(189b) A Quality-By-Design Approach to Process Intensification of Green Nanomaterials
AIChE Annual Meeting
2023
2023 AIChE Annual Meeting
Innovations in Process Engineering
Process Intensification and Module Manufacturing: Intensified Process Fundamentals
Wednesday, November 8, 2023 - 12:55pm to 1:20pm
The presentation, using bioinspired silica, will show results on how process decisions, feedstock concentration, and additive concentration affect product quality. We analysed various material properties to study the variations caused by deliberate changes to the synthesis methodology. We found that primary particle size and mass fractal dimension measured by USAXS was unable to distinguish different synthesis routes; conversely particle size distribution measured by TEM were incomparable between different synthesis methods, preventing meaningful analysis. In contrast, silica speciation and bulk textural properties (i.e. BET surface area and pore size distribution) were more sensitive to minor changes in the synthesis conditions than inter-batch variation. This helped us define the yield and bulk porosity as the critical quality attributes (CQAs), which were sensitive to synthesis conditions.
We then defined several critical process parameters (CPPs) to the synthesis at scale and assessed their impact on the CQAs. Switching to industrial feedstock from research-grade precursor led to the introduction of broad mesopores in the resultant materials. Once these modifications had been incorporated, we intensified the synthesis (increased yield per volume) by increasing the precursor concentration (and reducing additive concentrations). Interestingly, increasing the initial precursor concentration to similar levels as current industrial processes provided yields of ca. 98 %mol. Overall, we successfully applied all the changes to synthesis to make it compatible with existing industrial silica manufacturing. We increased the specific yield from ca. 1.1 g/L to ca. 38 g/L, and reduced the additive intensity from ca. 1 g/g product to 0.04 g/g, representing a significant reduction in synthesis cost and waste production. During the process intensification, it was observed that the synthesis was prone to gelation rather than coagulation under certain conditions. These results have identified a need for mapping the effects of CPPs (including scale-up) on the formation pathways and the CQAs. Such understanding can also enable process flexibility where materials of different grades can be produced using the same platform, with minor variations to the CPPs.