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Optimal conditions and nitrogen removal performance of aerobic denitrifier Comamonas sp. pw-6 and its bioaugmented application in synthetic domestic wastewater treatment. 好氧反硝化菌 Comamonas sp. pw-6 的最佳条件和脱氮性能及其在合成生活污水处理中的生物强化应用。
IF 2.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-01 Epub Date: 2024-05-30 DOI: 10.2166/wst.2024.176
Maoxia X Chen, Yanjun J Li, Liang Wu, Xiaoyu Y Lv, Yang Li, Jing Ru, Yan Yi

To assess the possibility of using aerobic denitrification (AD) bacteria with high NO2--N accumulation for nitrogen removal in wastewater treatment, conditional optimization, as well as sole and mixed nitrogen source tests involving AD bacterium, Comamonas sp. pw-6 was performed. The results showed that the optimal carbon source, pH, C/N ratio, rotational speed, and salinity for this strain were determined to be succinate, 7, 20, 160 rpm, and 0%, respectively. Further, this strain preferentially utilized NH4+-N, NO3--N, and NO2--N, and when NO3--N was its sole nitrogen source, 92.28% of the NO3--N (150 mg·L-1) was converted to NO2--N. However, when NH4+-N and NO3--N constituted the mixed nitrogen source, NO3--N utilization by this strain was significantly lower (p < 0.05). Therefore, a strategy was proposed to combine pw-6 bacteria with traditional autotrophic nitrification to achieve the application of pw-6 bacteria in NH4+-N-containing wastewater treatment. Bioaugmented application experiments showed significantly higher NH4+-N removal (5.96 ± 0.94 mg·L-1·h-1) and lower NO3--N accumulation (2.52 ± 0.18 mg·L-1·h-1) rates (p < 0.05) than those observed for the control test. Thus, AD bacteria with high NO2--N accumulation can also be used for practical applications, providing a basis for expanding the selection range of AD strains for wastewater treatment.

为了评估在废水处理中使用具有高NO2--N积累的好氧反硝化(AD)细菌脱氮的可能性,研究人员对AD细菌Comamonas sp.pw-6进行了条件优化以及单一氮源和混合氮源试验。结果表明,该菌株的最佳碳源、pH 值、C/N 比、转速和盐度分别为琥珀酸、7、20、160 rpm 和 0%。此外,该菌株优先利用NH4+-N、NO3--N和NO2--N,当NO3--N为其唯一氮源时,92.28%的NO3--N(150 mg-L-1)转化为NO2--N。然而,当 NH4+-N 和 NO3--N 构成混合氮源时,该菌株对 NO3--N 的利用率明显降低(p < 0.05)。因此,有人提出了将 pw-6 细菌与传统的自养硝化相结合的策略,以实现 pw-6 细菌在含 NH4+-N 废水处理中的应用。与对照试验相比,生物强化应用试验显示出明显更高的 NH4+-N 去除率(5.96 ± 0.94 mg-L-1-h-1)和更低的 NO3-N 积累率(2.52 ± 0.18 mg-L-1-h-1)(p < 0.05)。因此,具有高 NO2-N 积累能力的厌氧消化(AD)细菌也可用于实际应用,为扩大废水处理厌氧消化(AD)菌株的选择范围提供了依据。
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引用次数: 0
Enhanced removal of nano-oil droplets utilizing polysilicate aluminum ferric (PSAF): Leveraging bridging and non-polar surface advantages. 利用聚硅酸铝铁(PSAF)提高纳米油滴的去除率:利用桥接和非极性表面优势。
IF 2.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-01 Epub Date: 2024-05-29 DOI: 10.2166/wst.2024.154
Yadan Liu, Yanjun Zhou, Hui Su, Chao Gu, Botao Shangguan, Zhiyang Yan, Jinyi Qin

Hydraulic oil leaks during mechanical maintenance, resulting in flushing wastewater contaminated with dispersed nano-oil droplets. In this study, 75 mg L-1 of polysilicate aluminum ferric (PSAF) was stirred at 350 rpm and the optimal chemical oxygen demand (COD) removal was 71%. The increase of PSAF led to more hydrolysis of Fe, and 1,175 cm-1 hydroxyl bridged with negative oil droplets. At the same molar concentration, PSAF hydrolyzes cationic metals more rapidly than polymeric aluminum chloride (PAC). PSAF forms flocs of smaller complex structures with greater bridging. The Al-O and Si-O peaks occurred at 611 and 1,138 cm-1, indicating the formation of Si-O-Fe and Si-O-Al bonds on the flocs surface. Higher stirring speeds did not change the free energy of the flocs surface γTot, mainly because the decrease in the van der Waals force (γLW) offset the increase of Lewis acid-base force (γAB). Preserving the non-polar surface, in summary, owing to its bridging abilities and affinity for non-polar surfaces, PSAF demonstrates superior efficiency over PAC in capturing and removing oil droplets.

液压油在机械维护过程中发生泄漏,导致冲洗废水受到分散纳米油滴的污染。在这项研究中,以 350 rpm 的转速搅拌 75 mg L-1 的聚硅酸铝铁(PSAF),化学需氧量(COD)的最佳去除率为 71%。PSAF 的增加导致更多的铁水解,1,175 cm-1 的羟基与负油滴架桥。在相同摩尔浓度下,PSAF 比聚合氯化铝 (PAC) 更快地水解阳离子金属。PSAF 形成的絮状物结构更复杂,桥接作用更强。Al-O 和 Si-O 峰分别出现在 611 和 1,138 cm-1 处,表明在絮凝体表面形成了 Si-O-Fe 和 Si-O-Al 键。较高的搅拌速度并没有改变絮团表面的自由能γTot,这主要是因为范德华力(γLW)的降低抵消了路易斯酸碱力(γAB)的增加。总之,由于 PSAF 具有桥接能力和对非极性表面的亲和力,因此它在捕获和去除油滴方面的效率优于 PAC。
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引用次数: 0
Novel design of composite broad-crested weir for determining open-channel emissions. 用于确定明渠排放量的新型复合宽顶堰设计。
IF 2.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-01 Epub Date: 2024-05-25 DOI: 10.2166/wst.2024.173
Dr Ketaki H Kulkarni, Dr Ganesh Hinge

The current study deals with a composite broad-crested weir which is specially designed with the unique idea for a 'constant discharge coefficient (Cd) of 0.6'. It is investigated experimentally and numerically. The available designs of the weir are unable to give constant Cd over a wide range of discharge as 'Cd' itself is relative to the head over the weir crest. Therefore an attempt is made to restrict Cd value to 0.6 irrespective of the variable head on the weir crest. This is achieved by adjusting the widths of the weir. With the novel objective, Cd is frozen to constant value and instead of it, 'b' is allowed to vary. The weir so designed is capable of producing constant Cd over a wide range of discharge and hence will be helpful from the viewpoint of field applications. Under existing laboratory conditions, the research reports for emissions varying from 20 to 100% of the design discharge. The numerical performance of the CBC weir through FLOW 3D is experimentally validated to examine the crest width effect and head over weir crest. In the experiments, Cd is found to vary proportionally with discharge from 0.518 to 0.648. The R-value is 0.999, with a mean error in discharge measurement being much less.

本研究涉及一种复合式宽顶堰,其设计理念独特,"恒定排流系数(Cd)为 0.6"。我们对其进行了实验和数值研究。由于 "Cd "本身是相对于堰顶水头而言的,因此现有的堰体设计无法在较大的排量范围内提供恒定的 Cd。因此,我们尝试将 Cd 值限制在 0.6,而不管堰顶水头如何变化。这可以通过调整堰顶宽度来实现。根据新的目标,Cd 被冻结为恒定值,而 "b "则允许变化。这样设计的堰塞湖能够在很大的排水范围内产生恒定的 Cd 值,因此有助于实地应用。在现有的实验室条件下,研究报告显示排放量从设计排放量的 20%到 100%不等。通过 FLOW 3D 对 CBC 堰的数值性能进行了实验验证,以检查堰顶宽度效应和堰顶水头。在实验中发现,Cd 随排水量在 0.518 至 0.648 之间成比例变化。R 值为 0.999,排水量测量的平均误差更小。
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引用次数: 0
Research on nowcasting prediction technology for flooding scenarios based on data-driven and real-time monitoring. 基于数据驱动和实时监测的洪水情景预报预测技术研究。
IF 2.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-01 Epub Date: 2024-05-27 DOI: 10.2166/wst.2024.174
Yue Zheng, Xiaoming Jing, Yonggang Lin, Dali Shen, Yiping Zhang, Mingquan Yu, Yongchao Zhou

With the impact of global climate change and the urbanization process, the risk of urban flooding has increased rapidly, especially in developing countries. Real-time monitoring and prediction of flooding extent and drainage system are the foundation of effective urban flood emergency management. Therefore, this paper presents a rapid nowcasting prediction method of urban flooding based on data-driven and real-time monitoring. The proposed method firstly adopts a small number of monitoring points to deduce the urban global real-time water level based on a machine learning algorithm. Then, a data-driven method is developed to achieve dynamic urban flooding nowcasting prediction with real-time monitoring data and high-accuracy precipitation prediction. The results show that the average MAE and RMSE of the urban flooding and conduit system in the deduction method for water level are 0.101 and 0.144, 0.124 and 0.162, respectively, while the flooding depth deduction is more stable compared to the conduit system by probabilistic statistical analysis. Moreover, the urban flooding nowcasting method can accurately predict the flooding depth, and the R2 are as high as 0.973 and 0.962 of testing. The urban flooding nowcasting prediction method provides technical support for emergency flood risk management.

随着全球气候变化和城市化进程的影响,城市内涝风险迅速增加,尤其是在发展中国家。对洪水范围和排水系统进行实时监测和预测是有效进行城市洪水应急管理的基础。因此,本文提出了一种基于数据驱动和实时监测的城市内涝快速预报预测方法。所提出的方法首先采用少量监测点,基于机器学习算法推导出城市全球实时水位。然后,开发数据驱动方法,利用实时监测数据实现城市内涝动态预报预测,并进行高精度降水预测。结果表明,水位推导方法中城市洪水和导流系统的平均 MAE 和 RMSE 分别为 0.101 和 0.144,0.124 和 0.162,而通过概率统计分析,洪水深度推导与导流系统相比更加稳定。此外,城市洪水预报方法能准确预测洪水深度,其 R2 分别高达 0.973 和 0.962。城市洪水预报预测方法为应急洪水风险管理提供了技术支持。
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引用次数: 0
Implications of the operation of continuous granular activated carbon filters on the effluent quality. 连续式颗粒活性炭过滤器的运行对出水水质的影响。
IF 2.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-01 Epub Date: 2024-05-30 DOI: 10.2166/wst.2024.178
Franziska Kirchen, Thomas Fundneider, Susanne Lackner

Granular activated carbon (GAC) filtration is a commonly used method for advanced wastewater treatment. Filters can be operated continuously or discontinuously, with continuous operation not requiring feed flow interruption for backwashing and circulation (B/C). This study investigated the influence of B/C on the effluent quality of continuous filters. Two continuous GAC filters were operated for 1.5 years, with analysis of dissolved substances and particulate matter in the influent and effluent. The results indicated that various B/C modes had no impact on the removal of dissolved organic carbon and organic micropollutants (OMP), achieving an OMP removal of over 70% after 5,600 treated bed volumes (m3 treated wastewater per m3 GAC). However, it was evident that continuous B/C over 2-4 h resulted in increased turbidity, total suspended solids over 30 mg/L and total phosphorus concentrations of 1.3 mg/L in the filter effluent. Additionally, the study demonstrated that longer and more intensive B/C processes resulted in GAC size degradation with AC concentrations of up to 6.9 mg/L in the filter effluent, along with a change in GAC particle size. Furthermore, the importance of pre-filtration in reducing particulate matter in the filter influent and decreasing hydraulic head loss could be demonstrated.

颗粒活性炭(GAC)过滤是一种常用的先进废水处理方法。过滤器可以连续运行,也可以不连续运行,连续运行时不需要中断进料流进行反冲洗和循环(B/C)。本研究调查了 B/C 对连续式过滤器出水水质的影响。两台连续式 GAC 过滤器运行了 1.5 年,对进水和出水中的溶解物质和颗粒物质进行了分析。结果表明,各种 B/C 模式对溶解有机碳和有机微污染物(OMP)的去除没有影响,在处理了 5,600 个处理床体积(每立方米 GAC 处理 m3 废水)后,OMP 去除率超过 70%。不过,连续 2-4 小时的 B/C 显然会导致浊度增加,滤池出水的总悬浮固体超过 30 毫克/升,总磷浓度达到 1.3 毫克/升。此外,研究还表明,更长时间和更密集的 B/C 过程会导致 GAC 粒度退化,过滤器出水中的 AC 浓度高达 6.9 毫克/升,同时 GAC 粒度也会发生变化。此外,还证明了预过滤在减少过滤器进水颗粒物质和降低水头损失方面的重要性。
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引用次数: 0
Synthesis and characterization of faujasite zeolite membrane for selective enrichment of Arthrobacter sp. in synthetic wastewater. 用于在合成废水中选择性富集节杆菌的 faujasite 沸石膜的合成与表征。
IF 2.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-06-01 Epub Date: 2024-05-28 DOI: 10.2166/wst.2024.175
Abderrazek El-Kordy, Heba M Kanzy, Abdelaziz Elgamouz, Mohamed Douma, Hamid Mazouz, Abdel-Nasser Kawde, Najib Tijani

This paper centers on the preparation and characterization of both a clay support and a faujasite zeolite membrane. Additionally, the study explores the development of bacterial media to assess the performance of these prepared membranes. The faujasite zeolite membrane was created using the hydrothermal method, involving the deposition of a faujasite layer to fine-tune the pore sizes of the clay support. The clay supports were crafted from clay which was sieved to particle size Φ ≤ 63 μm, and compacted with 3.0 wt.% activated carbon, then sintered at 1,000 °C. Distilled water fluxes revealed a decrease from 1,500 L m-2 h-1 to a minimum of 412 L m-2 h-1 after 180 min of filtration. Both membranes were characterized by XRF, XRD, FTIR, adsorption-desorption of nitrogen (N2), and SEM-EDS. PCR technique was used for the identification of the isolated Arthrobacter sp., and the retention of the bacteria on the clay support and the faujasite zeolite membrane were found to be 96 and 99%, respectively. The results showed that the faujasite zeolite membrane passed the clay support due to a narrow pore size of the faujasite zeolite membrane of 2.28 nm compared to 3.55 nm for the clay supports.

本文的中心内容是粘土支持物和褐铁矿沸石膜的制备和表征。此外,研究还探讨了细菌培养基的开发,以评估这些制备的膜的性能。芒硝沸石膜是通过水热法制备的,其中包括沉积一层芒硝,以微调粘土支架的孔隙大小。粘土支撑物由筛分至粒径Φ ≤ 63 μm的粘土制成,并与3.0 wt.%的活性炭压实,然后在1,000 °C下烧结。过滤 180 分钟后,蒸馏水通量从 1,500 升 m-2 h-1 降至最低的 412 升 m-2 h-1。这两种膜都通过 XRF、XRD、傅立叶变换红外光谱、氮(N2)的吸附-解吸和扫描电镜-电子显微镜进行了表征。利用 PCR 技术对分离出的节杆菌进行了鉴定,发现粘土支持物和 faujasite 沸石膜对细菌的截留率分别为 96% 和 99%。结果表明,由于 faujasite 沸石膜的孔径为 2.28 nm,而粘土支持物的孔径为 3.55 nm,因此 faujasite 沸石膜能通过粘土支持物。
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引用次数: 0
A hybrid water quality prediction model based on variational mode decomposition and bidirectional gated recursive unit. 基于变异模式分解和双向门控递归单元的混合水质预测模型。
IF 2.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-05-01 Epub Date: 2024-04-26 DOI: 10.2166/wst.2024.133
Jiange Jiao, Qianqian Ma, Senjun Huang, Fanglin Liu, Zhanhong Wan

Water quality predicted accuracy is beneficial to river ecological management and water pollution prevention. Owing to water quality data has the characteristics of nonlinearity and instability, it is difficult to predict the change of water quality. This paper proposes a hybrid water quality prediction model based on variational mode decomposition optimized by the sparrow search algorithm (SSA-VMD) and bidirectional gated recursive unit (BiGRU). First, the sparrow search algorithm selects fuzzy entropy (FE) as the fitness function to optimize the two parameters of VMD, which improves the adaptability of VMD. Second, SSA-VMD is used to decompose the original data into several components with different center frequencies. Finally, BiGRU is employed to predict each component separately, which significantly improves predicted accuracy. The proposed model is validated using data about dissolved oxygen (DO) and the potential of hydrogen (pH) from the Xiaojinshan Monitoring Station in Qiandao Lake, Hangzhou, China. The experimental results show that the proposed model has superior prediction accuracy and stability when compared with other models, such as EMD-based models and other CEEMDAN-based models. The prediction accuracy of DO can reach 97.8% and pH is 96.1%. Therefore, the proposed model can provide technical support for river water quality protection and pollution prevention.

水质预测精度有利于河流生态管理和水污染防治。由于水质数据具有非线性和不稳定性的特点,水质变化难以预测。本文提出了一种基于麻雀搜索算法优化的变模分解(SSA-VMD)和双向门控递归单元(BiGRU)的混合水质预测模型。首先,麻雀搜索算法选择模糊熵(FE)作为拟合函数来优化 VMD 的两个参数,提高了 VMD 的适应性。其次,使用 SSA-VMD 将原始数据分解为中心频率不同的多个分量。最后,采用 BiGRU 分别预测每个分量,从而大大提高了预测精度。利用中国杭州千岛湖小金山监测站的溶解氧(DO)和氢电位(pH)数据,对所提出的模型进行了验证。实验结果表明,与其他基于 EMD 的模型和其他基于 CEEMDAN 的模型相比,所提出的模型具有更高的预测精度和稳定性。溶解氧的预测精度可达 97.8%,pH 为 96.1%。因此,所提出的模型可为河流水质保护和污染防治提供技术支持。
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引用次数: 0
Characterization and performance evaluation of in-house ultrafiltration membrane coupled with photocatalysis for 17α-methyltestosterone hormone removal. 内部超滤膜结合光催化技术去除 17α- 甲基睾酮激素的特性和性能评估。
IF 2.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-05-01 Epub Date: 2024-05-03 DOI: 10.2166/wst.2024.144
Nicha Karnjanamit, Weerapong Bootluck, Chongdee Thammakhet-Buranachai, Woei Jye Lau, Panitan Jutaporn, Watsa Khongnakorn

17α-methyltestosterone (MT) hormone is a synthetic androgenic steroid hormone utilized to induce Nile tilapia transitioning for enhanced production yield. This study specifically focuses on the removal of MT through the utilization of photocatalytic membrane reactor (PMR), which employs an in-house polyvinylidene fluoride (PVDF) ultrafiltration membrane modified with 1% nanomaterials (either TiO2 or α-Fe2O3). The molecular weight cut-off (MWCO) of the in-house membrane falls within the ultrafiltration range. Under UV95W radiation, the PMR with PVDF/TiO2 and PVDF/α-Fe2O3 membranes achieved 100% MT removal at 140 and 160 min, respectively. The MT removal by the commercial NF03 membrane was only at 50%. In contrast, without light irradiation, the MT removal by all the membranes remained unchanged after 180 min, exhibiting lower performance. The incorporation of TiO2 and α-Fe2O3 enhanced water flux and MT removal of the membrane. Notably, the catalytic activity was limited by the distribution and concentration of the catalyst at the membrane surface. The water contact angle did not correlate with the water flux for the composited membrane. The degradation of MT aligned well with Pseudo-first-order kinetic models. Thus, the in-house ultrafiltration PMR demonstrated superior removal efficiency and lower operational costs than the commercial nanofiltration membrane, attributable to its photocatalytic activities.

17α-甲基睾酮(MT)激素是一种人工合成的雄性类固醇激素,用于诱导尼罗罗非鱼转性以提高产量。本研究特别关注利用光催化膜反应器(PMR)去除 MT,该反应器采用内部聚偏二氟乙烯(PVDF)超滤膜,并用 1%的纳米材料(TiO2 或 α-Fe2O3)进行改性。内部膜的截留分子量(MWCO)在超滤范围内。在 UV95W 辐射下,PVDF/TiO2 和 PVDF/α-Fe2O3 膜的 PMR 分别在 140 分钟和 160 分钟达到了 100% 的 MT 去除率。而商用 NF03 膜对 MT 的去除率仅为 50%。相反,在没有光照射的情况下,所有膜对 MT 的去除率在 180 分钟后都保持不变,表现出较低的性能。TiO2 和 α-Fe2O3 的加入提高了膜的水通量和 MT 去除率。值得注意的是,催化活性受限于催化剂在膜表面的分布和浓度。水接触角与复合膜的水通量并不相关。MT 的降解与伪一阶动力学模型十分吻合。因此,与商用纳滤膜相比,内部超滤 PMR 具有更高的去除效率和更低的运行成本,这归功于其光催化活性。
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引用次数: 0
Enhanced biodegradation of phenol under Cr(VI) stress by microbial collaboration and potential application of machine learning for phenol biodegradation. 微生物协作增强六价铬压力下苯酚的生物降解,以及机器学习在苯酚生物降解中的潜在应用。
IF 2.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-05-01 Epub Date: 2024-05-07 DOI: 10.2166/wst.2024.147
Wenrong Bing, Xinyu Li, Mingzhao Liang, Xu Zhou, Jianfeng Zhang, Jing Liang

Cr(VI) and phenol commonly coexist in wastewater, posing a great threat to the environment and human health. However, it is still a challenge for microorganisms to degrade phenol under high Cr(VI) stress. In this study, the phenol-degrading strain Bacillus cereus ZWB3 was co-cultured with the Cr(VI)-reducing strain Bacillus licheniformis MZ-1 to enhance phenol biodegradation under Cr(Ⅵ) stress. Compared with phenol-degrading strain ZWB3, which has weak tolerance to Cr(Ⅵ), and Cr(Ⅵ)-reducing strain MZ-1, which has no phenol-degrading ability, the co-culture of two strains could significantly increase the degraded rate and capacity of phenol. In addition, the co-cultured strains exhibited phenol degradation ability over a wide pH range (7-10). The reduced content of intracellular proteins and polysaccharides produced by the co-cultured strains contributed to the enhancement of phenol degradation and Cr(Ⅵ) tolerance. The determination coefficients R2, RMSE, and MAPE showed that the BP-ANN model could predict the degradation of phenol under various conditions, which saved time and economic cost. The metabolic pathway of microbial degradation of phenol was deduced by metabolic analysis. This study provides a valuable strategy for wastewater treatment containing Cr(Ⅵ) and phenol.

六价铬和苯酚通常共存于废水中,对环境和人类健康构成严重威胁。然而,微生物如何在高六价铬压力下降解苯酚仍是一个挑战。本研究将降解苯酚的蜡样芽孢杆菌 ZWB3 与还原 Cr(Ⅵ)的地衣芽孢杆菌 MZ-1 共同培养,以提高苯酚在 Cr(Ⅵ)胁迫下的生物降解能力。与对Cr(Ⅵ)耐受性较弱的苯酚降解菌株ZWB3和无苯酚降解能力的Cr(Ⅵ)还原菌株MZ-1相比,两种菌株共培养可显著提高苯酚的降解率和降解能力。此外,共培养菌株在较宽的 pH 值范围(7-10)内都表现出降解苯酚的能力。共培养菌株产生的细胞内蛋白质和多糖含量减少,有助于提高苯酚降解能力和对 Cr(Ⅵ)的耐受性。测定系数R2、RMSE和MAPE表明,BP-ANN模型可以预测不同条件下苯酚的降解情况,从而节省了时间和经济成本。通过代谢分析,推导出了微生物降解苯酚的代谢途径。这项研究为含铬(Ⅵ)和苯酚废水的处理提供了一种有价值的策略。
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引用次数: 0
Enhancing short-term streamflow prediction in the Haihe River Basin through integrated machine learning with Lasso. 利用 Lasso 集成机器学习,加强海河流域的短期流量预测。
IF 2.7 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-05-01 Epub Date: 2024-05-02 DOI: 10.2166/wst.2024.142
Yongyu Song, Jing Zhang

With the widespread application of machine learning in various fields, enhancing its accuracy in hydrological forecasting has become a focal point of interest for hydrologists. This study, set against the backdrop of the Haihe River Basin, focuses on daily-scale streamflow and explores the application of the Lasso feature selection method alongside three machine learning models (long short-term memory, LSTM; transformer for time series, TTS; random forest, RF) in short-term streamflow prediction. Through comparative experiments, we found that the Lasso method significantly enhances the model's performance, with a respective increase in the generalization capabilities of the three models by 21, 12, and 14%. Among the selected features, lagged streamflow and precipitation play dominant roles, with streamflow closest to the prediction date consistently being the most crucial feature. In comparison to the TTS and RF models, the LSTM model demonstrates superior performance and generalization capabilities in streamflow prediction for 1-7 days, making it more suitable for practical applications in hydrological forecasting in the Haihe River Basin and similar regions. Overall, this study deepens our understanding of feature selection and machine learning models in hydrology, providing valuable insights for hydrological simulations under the influence of complex human activities.

随着机器学习在各个领域的广泛应用,提高其在水文预报中的准确性已成为水文学家关注的焦点。本研究以海河流域为背景,以日尺度流量为研究对象,探讨了 Lasso 特征选择方法与三种机器学习模型(长短期记忆 LSTM、时间序列转换器 TTS、随机森林 RF)在短期流量预测中的应用。通过对比实验,我们发现 Lasso 方法显著提高了模型的性能,三个模型的泛化能力分别提高了 21%、12% 和 14%。在所选的特征中,滞后流量和降水量发挥了主导作用,其中最接近预测日期的流量始终是最关键的特征。与 TTS 和 RF 模型相比,LSTM 模型在 1-7 天的流量预测中表现出更优越的性能和泛化能力,更适合海河流域及类似地区的水文预报实际应用。总之,本研究加深了我们对水文特征选择和机器学习模型的理解,为复杂人类活动影响下的水文模拟提供了有价值的见解。
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引用次数: 0
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Water Science and Technology
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