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Enhanced nitrogen removal for low C/N wastewater via preventing futile carbon oxidation and augmenting anammox 通过防止徒劳的碳氧化和增强氨氧化作用提高低碳氮比废水的脱氮效果
IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-09-01 DOI: 10.1016/j.wroa.2024.100253

Efficient carbon use is crucial for biological nitrogen removal. Traditional aerobic processes can waste carbon sources, exacerbating carbon deficiency. This study explores an anaerobic/oxic/anoxic system with sludge double recirculation to improve nitrogen removal in low C/N wastewater. This system integrated aerobic nitrification after the carbon intracellular storage, separating carbon and nitrogen by denitrifying glycogen-accumulating organisms (DGAOs) with endogenous partial denitrification and Anammox within the anoxic units. A significant efficiency of 91.02±7.01% chemical oxygen demand (COD) was converted into intracellular carbon in anaerobic units, significantly reducing carbon futile oxidation in the aerobic units by effectively separating COD from ammonia. Intracellular storage of carbon sources and microbial adaptation to carbon scarcity prevent futile oxidation of COD in the aerobic units even with short-term high dissolved oxygen (DO), thereby enhancing nitrogen removal under anoxic conditions with sufficient intracellular carbon source. The microbial analysis identified Candidatus Brocadia as the dominant anammox bacteria, in combination with the activity of DGAOs and other related microbial communities, accounting for 37.0% of the TN removal. Consequently, the system demonstrated remarkable nitrogen removal efficiencies, achieving 81.3±3.3% for total nitrogen (TN) and 98.5±0.9% for ammonia nitrogen while maintaining an effluent COD concentration of 17.2±9.1 mg/L, treating the low C/N of 4.18 in the influent wastewater. The findings in this study provide a sustainable and energy-saving technique for conventional WWTPs to meet strict discharge standards by avoiding futile oxidation of COD and encouraging anammox contributions.

有效利用碳对生物脱氮至关重要。传统的好氧工艺会浪费碳源,加剧碳的缺乏。本研究探索了一种厌氧/缺氧/缺氧系统,该系统采用污泥双循环来提高低碳氮比废水的脱氮效果。该系统整合了细胞内碳储存后的好氧硝化、反硝化糖原累积生物(DGAOs)的碳氮分离以及缺氧单元内的内生部分反硝化和 Anammox。在厌氧单元中,有 91.02±7.01% 的化学需氧量(COD)被转化为细胞内碳,通过有效分离 COD 与氨,大大减少了好氧单元中的碳无效氧化。细胞内碳源的储存和微生物对碳稀缺的适应,即使在短期高溶解氧(DO)条件下,也能防止好氧单元中 COD 的徒劳氧化,从而提高了缺氧条件下充足细胞内碳源的脱氮效果。微生物分析表明,Candidatus Brocadia 是主要的厌氧菌,再加上 DGAOs 和其他相关微生物群落的活性,占 TN 去除量的 37.0%。因此,该系统表现出显著的脱氮效率,总氮(TN)去除率为 81.3±3.3%,氨氮去除率为 98.5±0.9%,同时出水 COD 浓度保持在 17.2±9.1 mg/L,处理了进水废水中 4.18 的低 C/N。本研究的结果为传统污水处理厂提供了一种可持续的节能技术,通过避免 COD 的无效氧化和鼓励anammox 的贡献,达到严格的排放标准。
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引用次数: 0
Pharmaceuticals in raw and treated water from drinking water treatment plants nationwide: Insights into their sources and exposure risk assessment 全国饮用水处理厂的原水和处理水中的药物:洞察其来源和暴露风险评估
IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-09-01 DOI: 10.1016/j.wroa.2024.100256

Due to the large amounts of pharmaceuticals and personal care products (PPCPs) currently being consumed and released into the environment, this study provides a comprehensive analysis of pharmaceutical pollution in both raw and treated water from full-scale drinking water treatment plants nationwide. Our investigation revealed that 30 out of 37 PPCPs were present in raw water with mean concentrations ranging from 0.01–131 ng/L. The raw water sources, surface water (ND – 147 ng/L), subsurface water (ND – 123 ng/L) and reservoir sources (ND – 135 ng/L) exhibited higher mean concentration levels of pharmaceutical residues compared to groundwater sources (ND – 1.89 ng/L). Meanwhile, in treated water, 17 of the 37 analyzed PPCPs were present with carbamazepine, clarithromycin, fluconazole, telmisartan, valsartan, and cotinine being the most common (detection frequency > 40 %), and having mean concentrations of 1.22, 0.12, 3.48, 40.1, 6.36, and 3.73 ng/L, respectively. These findings highlight that, while water treatment processes are effective, there are some persistent compounds that prove challenging to fully eliminate. Using Monte Carlo simulations, risk assessment indicated that most of these compounds are likely to have negligible impact on human health, except for the antihypertensives. Telmisartan was identified as posing the highest ecological risk (RQ > 1), warranting further investigation, and monitoring. The study concludes by prioritizing specific 14 pharmaceuticals, including telmisartan, clarithromycin, lamotrigine, cotinine, lidocaine, tramadol, and others, for future monitoring to safeguard both ecological and human health.

由于目前有大量的药物和个人护理产品(PPCPs)被消费并释放到环境中,本研究对全国范围内大型饮用水处理厂的原水和处理水中的药物污染进行了全面分析。调查显示,37 种 PPCPs 中有 30 种存在于原水中,平均浓度范围为 0.01-131 纳克/升。与地下水源(ND - 1.89 ng/L)相比,地表水源(ND - 147 ng/L)、地下水源(ND - 123 ng/L)和水库水源(ND - 135 ng/L)的原水中药物残留的平均浓度水平更高。同时,在处理过的水中,37 种分析过的 PPCPs 中有 17 种存在,其中卡马西平、克拉霉素、氟康唑、替米沙坦、缬沙坦和可替宁最为常见(检测频率为 40%),平均浓度分别为 1.22、0.12、3.48、40.1、6.36 和 3.73 纳克/升。这些发现突出表明,虽然水处理工艺是有效的,但仍有一些持久性化合物难以完全消除。利用蒙特卡罗模拟进行的风险评估表明,除了降压药之外,大多数化合物对人体健康的影响可能微乎其微。替米沙坦被认为具有最高的生态风险(RQ > 1),值得进一步调查和监测。研究最后确定了 14 种特定药品的优先次序,包括替米沙坦、克拉霉素、拉莫三嗪、可替宁、利多卡因、曲马多和其他药物,以便在未来进行监测,从而保障生态和人类健康。
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引用次数: 0
Isotope analysis of nitrogen removal pathways and N2O production potential in the SDAD-anammox system under different N/S ratios 不同氮/氧比条件下 SDAD-anammox 系统脱氮途径和 N2O 生成潜力的同位素分析
IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-09-01 DOI: 10.1016/j.wroa.2024.100257

This study explored the impact of varying nitrate to sulfide (N/S) ratios on nitrogen removal efficiency (NRE) in the sulfide-driven autotrophic denitrification and anammox (SDAD-anammox) system. Optimal nitrogen removal was observed at N/S ratios between 1.5 and 2.0. Isotope tracing results showed that the contribution of anammox to nitrogen removal was enhanced with increasing N/S ratios, reaching up to 37 % at the N/S ratio of 2.5. Additionally, complex nitrogen pathways were identified, including dissimilatory nitrate reduction to ammonium (DNRA). Furthermore, isotope tracing was innovatively applied to investigate N2O emissions, demonstrating that higher N/S ratios significantly reduced N2O emissions, with the lowest emissions at N/S ratio of 2.5. Gene expression analysis indicated that nitrogen and sulfide transformation genes decreased with increasing N/S ratios, while anammox-related genes first increased and then decreased, reflecting the system's microbial dynamics. These findings offer insights into nitrogen transformation pathways and N2O production mechanisms in the SDAD-anammox process.

本研究探讨了在硫化物驱动的自养反硝化和氨氧化(SDAD-anammox)系统中,不同的硝酸盐与硫化物(N/S)比率对脱氮效率(NRE)的影响。当氮/硫比介于 1.5 和 2.0 之间时,脱氮效果最佳。同位素追踪结果表明,随着 N/S 比值的增加,anammox 对氮去除的贡献也在增加,在 N/S 比值为 2.5 时,anammox 对氮去除的贡献高达 37%。此外,还发现了复杂的脱氮途径,包括将硝酸盐还原成铵(DNRA)。此外,还创新性地应用同位素追踪技术来研究一氧化二氮的排放,结果表明,较高的氮/磷比例可显著减少一氧化二氮的排放,氮/磷比例为 2.5 时的排放量最低。基因表达分析表明,氮和硫化物转化基因随着氮/硫比的增加而减少,而与anammox相关的基因则先增加后减少,反映了系统的微生物动态变化。这些发现有助于深入了解 SDAD-anammox 过程中的氮转化途径和 N2O 生成机制。
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引用次数: 0
A cohesive Microcoleus strain cluster causes benthic cyanotoxic blooms in rivers worldwide 一个具有凝聚力的微oleus菌株群在全球河流中引发底栖蓝藻毒性藻华
IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-09-01 DOI: 10.1016/j.wroa.2024.100252

Over the last two decades, proliferations of benthic cyanobacteria producing derivatives of anatoxin-a have been reported in rivers worldwide. Here, we follow up on such a toxigenic event happening in the Areuse river in Switzerland and investigate the diversity and genomics of major bloom-forming riverine benthic cyanobacteria. We show, using 16S rRNA-based community profiling, that benthic communities are dominated by Oscillatoriales. We correlate the detection of one Microcoleus sequence variant matching the Microcoleus anatoxicus species with the presence of anatoxin-a derivatives and use long-read metagenomics to assemble complete circular genomes of the strain. The main dihydro-anatoxin-a-producing strain in the Areuse is distinct from strains isolated in New Zealand, the USA, and Canada, but forms a monophyletic strain cluster with them with average nucleotide identity values close to the species threshold. Compared to the rest of the Microcoleus genus, the toxin-producing strains encode a 15 % smaller genome, lacking genes for the synthesis of some essential vitamins. Toxigenic mats harbor a distinct microbiome dominated by proteobacteria and bacteroidetes, which may support cyanobacterial growth by providing them with essential nutrients. We recommend that strains closely related to M. anatoxicus be monitored internationally in order to help predict and mitigate similar cyanotoxic events.

在过去的二十年中,世界各地都有关于底栖蓝藻大量繁殖并产生锐毒毒素-a 衍生物的报道。在此,我们对发生在瑞士阿鲁兹河(Areuse)的此类毒性事件进行了跟踪调查,并研究了形成藻华的主要河流底栖蓝藻的多样性和基因组学。我们利用基于 16S rRNA 的群落分析表明,底栖生物群落主要由鞘翅目蓝藻组成。我们将检测到的一个与锐毒微oleus物种相匹配的微oleus序列变体与锐毒毒素-a衍生物的存在相关联,并利用长线程元基因组学组装了该菌株的完整循环基因组。阿雷兹地区主要的双氢锐毒素-a产生菌株与新西兰、美国和加拿大分离的菌株不同,但与它们形成了一个单系菌株群,平均核苷酸同一性值接近物种阈值。与微孔菌属的其他菌株相比,产毒菌株的基因组小 15%,缺少合成某些必需维生素的基因。毒垫中蕴藏着以蛋白细菌和类细菌为主的独特微生物群,它们可能通过为蓝藻提供必需的营养物质来支持蓝藻的生长。我们建议对与锐毒藻类密切相关的菌株进行国际监测,以帮助预测和缓解类似的蓝藻毒性事件。
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引用次数: 0
Effectiveness of cyclic treatment of municipal wastewater by Tetradesmus obliquus – Loofah biofilm, its internal community changes and potential for resource utilization 丝瓜生物膜(Tetradesmus obliquus - Loofah biofilm)循环处理城市污水的效果、内部群落变化和资源利用潜力
IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-09-01 DOI: 10.1016/j.wroa.2024.100254

Microalgae biofilm has garnered significant attention from researchers in the field of sewage treatment due to its advantages such as ease of collection and stable sewage treatment capabilities. Using agricultural waste as biofilm carriers has become a hotspot in reducing costs for this method. This study first combined Tetradesmus obliquus with loofah to form a microalgae biofilm for the study of periodic nitrogen and phosphorus removal from municipal wastewater. The biofilm could stably treat 7 batches of wastewater within one month. The removal rate of TP almost reached 100 %, while the removal rates of NH4+ and TN both reached or exceeded 80 %. The average biomass yield over 25 days was 102.04 mg/L/day. The polysaccharide content increased from 8.61 % to 16.98 % during the cyclic cultivation. The lipid content gradually decreased from 40.91 to 26.1 %. The protein content increased from 32.93 % in the initial stage to 41.18 % and then decreased to 36.31 % in the later stage. During the mid-stage of culturing, the richness of anaerobic bacteria decreased, while the richness of aerobic and facultative bacteria increased, which was conducive to the construction of the microalgae-bacteria symbiotic system and steadily improved the effect of nitrogen and phosphorus removal. As the culturing progressed, the Rotifers that emerged during the mid-stage gradually damaged the biofilm over time, leading to a decline in the effectiveness of sewage treatment in the later stages. This study offers technical support for carrier selection in microalgae biofilm methods and for the periodic removal of nitrogen and phosphorus from wastewater.

微藻生物膜具有易于收集和稳定的污水处理能力等优点,因此受到污水处理领域研究人员的极大关注。利用农业废弃物作为生物膜载体已成为该方法降低成本的热点。本研究首次将 Tetradesmus obliquus 与丝瓜络结合形成微藻生物膜,用于研究城市污水中氮、磷的定期去除。该生物膜可在一个月内稳定处理 7 批废水。TP 的去除率几乎达到 100%,NH4+ 和 TN 的去除率均达到或超过 80%。25 天的平均生物量产量为 102.04 毫克/升/天。在循环培养过程中,多糖含量从 8.61 % 增加到 16.98 %。脂质含量从 40.91% 逐渐下降到 26.1%。蛋白质含量从初期的 32.93 % 增加到 41.18 %,随后又下降到 36.31 %。培养中期,厌氧菌丰富度下降,好氧菌和兼性菌丰富度上升,有利于微藻-细菌共生系统的构建,脱氮除磷效果稳步提高。随着培养的进行,中期出现的轮虫随着时间的推移逐渐破坏生物膜,导致后期污水处理效果下降。这项研究为微藻生物膜方法中载体的选择以及定期去除污水中的氮和磷提供了技术支持。
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引用次数: 0
Characterization of EPS subfractions from a mixed culture predominated by partial-denitrification functional bacteria 以部分脱氮功能菌为主的混合培养物中 EPS 亚组分的特征
IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-09-01 DOI: 10.1016/j.wroa.2024.100250

Extracellular polymeric substances (EPS) play a crucial role in the aggregation of partial denitrification (PD) consortia, as EPS is closely linked to bioreactor performance. However, the structural and compositional properties of EPS from PD consortia have not yet been investigated. In this study, photometric measurements indicated that PD consortia contained significantly more EPS (168.81 ± 2.10 mg/g VSS) compared to conventional activated sludge (79.79 mg/g VSS). The EPS of PD consortia exhibited a significant predominance of proteins over polysaccharides, with a protein/polysaccharide ratio of 1.43 ± 0.10. FTIR analysis revealed that the EPS of PD consortia contained fewer hydrophilic functional groups, particularly carboxyl and carbonyl groups, indicating a high aggregation potential. The content comparison of EPS and functional groups across three stratified EPS subfractions from PD consortia consistently followed the sequence: TB-EPS > LB-EPS > S-EPS. XPS results corroborated the FTIR findings and the protein/polysaccharide ratio determined by photometric measurements, all of which suggested that the EPS of PD consortia exhibited a higher abundance of hydrophobic functional groups. However, the higher α-helix/(β-sheet + random coil) ratio (0.99) suggested that the proteins in PD consortia had a compact structure, making inner hydrophobic groups difficult to expose. This compact protein structure could limit aggregation among bacterial cells, indicating the need for process optimization to enhance sludge aggregation in PD-related processes. Overall, understanding the aggregation characteristics of PD consortia could improve the application of PD-based processes.

胞外聚合物物质(EPS)在部分脱氮(PD)联合体的聚集过程中起着至关重要的作用,因为 EPS 与生物反应器的性能密切相关。然而,人们尚未研究过部分脱氮(PD)联合体中 EPS 的结构和组成特性。在本研究中,光度测量结果表明,与传统活性污泥(79.79 毫克/克 VSS)相比,PD 联合体含有明显更多的 EPS(168.81 ± 2.10 毫克/克 VSS)。PD 菌群的 EPS 中蛋白质明显多于多糖,蛋白质/多糖比为 1.43 ± 0.10。傅立叶变换红外光谱分析显示,PD 菌群的 EPS 含有较少的亲水官能团,尤其是羧基和羰基,这表明其具有较高的聚集潜力。PD 菌群的三个分层 EPS 子馏分中 EPS 和官能团的含量比较始终遵循以下顺序:TB-EPS;LB-EPS;S-EPS。XPS 结果证实了傅立叶变换红外光谱(FTIR)的发现以及光度测量法确定的蛋白质/多糖比率,所有这些都表明 PD 联合菌的 EPS 表现出较高的疏水功能基团丰度。然而,较高的α-螺旋/(β-片状+无规线圈)比率(0.99)表明,PD 联合体中的蛋白质结构紧密,内部疏水基团难以暴露。这种紧凑的蛋白质结构可能会限制细菌细胞之间的聚集,这表明有必要优化工艺,以增强与 PD 相关工艺中的污泥聚集。总之,了解污泥干化联合体的聚集特性可以改善基于污泥干化工艺的应用。
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引用次数: 0
Evaluating energy balance and environmental footprint of sludge management in BRICS countries 评估金砖国家污泥管理的能源平衡和环境足迹
IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-09-01 DOI: 10.1016/j.wroa.2024.100255

Climate change is driving global endeavours to achieve carbon neutrality and renewable energy expansion. Sludge, a nutrient-rich waste, holds energy potential yet poses environmental challenges that need proper management. We conducted a comprehensive life cycle assessment to evaluate the energy balance and environmental footprint of the most commonly used sludge management scenarios in BRICS countries, namely Brazil, Russia, India, China, and South Africa. Technologies such as incineration and anaerobic digestion with energy recovery units (i.e., cogeneration unit) maximize energy balance and minimize the environmental footprint, with incineration showing a superior performance. Shifting sludge management scenarios from the worst to the best can boost energy production by 1.4–98.4 times and cut the environmental footprint by 1.5–21.4 times. In 2050, these improvements could lead to a 98-fold boost in energy generation and a 25-fold drop in carbon emissions, according to the Announced Pledges Scenarios. Optimizing parameters such as volatile solids and anaerobic digestion efficiency further boosts energy output and minimizes the environmental footprint. This study offers robust evidence to support sustainable sludge management and thus promote energy recovery and carbon neutrality goals, guide technological transitions, and inform policymaking for sustainable development.

气候变化正在推动全球努力实现碳中和并扩大可再生能源。污泥是一种营养丰富的废弃物,具有能源潜力,但也带来了环境挑战,需要妥善管理。我们进行了一项全面的生命周期评估,以评估金砖国家(即巴西、俄罗斯、印度、中国和南非)最常用的污泥管理方案的能源平衡和环境足迹。焚烧和带能源回收装置(即热电联产装置)的厌氧消化等技术可最大限度地实现能源平衡和环境足迹最小化,其中焚烧技术表现更优。将污泥管理方案从最差转变为最佳,可将能源生产提高 1.4-98.4 倍,将环境足迹减少 1.5-21.4 倍。根据 "宣布的承诺方案",到 2050 年,这些改进可使能源产量提高 98 倍,碳排放量减少 25 倍。优化挥发性固体物质和厌氧消化效率等参数可进一步提高能源产出,并最大限度地减少对环境的影响。这项研究为支持可持续污泥管理提供了有力证据,从而促进能源回收和碳中和目标的实现,指导技术转型,并为可持续发展决策提供信息。
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引用次数: 0
Hydrology and water quality drive multiple biological indicators in a dam-modified large river 水文和水质驱动着一条大坝改造过的大河中的多种生物指标
IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-30 DOI: 10.1016/j.wroa.2024.100251

Freshwater biodiversity is increasingly threatened by dams and many other anthropogenic stressors, yet our understanding of the complex responses of different biotas and their multiple facets remains limited. Here, we present a multi-faceted and integrated-indices approach to assess the differential responses of freshwater biodiversity to multiple stressors in the Yangtze River, the third longest and most dam-densely river in the world. By combining individual biodiversity indices of phytoplankton, zooplankton, periphyton, macroinvertebrates, and fish with a novel integrated aquatic biodiversity index (IABI), we disentangled the effects of hydrology, water quality, land use, and natural factors on both α and β diversity facets in taxonomic, functional, and phylogenetic dimensions. Our results revealed that phytoplankton and fish species and functional richness increased longitudinally, while fish taxonomic and phylogenetic β diversity increased but phytoplankton and macroinvertebrate β diversity remained unchanged. Hydrology and water quality emerged as the key drivers of all individual biodiversity indices, followed by land use and natural factors, with fish and phytoplankton showed the strongest responses. Importantly, we found that natural, land use, and hydrological factors indirectly affected biodiversity by altering water quality, which in turn directly influenced taxonomic and phylogenetic IABIs. Our findings highlight the complex interplay of multiple stressors in shaping freshwater biodiversity and underscore the importance of considering both individual and integrated indices for effective conservation and management. We propose that our multi-faceted and integrated-indices approach can be applied to other large, dam-modified river basins globally.

淡水生物多样性正日益受到大坝和许多其他人为压力因素的威胁,但我们对不同生物群落及其多方面复杂反应的了解仍然有限。在这里,我们提出了一种多方面的综合指数方法,用于评估长江--世界上第三长、水坝最密集的河流--淡水生物多样性对多种压力因素的不同反应。通过将浮游植物、浮游动物、浮游植物、大型无脊椎动物和鱼类的单个生物多样性指数与新型综合水生生物多样性指数(IABI)相结合,我们从分类学、功能和系统发育的维度分离了水文、水质、土地利用和自然因素对α和β多样性面的影响。我们的研究结果表明,浮游植物和鱼类的物种和功能丰富度纵向增加,鱼类分类学和系统发育β多样性增加,但浮游植物和大型无脊椎动物β多样性保持不变。水文和水质是所有生物多样性指数的主要驱动因素,其次是土地利用和自然因素,其中鱼类和浮游植物的反应最为强烈。重要的是,我们发现自然、土地利用和水文因素通过改变水质间接影响了生物多样性,而水质又直接影响了分类学和系统发育的 IABIs。我们的研究结果突显了多种压力因素在影响淡水生物多样性方面复杂的相互作用,并强调了考虑单个和综合指数对有效保护和管理的重要性。我们建议将我们的多方面综合指数方法应用于全球其他经过大坝改造的大型河流流域。
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引用次数: 0
Aquacultural source of nitrous oxide revealed by nitrogen isotopes 氮同位素揭示的水产养殖一氧化二氮来源
IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-22 DOI: 10.1016/j.wroa.2024.100249

The rapid expansion of coastal aquaculture has led to an increase in the coverage of aquaculture ponds, where intense feed-derived nitrogen is causing significant emissions of nitrous oxide (N2O). Multiple N2O production pathways and the relative importance of water column vs. sedimentary production in aquaculture ponds remain uncertain. Clarifying these pathways is vital for sustainable aquaculture development. Using 15N-labeled dissolved inorganic nitrogen, the pathways and rates of N2O production in subtropical aquaculture ponds located in south China, cultivating whiteleg shrimp, Japanese seabass, and giant river prawn, were successfully characterized. Total N2O production rates ranged from 6 to 70 µmol-N m−2 d−1, with the shrimp pond exhibiting the highest total N2O production rates, followed by ponds for seabass and prawn. These differences are primarily due to varying feed amounts causing differences in dissolved nutrients in water column and sediment. Particularly, nutrient and organic matter accumulation at the surface sediment stimulated N2O production. The oxygenated sediment on a centimeter scale could produce substantially more N2O compared to the water column above on a meter scale. Partial denitrification, i.e., nitrate and nitrite reduction to N2O, was more important (> 60 %) for N2O production in aquaculture ponds. The availability of nitrite is likely a major factor driving partial denitrification for both sedimentary and water column N2O production.

沿海水产养殖业的迅速发展导致水产养殖池塘的覆盖率增加,而在这些池塘中,从饲料中提取的大量氮正在导致一氧化二氮(N2O)的大量排放。水产养殖池塘的多种氧化亚氮产生途径以及水体与沉积物产生的相对重要性仍不确定。明确这些途径对于水产养殖业的可持续发展至关重要。利用 15N 标记的溶解无机氮,成功鉴定了中国南方养殖白对虾、日本鲈鱼和大河对虾的亚热带水产养殖池塘的一氧化二氮产生途径和速率。N2O 总产生率介于 6 至 70 µmol-N m-2 d-1 之间,其中对虾池塘的 N2O 总产生率最高,其次是鲈鱼池塘和对虾池塘。这些差异主要是由于不同的投喂量导致了水体和沉积物中溶解营养物质的差异。尤其是表层沉积物中营养物质和有机物的积累刺激了 N2O 的产生。与一米尺度的上层水体相比,一厘米尺度的含氧沉积物能产生更多的一氧化二氮。部分反硝化作用,即硝酸盐和亚硝酸盐还原为一氧化二氮,对水产养殖池塘中一氧化二氮的产生更为重要(60%)。亚硝酸盐的可获得性可能是沉积物和水体产生 N2O 的部分反硝化作用的主要驱动因素。
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引用次数: 0
Enhancing accuracy and interpretability of multi-steps water demand prediction through prior knowledge integration in neural network architecture 通过在神经网络架构中整合先验知识,提高多步骤水资源需求预测的准确性和可解释性
IF 7.2 2区 环境科学与生态学 Q1 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-08-10 DOI: 10.1016/j.wroa.2024.100247

In the field of water supply management, multi-steps water demand forecasting plays a crucial role. While there have been many studies related to multi-steps water demand forecasting based on deep learning, little attention has been paid to the interpretability of forecasting models. Aiming to improve both the forecasting accuracy and interpretability of the model, a novel urban water demand forecasting neural network (UWDFNet) was presented in this paper. Compared with traditional deep learning models, it innovatively considered domain-specific prior knowledge from water supply management and incorporated the correlation relationship between different input variables into the design of the neural network structure, and verified the consistency between the knowledge learned by the model and prior knowledge through interpretability analysis. Additionally, a systematic performance evaluation was conducted and proved that UWDFNet possesses better accuracy and stability compared to other baseline models(e.g., gated recurrent unit network (GRUN), GRUN with a corrected Network (GRUN+CORRNet), GRUN+PID, GRUN+Kmeans).

在供水管理领域,多步骤水需求预测起着至关重要的作用。虽然基于深度学习的多步骤水需求预测研究很多,但很少有人关注预测模型的可解释性。为了提高预测精度和模型的可解释性,本文提出了一种新型城市水资源需求预测神经网络(UWDFNet)。与传统的深度学习模型相比,它创新性地考虑了供水管理中特定领域的先验知识,并将不同输入变量之间的相关关系纳入到神经网络结构设计中,并通过可解释性分析验证了模型所学知识与先验知识之间的一致性。此外,还进行了系统的性能评估,结果表明与其他基线模型(如门控递归单元网络(GRUN)、GRUN+校正网络(GRUN+CORRNet)、GRUN+PID、GRUN+Kmeans)相比,UWDFNet 具有更高的精度和稳定性。
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引用次数: 0
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Water Research X
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