Forward osmosis (FO) process is a chemical potential driven process, where highly concentrated draw solution (DS) is used to take water through semi-permeable membrane from feed solution (FS) with lower concentration. Recently, commercial FO membrane modules have been developed so that full-scale FO process can be applied to seawater desalination or water reuse. In order to design a real-scale FO plant, the performance prediction of FO membrane modules installed in the plant is essential. Especially, the flux prediction is the most important task because the amount of diluted draw solution and concentrate solution flowing out of FO modules can be expected from the flux. Through a previous study, a theoretical based FO module model to predict flux was developed. However it needs an intensive numerical calculation work and a fitting process to reflect a complex module geometry. The idea of this work is to introduce deep learning to predict flux of FO membrane modules using 116 experimental data set, which include six input variables (flow rate, pressure, and ion concentration of DS and FS) and one output variable (flux). The procedure of optimizing a deep learning model to minimize prediction error and overfitting problem was developed and tested. The optimized deep learning model (error of 3.87%) was found to predict flux better than the theoretical based FO module model (error of 10.13%) in the data set which were not used in machine learning.

정삼투 여과막(FO) 기술 분야는 해수 담수화에서 이미 다양한 연구가 진행되었으나, 하폐수 처리 분야의 적용에서는 상대적으로 많은 연구가 필요한 상황이다. FO 기술은 비 다공성 특성막과 각 용액 사이의 삼투압 차이를 이용하여 원폐수로부터 수분을 비롯하여, 질소-인과 같은 이온성 물질까지 분리할 수 있다. 본 연구에서는 FO 막을 혐기성 유동상 미생물반응기(AFBR)를 통해 처리된 처리수 내 존재하는 질소(주로 암모니아성 질소)를 제거하기 위해 적용되었다. 유도용액(Draw Solution, DS)의 종류(NaCl, CaCl2, Na2CO3)에 따라 투과량은 NaCl, CaCl2, Na2CO3 순으로 높게 나타났으며, 암모니아성 질소의 배제율은 각각 42.25%, 78.83%, 70.35%으로 나타났다.

A highly performing and durable forward osmosis (FO) membrane was prepared using a polydopamine-modified polyolefin (DPO) support via an aromatic solvent (toluene)-based interfacial polymerization (IP). The hydrophobic polyolefin support was uniformly hydrophilized by polydopamine coating, which provided long term operation stability. In addition, a highly permselective selective layer was prepared on the hydrophilic DPO support by the toluene-based IP, which promoted amine diffusion and the subsequent IP reaction. As a result, the prepared DPO-supported TFC membrane exhibited significantly high FO performance, which was ~4.9 times higher FO water flux and ~62% lower specific salt flux than those of a commercial FO (HTI-CTA) membrane in FO mode. Furthermore, its excellent mechanical and chemical stability enabled stable operation.

미량화학물질은 미량 (ng/L)으로 인체 또는 환경에 심각한 피해를 줄 수 있는 물질이므로, 효과적인 미량오염물질 제거 시스템 개발이 필요한 실정이다. 분리막 기반 수처리 공정 중 정삼투 공정은 미량화학물질을 효과적으로 제어할 수 있는 저에너지, 친환경 공정으로 각광받고 있으나, 제거율, 제거기작, 공정최적화 등의 연구가 필요한 실정이다. 따라서, 본 연구에서는 정삼투 공정을 이용하여 미량화학물질의 제거성능을 평가하고 그 기작을 평가하여 수계 내 존재하는 미량오염물질을 신속하고 효율적으로 처리할 수 있는 삼투막 기반 막공정 공법을 제시하고자 한다.

하수처리 혐기성 유동상 생물반응기(Anaerobic Fluidized Bed Bioreactor : AFBR)는 높은 표면적을 갖는 입상활 성탄을 유동 메디아로 적용함으로써 생물막 형성 및 유지에 유리하며 이로 인해 우수한 유기물 제거 효율을 나타내나 처리된 유출수 내의 질소와 같은 영양염류의 잔존이 여전히 문제로 남아있다. 본 연구에서는 AFBR에 의해 처리된 유출수 내의 질소 배제를 위하여 정삼투막(FO membrane)을 유도용액의 종류와 농도에 따라 적용하였다. 실험결과 유출수의 총질소 배제 효율 은 FO막에 적용하는 유도용액(draw solution : DS)의 종류 및 농도에 크게 의존하였다. 유도용액 농도가 증가함에 따라 FO막의 수투과량이 증가하였으며, 1 M의 NaCl을 유도용액으로 사용한 경우 총질소 배제 효율은 55%이었으나 1 M의 glucose를 유도용액을 사용한 경우 거의 완벽한 총질소 배제 효율을 나타내었다. AFBR 유출수를 FO막으로 24시간 동안 여과를 진행하 였으나 파울링에 의한 수투과량의 감소는 관찰되지 않았다.

Membrane fabrication is a critical area that hampers forward osmosis (FO) technology from industrialization. Herein, electrospun poly(vinyl alcohol) (PVA) nanofiber (NF) was used as a support layer for thin film composite (TFC) FO membrane. The PVA NF was incorporated with sulfonated graphene oxide (sGO). The oxygenous-rich sGO enhanced the hydrophilicity and mechanical strength of PVA NF as revealed by contact angle and tensile strength measurements, and pure water flux. On this support, the active polyamide layer was formed through interfacial polymerization. Meanwhile, FO performance of sGO/PVA TFC membrane is currently being evaluated. This work was supported by NRF of Korea funded by the Ministry of Science and ICT (2016R1A2B1009221 and 2017R1A2B2002109) and Ministry of Education (2009-0093816 and 22A20130012051 (BK21Plus)).

The Anaerobic fluidized bed bioreactor (AFBR) treating synthetic wastewater to simulate domestic sewage was operated under GAC fluidization to provide high surface area for biofilm formation. Although the AFBR achieves excellent COD removal efficiency due to biological activities, concerns are still made with nutrient such as nitrogen remaining in treated wastewater. In this study, FO membrane was applied to treat the effluent produced by AFBR. Removal efficiency with total nitrogen (TN) was investigated with draw solution (DS, NaCl) and hydrodynamic condition (i.e., recirculation flow rate) along FO membranes. Permeability of FO membrane increased with increasing DS concentration. About 85% of TN removal efficiency was observed with the FO membrane using 1 M of NaCl DS. During operational period of a day, no permeate flux decline was observed.

20 μm의 얇은 폴리에스터(polyester) 부직포 상에 폴리술(polysulfone) 고분자 지지체를 제조하였다. 폴리술폰 표면에 3-aminopropyldimethyl silane을 sol-gel 중합함으로써 폴리실록산 지지체를 제조한 후 MPD 수용액과 TMC 유 기용액의 계면 중합을 실시를 통하여 정삼투 복합박막을 얻었다. FE-SEM/EDX 분석을 통하여 폴리실록산이 표면에 한하여 분포됨을 확인하였다. 1 M NaCl 유도용액/순수 인입용액 하에서의 FO-mode 유량이 146 - 209 LMH로 향상되 었으며 RSF값은 0.42 - 16.3 GMH로 유지함을 확인할 수 있었다.

FO is prominent membrane technology for desalination due to no hydraulic pressure requirement and low fouling propensity compared to RO. TFC membrane was widely used due to excellent perm-selectivity and chemical resistance. TFC membrane consists of dense and support layer. Academic efforts focused on advance TFC membranes characteristics and performances. This work attempts to fabricate TFC FO membrane with highly permeable ultra-thin intermediate layer on the support layer using polydopamine and graphene oxide. Role of the intermediate layer on performances was demonstrated via characterization and FO operation.

폐수는 농도 및 성상에 따라 처리 방법이 다양하지만, 증발식과 역삼투식이 고농도 폐수 농축시 적용되고 있다. 물론, 역삼투식으로 처리한 후에도 배출되는 브라인은 증발식으로 최종 처리하고 있다. 결국, 증발식이 적용되기 전에 최대한 폐수의 부피를 줄이는 것이 에너지 소비 측면에서는 유리하다. 따라서, 본 연구에서는 고농도 폐수 농축에 정삼투 기술을 적용하였다. 특히, 나권형 막모듈의 경우 구조적인 문제로 인해 직렬 연결시 압력강하가 심하게 커지는 단점이 있어, 본 연구에서는 평판형 막모듈을 사용하였다. 실험 결과는 유도용액과 원수의 농도, 두 용액간의 삼투압차, 두 용액의 유량, 막 면적 등이 농축에 영향을 미치는 것으로 분석되었다. 결국, 이런 파라미터들의 최적화가 정삼투 공정에서는 절대적으로 중요하였다.

A porous polyolefin (e.g. polypropylene and polyethylene) membrane has been commercialized as a lithium ion battery separator. The highly performing thin film composite (TFC) forward osmosis (FO) membrane was fabricated using the porous polyolefin membrane as a support via typical interfacial polymerization process. A very thin thickness (~8 μm) and highly interconnected pore structure of the polyolefin support can greatly reduce the internal concentration polarization, leading to high water flux, as evidenced by its low structural parameter (~168 μm). The prepared polyolefin-supported TFC membrane showed ~3.7 times higher water flux and ~33% lower specific salt flux compared to HTI-CTA commercial FO membrane with 1.0 M NaCl draw solution and DI water feed solution in FO mode. In addition, its excellent mechanical strength enables stable membrane operation.

The investigation of effects on fouling propensity with various viscosity of feed solutions would be better understanding for forward osmosis (FO) performance since the fouling propensity was directly influenced with solution viscosity. Therefore, this study was focused on the FO fouling with model foultants (humic acid, alginate) by altering solution viscosity with change of ionic strength (I.S) and Ca2+ concentrations. In the comparison between humic acid and alginate, as expected, the alginate generally caused more severe fouling (almost 35.8 % of flux reduction) based on the solution characteristics (high viscosity) and fouling patterns (coil and gel layer). However, interesting point to note is that the fouling propensity of alginate was more severe even though it was applied with low viscosity of feed conditions (I.S = 20 mM, Ca2+ = 1 mM). This might be due to that crossed linked gel layer of alginate on the FO membrane surface could be best formed in the condition of Ca2+ presence and higher I.S, and that is more dominant to fouling propensity than the low viscosity of feed solutions.

Desalination is a key technology to overcome water shortage problem in a near future. High energy consumption is an Achilles’ heel in desalination technology. Osmotically driven membrane processes like forward osmosis(FO) was introduced to address this energy issue. Characterizing membrane properties such as water permeability(A), salt permeability(B), and the resistance to salt diffusion within the support layer(KICP) are very important to predict the performance of scaled-up FO processes. Currently, most of researches reported that the water permeability of FO membrane was measured by reverse osmosis(RO) type test. Permeating direction of RO and FO are different and RO test needs hydraulic pressure so that several problems can be occurred(i.e. membrane deformation, compaction and effect of concentration polarization). This study focuses on measuring water permeability of FO membrane by FO type test results in various experimental conditions. A statistical approach was developed to evaluate the three FO membrane properties(A, B, and KICP) and it predicted test result by the internal and external concentration polarization model.