2021
DOI: 10.1007/s40430-021-03215-x
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The effect of heterogeneous surface charges on mixing in a combined electroosmotic/pressure-driven micromixer

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Cited by 5 publications
(2 citation statements)
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“…Machine learning models are beginning to be utilized for optimizing channel dimensions and input parameters, thereby enhancing the efficiency of micromixers [116,117]. There are also possibilities for developing active micromixers with feedback control systems, potentially incorporating sensors (e.g., optical) for improved reliability and robustness [118].…”
Section: Future Developmentsmentioning
confidence: 99%
“…Machine learning models are beginning to be utilized for optimizing channel dimensions and input parameters, thereby enhancing the efficiency of micromixers [116,117]. There are also possibilities for developing active micromixers with feedback control systems, potentially incorporating sensors (e.g., optical) for improved reliability and robustness [118].…”
Section: Future Developmentsmentioning
confidence: 99%
“…Using discrete optimization techniques, they found that the diagonal pattern provided the best mixing condition. In another study, Farahinia et al 26 investigated the mixing performance in heterogeneous charged microchannels using a combination of pressure-driven and electroosmotic flow. By integrating active and passive micromixer features, they developed an optimized microfluidic system.…”
Section: Introductionmentioning
confidence: 99%