TY - JOUR
T1 - Influence of salinity on the biological treatment of domestic ship sewage using an air-lift multilevel circulation membrane reactor
AU - Cai, Yuhang
AU - Zaidi, Asad A.
AU - Shi, Yue
AU - Zhang, Kun
AU - Li, Xin
AU - Xiao, Shihao
AU - Lin, Aqiang
N1 - Publisher Copyright:
© 2019, Springer-Verlag GmbH Germany, part of Springer Nature.
PY - 2019/12/1
Y1 - 2019/12/1
N2 - Recently, strict standards for ship domestic sewage discharge have been implemented by the International Maritime Organization (IMO). The high salinity of ship sewage was considered a key factor influencing the removal efficiency of ship sewage treatment systems. In the present study, the salinity effect on the removal of chemical oxygen demand (COD) and ammonia nitrogen (NH4 +-N) from ship domestic sewage was investigated by using a novel air-lift multilevel circulation membrane reactor (AMCMBR). Enzyme activity analysis and wavelet neural network (WNN) models were built to determine the mechanisms of the process. The experimental results indicate that high salinity levels (> 21 g/L) had a negative impact on COD and NH4 +-N removal efficiencies, and low saline concentrations (≤ 21 g/L) caused a negligible effect. The COD and NH4-N removal efficiencies were 84% and 97%, respectively, at a salinity of 21 g/L, which were higher than those at low salinities (i.e., 7 g/L and 14 g/L). Invertase and nitrate reductase had a close relationship with removal performance, and they can be considered important indicators reflecting the operation effort under saline environments. With high predictive accuracies, the constructed WNN models simulated the complex COD and NH4 +-N removal processes well under different saline concentrations, ensuring the long-term stable operation of the AMCMBR under different salinities.
AB - Recently, strict standards for ship domestic sewage discharge have been implemented by the International Maritime Organization (IMO). The high salinity of ship sewage was considered a key factor influencing the removal efficiency of ship sewage treatment systems. In the present study, the salinity effect on the removal of chemical oxygen demand (COD) and ammonia nitrogen (NH4 +-N) from ship domestic sewage was investigated by using a novel air-lift multilevel circulation membrane reactor (AMCMBR). Enzyme activity analysis and wavelet neural network (WNN) models were built to determine the mechanisms of the process. The experimental results indicate that high salinity levels (> 21 g/L) had a negative impact on COD and NH4 +-N removal efficiencies, and low saline concentrations (≤ 21 g/L) caused a negligible effect. The COD and NH4-N removal efficiencies were 84% and 97%, respectively, at a salinity of 21 g/L, which were higher than those at low salinities (i.e., 7 g/L and 14 g/L). Invertase and nitrate reductase had a close relationship with removal performance, and they can be considered important indicators reflecting the operation effort under saline environments. With high predictive accuracies, the constructed WNN models simulated the complex COD and NH4 +-N removal processes well under different saline concentrations, ensuring the long-term stable operation of the AMCMBR under different salinities.
KW - Biodegradation
KW - Enzyme activity
KW - Numerical simulation
KW - Ship sewage treatment
KW - Wavelet neural network
UR - http://www.scopus.com/inward/record.url?scp=85075399495&partnerID=8YFLogxK
U2 - 10.1007/s11356-019-06813-4
DO - 10.1007/s11356-019-06813-4
M3 - 文章
C2 - 31745775
AN - SCOPUS:85075399495
SN - 0944-1344
VL - 26
SP - 37026
EP - 37036
JO - Environmental Science and Pollution Research
JF - Environmental Science and Pollution Research
IS - 36
ER -