaging and chemical identification of scalants.
Conclusions:
- The developed SRS methodology offers an advancement in real-time sensing of membrane fouling.
- This technique provides new insights into membrane scaling dynamics for improved RO system operation.
- Potential applications include studying combined fouling types and enhancing sustainable water management.

