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Evaluation of secondary effluent organic matter removal by an in-series forward osmosis-ultrafiltration hybrid process using parallel factor analysis with self-organizing maps
- Nam, Seong-Nam;
- Jo, Kyungkeun;
- Kim, Sewoon;
- Jun, Byung-Moon;
- Jang, Min;
- ... Park, Chang Min;
- 외 3명
WEB OF SCIENCE
11SCOPUS
12초록
This study explores removal of effluent organic matter (EfOM) from secondary municipal wastewater effluent by a custom-devised in-series forward osmosis-ultrafiltration (FO-UF) hybrid system in which naturally-driven os-motic pressure, induced by the concentration difference between the feed solution and the draw solution, is a sole driving force for post UF filtration. Water flux and reverse salt flux are greatly affected by concentration and type of draw solution as well as different FO membrane configurations of the active layer facing feed solution (AL-FS) and the active layer facing draw solution (AL-DS). Maximum fluorescence intensity values obtained from parallel factor analysis (PARAFAC) revealed that the FO-UF hybrid process removes EfOM up to 97% of initial con-centration over 2 h experimentation, owing to 6-8% of additional removal by post UF membrane. PARAFAC and self-organizing maps (SOM) modeling revealed that humic-like substances are removed preferentially over protein-like and smaller-sized organics in both AL-FS and AL-DS modes. However, in AL-DS mode, fouling, possibly due to humic-like substances, followed by deteriorating water quality, is observed earlier than in AL-FS mode. During the FO-UF processes, overall properties of EfOM in feed solution are shifted to hydrophilic and smaller-sized organic matter. This work provides a concept of pump-less FO-UF hybrid filtration and demon-strates the proposed system as a feasible option for EfOM removal in water reuse. As the first of its kind, the incorporation of PARAFAC with SOM modeling in FO process gives an insight into the fouling and transport of EfOM in the AL-FS and AL-DS modes.
키워드
- 제목
- Evaluation of secondary effluent organic matter removal by an in-series forward osmosis-ultrafiltration hybrid process using parallel factor analysis with self-organizing maps
- 저자
- Nam, Seong-Nam; Jo, Kyungkeun; Kim, Sewoon; Jun, Byung-Moon; Jang, Min; Park, Chang Min; Han, Jonghun; Heo, Jiyong; Yoon, Yeomin
- 발행일
- 2023-05-15
- 유형
- Article
- 권
- 464
- 언어
- ENG
- 출판사
- ELSEVIER SCIENCE SA
- 발행국가
- 스위스
- ISSN
- E 1873-3212
P 1385-8947