posted on 2021-02-26, 22:29authored byHem Pokharel, Zachary Shepard, Vinka Oyanedel-Craver
Ceramic water filters (CWFs) are
manufactured worldwide using local
materials and infrastructure. In this study, we assessed flow rate
(FR) and nominal pore diameter (NPD) values as parameters to predict
the microbial removal of CWFs. Two empirical models (flow rate model,
FRM, and nominal pore diameter model, NPDM) were developed based on
the log removal values (LRVs) for total coliform obtained from the
operation of CWFs manufactured under controlled conditions in the
United States. The proposed empirical models were validated using
CWFs manufactured in Nepal and India. The models and principal component
analysis (PCA) were used to identify materials and processes in CWF
manufacturing with the highest impact on LRV. Our results showed that
both the FRM and NPDM have a good predictive capability with high
coefficients of determination, R2, and statistical significance
(p) values less than 0.05. PCA showed that the burnout
material was the most important variable in the manufacturing process.
Even though both models are appropriate to predict LRV from a CWF,
the FRM and NPDM could have slightly different applications at CWF
factories. The FRM could be used to predict LRVs of CWFs manufactured
in an already operational factory as it fits with existing quality
control procedures, such as measurement of flow rate. We propose that
the NPDM could be applied in the research and performance enhancement
of CWFs as additional filter characteristics can be tested for the
potential to improve LRV. The use of either model could help factories
improve the removal of bacteria by their CWFs.