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PM2.5 induce neurotoxicity via iron overload and redox imbalance mediated-ferroptosis in HT22 cells. PM2.5 在 HT22 细胞中通过铁超载和氧化还原失衡介导的铁变态反应诱导神经毒性。
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-03-26 DOI: 10.1080/10934529.2024.2331938
Shuhui Liu, Aiqing Wang, Danhong Zhou, Xuedi Zhai, Ling Ding, Liang Tian, Yidan Zhang, Jianshu Wang, Lili Xin

PM2.5 is an important risk factor for the development and progression of cognitive impairment-related diseases. Ferroptosis, a new form of cell death driven by iron overload and lipid peroxidation, is proposed to have significant implications. To verify the possible role of ferroptosis in PM2.5-induced neurotoxicity, we investigated the cytotoxicity, intracellular iron content, iron metabolism-related genes, oxidative stress indices and indicators involving in Nrf2 and ferroptosis signaling pathways. Neurotoxicity biomarkers as well as the ferroptotic cell morphological changes were determined by Western Blot and TEM analysis. Our results revealed that PM2.5 induced cytotoxicity, lipid peroxidation, as indicated by MDA content, and neurotoxicity via Aβ deposition in a dose-related manner. Decreased cell viability and excessive iron accumulation in HT-22 cells can be partially blocked by ferroptosis inhibitors. Interestingly, GPX activity, Nrf2, and its regulated ferroptotic-related proteins (i.e. GPX4 and HO-1) were significantly up-regulated by PM2.5. Moreover, gene expression of DMT1, TfR1, IRP2 and FPN1 involved in iron homeostasis and NCOA4-dependent ferritinophagy were activated after PM2.5 exposure. The results demonstrated that PM2.5 triggered ferritinophagy-dependent ferroptotic cell death due to iron overload and redox imbalance. Activation of Nrf2 signaling pathways may confer a protective mechanism for PM2.5-induced oxidative stress and ferroptosis.

PM2.5 是认知障碍相关疾病发生和发展的重要风险因素。铁变态反应是一种由铁超载和脂质过氧化驱动的新的细胞死亡形式,被认为具有重要影响。为了验证铁变态反应在PM2.5诱导的神经毒性中可能扮演的角色,我们研究了细胞毒性、细胞内铁含量、铁代谢相关基因、氧化应激指数以及涉及Nrf2和铁变态反应信号通路的指标。通过 Western Blot 和 TEM 分析确定了神经毒性生物标志物以及铁突变细胞形态学变化。我们的研究结果表明,PM2.5 会诱导细胞毒性、脂质过氧化(以 MDA 含量表示)以及通过 Aβ 沉积产生的神经毒性,且与剂量相关。HT-22细胞中细胞活力的降低和铁的过度积累可被铁突变抑制剂部分阻断。有趣的是,PM2.5 显著上调了 GPX 活性、Nrf2 及其调控的铁氧化相关蛋白(即 GPX4 和 HO-1)。此外,PM2.5暴露后,参与铁稳态的DMT1、TfR1、IRP2和FPN1以及依赖于NCOA4的嗜铁蛋白的基因表达被激活。结果表明,由于铁超载和氧化还原失衡,PM2.5引发了依赖于噬铁蛋白的嗜铁细胞死亡。Nrf2信号通路的激活可能为PM2.5诱导的氧化应激和铁突变提供了一种保护机制。
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引用次数: 0
Effect of FeCl3 concentration in chemically enhanced primary treatment on the performance of a conventional wastewater treatment plant. A case study. 化学强化一级处理中氯化铁浓度对传统污水处理厂性能的影响。案例研究。
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-03-12 DOI: 10.1080/10934529.2024.2328449
L M Ruiz, A Checa, J I Perez, J M Torre-Marín, A Muñoz-Ubiña, M A Gómez

The effect of coagulant dosage in a chemically enhanced primary treatment (CEPT) on the performance of a conventional wastewater treatment plant (WWTP) has been investigated. Lab-scale experiments simulations were carried out in order to evaluate the effect of coagulant addition on the primary settling performance. In these experiments, FeCl3 was used as coagulant. Later, the WWTP was theoretically simulated using a commercial software (WEST®) to evaluate the effect of coagulation/flocculation on the global system, based on the results obtained at lab-scale. According to these results, the CEPT modifies the organic matter balance in the WWTP, decreasing the contribution of readily (SS) and slowly (XS) biodegradable fractions of COD to the aerobic biological process up to 27.3% and 80.8%, respectively, for a dosage of FeCl3 of 24 mg L-1. Consequently, total suspended solids in the aerobic reactor and the secondary purged sludge decreased up to 33% and 13%, respectively. However, the influence on effluent quality was negligible. On the contrary, suspended solids concentration in the sludge to be treated by anaerobic digestion increased, mainly regarding the Ss and Xs fractions, which caused an 8.1% increase in biogas production potential, with approximately 60% of CH4 concentration.

研究了化学强化一级处理(CEPT)中混凝剂投加量对传统污水处理厂(WWTP)性能的影响。为了评估投加混凝剂对初级沉淀性能的影响,我们进行了实验室规模的模拟实验。在这些实验中,FeCl3 被用作混凝剂。随后,使用商业软件(WEST®)对污水处理厂进行了理论模拟,以评估混凝/絮凝对整个系统的影响。根据这些结果,CEPT 改变了污水处理厂的有机物平衡,降低了 COD 的易生物降解部分(SS)和慢生物降解部分(XS)对好氧生物过程的贡献率,在 FeCl3 的用量为 24 mg L-1 时,分别达到 27.3% 和 80.8%。因此,好氧反应器和二次净化污泥中的总悬浮固体分别减少了 33% 和 13%。然而,这对出水水质的影响微乎其微。相反,通过厌氧消化处理的污泥中的悬浮固体浓度增加了,主要是 Ss 和 Xs 部分,这导致沼气生产潜力增加了 8.1%,CH4 浓度增加了约 60%。
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引用次数: 0
Assessment of heavy metals and human health risk associated with the consumption of crops cultivated in industrial areas of Maputo, Mozambique. 评估与食用莫桑比克马普托工业区种植的农作物有关的重金属和人类健康风险。
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-05-11 DOI: 10.1080/10934529.2024.2349478
Mário Machunguene, Sónia V Guilundo, Rui S Oliveira, Célia M Martins, Orlando A Quilambo

This study aimed to evaluate heavy metals concentrations in soils and vegetables (cabbage, lettuce, and cassava) cultivated at Matola and Beluluane Industrial Parks, and to assess health risks linked to their consumption through estimated daily intake, hazard index (HI), and incremental lifetime cancer risk. Concentrations of Al, As, Co, Cd, Cr, Ni, Pb, and Zn were determined in the two sites. Soil concentrations of As at Beluluane site and As, Cd, and Cr at Matola site exceeded reference limits of the Food and Agriculture Organization/World Health Organization, showing heavy metal contamination. At Beluluane site, all studied vegetables presented As and Pb levels higher than reference limits, Cd concentrations were higher than the reference limit in cabbage, lettuce, and cassava leaves. At Matola site crops concentrations of As, Cd, Cr, and Pb exceeded the reference limits. Zinc exceeded the reference limit in all crops except in cabbage. HIs for vegetables from Beluluane exceeded 1.0 in cabbage (2.66), lettuce (2.27), and cassava leaves (2.37). Likewise, at Matola, HIs exceeded 1.0 in lettuce (1.67), cassava leaves (1.65), and root tubers (13). We found that vegetables cultivated in industrial parks present high carcinogenic risk due to heavy metal contamination, rendering them unsuitable for human consumption.

本研究旨在评估马托拉和贝卢卢阿内工业园区的土壤和蔬菜(卷心菜、莴苣和木薯)中的重金属浓度,并通过估计每日摄入量、危害指数(HI)和终生致癌风险增量来评估与食用这些重金属有关的健康风险。在这两个地点测定了铝、砷、钴、镉、铬、镍、铅和锌的浓度。贝卢卢安地点土壤中的砷浓度以及马托拉地点土壤中的砷、镉和铬浓度均超过了粮食及农业组织/世界卫生组织的参考限值,表明存在重金属污染。在贝卢卢安研究地点,所有研究蔬菜的砷和铅含量均高于参考限值,卷心菜、莴苣和木薯叶的镉浓度高于参考限值。在马托拉产地,农作物中的砷、镉、铬和铅浓度超过了参考限值。除卷心菜外,所有作物中的锌都超过了参考限值。贝卢卢安的蔬菜中,卷心菜(2.66)、莴苣(2.27)和木薯叶(2.37)的 HI 值均超过 1.0。同样,在马托拉,莴苣(1.67)、木薯叶(1.65)和块根(13)的 HI 值也超过了 1.0。我们发现,工业园区种植的蔬菜由于受到重金属污染,致癌风险很高,不适合人类食用。
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引用次数: 0
Preparation and characterization of β-cyclodextrin capped magnetic nanoparticles anchored on cellulosic matrix for removal of cr(VI) from mimicked wastewater: Adsorption and kinetic studies. 锚定在纤维素基质上的β-环糊精封端磁性纳米粒子的制备与表征,用于去除模拟废水中的六(Cr):吸附和动力学研究。
IF 1.9 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-11-07 DOI: 10.1080/10934529.2024.2424084
Lynda S Mesoppirr, Evans K Suter, Wesley N Omwoyo, Nathan M Oyaro, Simphiwe M Nelana

Hexavalent Chromium (Cr(VI)) is essential in many industrial processes. However, it finds its way into water bodies, posing health problems, including lung cancer and the inhibition of DNA and RNA in biological systems. Several chemical and traditional water purification methods have been developed in the past, but most are expensive, tedious and ineffective. This study aimed to prepare and characterize a low-cost hybrid adsorbent, β-Cyclodextrin capped magnetic nanoparticles anchored on a cellulosic matrix (CNC-Fe3O4NP-CD). The characterization techniques confirmed the integration of CNCs, Fe3O4NP and CD into the prepared CNC-Fe3O4NP-CD nanocomposite adsorbent. The adsorbent was employed in batch adsorption experiments by varying adsorption parameters, including solution pH, adsorbent dosage, initial Cr(VI) concentration, and contact time. From the findings, the nanocomposite adsorbent achieved a maximum Cr(VI) removal efficiency of 97.45%, while the pseudo-second-order kinetic model best fitted the experimental data with high linear regression coefficients (R2 > 0.98). The Elovich model indicated that the adsorption process was driven by chemisorption on heterogeneous surface sites, with initial sorption rates surpassing desorption rates. These findings established that CNC-Fe3O4NP-CD presents high efficiency for Cr(VI) removal under acidic pH, offering the potential for optimization and application in real-world wastewater treatment.

六价铬(Cr(VI))是许多工业流程中不可或缺的元素。然而,它也会进入水体,带来健康问题,包括肺癌和抑制生物系统中的 DNA 和 RNA。过去曾开发过几种化学和传统的水净化方法,但大多昂贵、繁琐且效果不佳。本研究旨在制备和表征一种低成本的混合吸附剂,即锚定在纤维素基质上的β-环糊精封端磁性纳米粒子(CNC-Fe3O4NP-CD)。表征技术证实了 CNC、Fe3O4NP 和 CD 已融入所制备的 CNC-Fe3O4NP-CD 纳米复合吸附剂中。通过改变溶液 pH 值、吸附剂用量、六价铬初始浓度和接触时间等吸附参数,将该吸附剂用于批量吸附实验。实验结果表明,纳米复合吸附剂对六价铬的去除率最高可达 97.45%,而假二阶动力学模型与实验数据的拟合度最好,线性回归系数较高(R2 > 0.98)。埃洛维奇模型表明,吸附过程是由异质表面位点上的化学吸附驱动的,初始吸附速率超过解吸速率。这些研究结果表明,CNC-Fe3O4NP-CD 在酸性 pH 条件下具有较高的六价铬去除效率,有望在实际废水处理中得到优化和应用。
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引用次数: 0
Modeling of the biomethane production from ultrasonic pretreated fruit and vegetable waste via anaerobic digestion. 超声波预处理果蔬垃圾厌氧消化产生生物甲烷的模型。
IF 1.9 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-12-13 DOI: 10.1080/10934529.2024.2431399
Kgomotso Matobole, Tumisang Seodigeng, Musamba Banza, Hilary Rutto

The global dependency on the depleted fossil fuels has led to the quest for acquiring alternative energy sources. Different types of waste material are generated at a high rate and tapping into their use for greener, alternative energy production is an option. The mesophilic anaerobic co-digestion of fruit and vegetable waste and wastewater treatment plant sewage sludge experiments were conducted using ultrasonic pretreated substrates. Sonication exposure times from 0 to 45 min were selected for the experiments. An automatic methane potential test system (BMP) was used to determine the production rate of biomethane of the fruit and vegetables waste containing 60% fruit and 40% vegetables. The highest cumulative methane production of 238 mL g-1 VS was achieved at sonication time exposure of 45 min. It was observed that an increase in ultrasonic sonication exposure time, improved methane yield. The resulting experimental data was fitted with the modified Gompertz, co-digestion modified Gompertz, original Richards, modified Richards and co-digestion modified Richards models. IBM SPSS Statistics software was used for curve fitting and the estimation of the models' kinetic parameters. The modified Gompertz and Richards models showed higher goodness fit, both with R2 of 0.93 and modified Richards models did not produce a good fit for the data, with R2 of 0.7. The developed co-digestion models considered a combination of substrates that were easily digested as well as complex substrates that required multiple steps of digestion. The results show that the co-digestion modified Gompertz model had a goodness of fit of 0.98. Co-digestion modified Richard's model perfectly fit the experimental data, with R2 of 1. Both the co-digestion modified models are recommended due to their fitting performance. Fruit and vegetable waste comprise multiple substrates including simple sugars that digest readily and much more complex cellulose substrates that require more steps to digest and requiring the second step of digestion after undergoing hydrolysis. Both models took that into account. The aim of this study was to evaluate the suitability of the Gompertz and Richards model in the co-digestion of fruit and vegetables waste with sludge, as well as to develop co-digestion models for the substrates at hand.

全球对日益枯竭的化石燃料的依赖促使人们寻求替代能源。不同类型的废物以很高的速度产生,利用它们进行更环保的替代能源生产是一种选择。采用超声波预处理基质对果蔬废弃物和污水处理厂污泥进行了中温厌氧共消化试验。超声暴露时间为0 ~ 45 min。采用自动甲烷电位测试系统(BMP)测定了含60%水果和40%蔬菜的果蔬废弃物的生物甲烷产率。在超声时间暴露45 min时,最高累积甲烷产量为238 mL g-1 VS。观察到,增加超声波曝光时间,提高甲烷产率。得到的实验数据用修正Gompertz、共消化修正Gompertz、原Richards、修正Richards和共消化修正Richards模型进行拟合。采用IBM SPSS统计软件进行曲线拟合和模型动力学参数估计。修正后的Gompertz和Richards模型拟合优度较高,R2均为0.93,修正后的Richards模型拟合不佳,R2为0.7。发展的共消化模型考虑了容易消化的底物的组合以及需要多个消化步骤的复杂底物。结果表明,共消化修正的Gompertz模型拟合优度为0.98。共消化修正后的Richard模型与实验数据完美拟合,R2为1。两种共消化修正模型均具有良好的拟合性能。水果和蔬菜废物包括多种底物,包括易于消化的单糖和更复杂的纤维素底物,这些底物需要更多的步骤来消化,并且需要在水解后进行第二步消化。两个模型都考虑到了这一点。本研究的目的是评估Gompertz和Richards模型在水果和蔬菜废物与污泥共消化中的适用性,并为手头的底物开发共消化模型。
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引用次数: 0
Vertical transport velocity of fine particles of aluminum smelter emissions. 铝冶炼厂排放物细颗粒的垂直迁移速度。
IF 1.9 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-06-21 DOI: 10.1080/10934529.2024.2366084
N K Ryzhakova, N S Rogova, A L Borisenko, K A Tailasheva, E A Pokrovskaya

In this study, the average values of vertical velocity of particles emitted from an aluminum smelter in the surface layer of the atmosphere were estimated using a semi-empirical method. The method is based on regression analysis of the horizontal profile of pollutants measured along the selected direction using moss bioindicators. The selection of epiphytic mosses Sanionia uncinata was carried out in 2013 in the zone of influence of a metallurgical industry enterprise in the city of Kandalaksha, Murmansk region. The concentrations of As, Si, Ni, Zn, Ti, Cd, Na, Pb, Co, K, Ba, Ca, Mg, Mn, Sr, Fe, Al, V, Cr, Cu were determined using atomic emission spectrometry. The conducted assessments showed that the average particle velocity toward the Earth's surface, when considering large spatial and temporal scales, is tens of times higher than gravitational settling velocities.

本研究采用半经验方法估算了铝冶炼厂排放的颗粒物在大气表层的垂直速度平均值。该方法的基础是利用苔藓生物指标对沿选定方向测量的污染物水平剖面进行回归分析。2013 年,在摩尔曼斯克州坎达拉沙市一家冶金工业企业的影响区内,对附生苔藓 Sanionia uncinata 进行了选择。使用原子发射光谱法测定了 As、Si、Ni、Zn、Ti、Cd、Na、Pb、Co、K、Ba、Ca、Mg、Mn、Sr、Fe、Al、V、Cr、Cu 的浓度。评估结果表明,考虑到大的空间和时间尺度,粒子向地球表面移动的平均速度比重力沉降速度高几十倍。
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引用次数: 0
Year-long and seasonal differences of PM2.5 chemical characteristics and their role in the viability of human lung epithelial cells (A549). PM2.5 化学特征的长年和季节性差异及其对人类肺上皮细胞(A549)活力的影响。
IF 1.9 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-07-01 DOI: 10.1080/10934529.2024.2370680
Asli Baysal, Hasan Saygin, Ahu Soyocak, Burcu Onat

Fine particulate matters-PM2.5 in the air can have considerable negative effects on human health and the environment. Various human cell-based studies examined the effect of PM2.5 on human health in different cities of the world using various chemical parameters. Unfortunately, limited information is available regarding the relationship between toxicity and chemical characteristics of PM2.5 collected in Istanbul, Türkiye, located in one of the most populated cities in the world. To investigate the chemical characteristics and cytotoxicity of PM2.5 in Istanbul, samples were collected for 12 months, then potentially toxic metals, oxidative potential, and particle indicators (e.g., functional groups and elements) were determined, and the cytotoxicity of PM2.5 on human A549 lung alveolar epithelial cells was examined. The mean PM2.5 mass concentration was 24.0 ± 17.4 µg m-3 and higher in cold months compared to other seasons. Moreover, the results of the metals, elemental, and functional groups indicated that seasonal and monthly characteristics were influenced by the regional anthropogenic sources and photochemistry input. The cytotoxicity results also showed that the viability of A549 cells was reduced with the exposure of PM2.5 (30-53%) and higher cytotoxicity was obtained in summer compared to the other seasons due to the impact of the metals, elements, and oxidative characteristics of PM2.5.

空气中的细颗粒物--PM2.5 会对人类健康和环境产生相当大的负面影响。各种基于人体细胞的研究利用各种化学参数检测了世界不同城市中 PM2.5 对人体健康的影响。遗憾的是,在位于世界人口最稠密城市之一的土耳其伊斯坦布尔收集到的 PM2.5 的毒性与化学特性之间关系的相关信息非常有限。为了研究伊斯坦布尔 PM2.5 的化学特征和细胞毒性,我们收集了 12 个月的样本,然后测定了潜在的有毒金属、氧化潜能和颗粒指标(如功能基团和元素),并研究了 PM2.5 对人类 A549 肺泡上皮细胞的细胞毒性。PM2.5的平均质量浓度为24.0 ± 17.4 µg m-3,在寒冷月份高于其他季节。此外,金属、元素和功能基团的结果表明,季节和月度特征受到区域人为来源和光化学输入的影响。细胞毒性结果也表明,A549 细胞的活力随着暴露于 PM2.5 而降低(30-53%),由于受到 PM2.5 的金属、元素和氧化特性的影响,夏季的细胞毒性高于其他季节。
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引用次数: 0
Concentration of selected biogenic and risk elements in liver, kidneys and muscle of domestic rabbit and wild brown hare. 家兔和野生棕兔肝脏、肾脏和肌肉中某些生物元素和风险元素的浓度。
IF 1.9 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-08-28 DOI: 10.1080/10934529.2024.2395714
Marcela Capcarova, Beata Dudejova, Lubos Harangozo, Anton Kovacik, Christina Emmanouil, Jirina Zemanova, Maria-Jose Argente, Robert Stawarz, Zita Vasakova Filipejova, Klaudia Jaszcza, Peter Massanyi

In the present study the concentration of selected elements in tissues of domestic rabbits and of wild brown-hares (kidneys, liver, and muscle - m. quadriceps femoris) in Slovakian habitats were determined. After mineralization the elements examined were detected using flame atomic absorption spectrophotometry/graphite furnace atomic absorption spectrophotometry. For rabbits, Fe in the liver was correlated with essential (Mn, Cu) (R2 = 0.94, p < 0.05; R2 = 0.96, p < 0.05 respectively) or toxic (Pb) elements (R2 = -0.93, p < 0.05). For hares, significant correlations were found between Cd and Cu or between Cd and Mn in the kidneys (R2 = -0.96, p < 0.05; R2 = 0.92, p < 0.05 respectively), which is the target organ for Cd. Higher concentrations of the elements were found in hare tissue, and this may be linked to pollution of their wild habitats. The xenobiotic elements as well as the essential elements were accumulated in the kidneys of the hares than rabbits. For liver, differences were less pronounced and significance was only for Fe and Cu. Muscle of hares was more contaminated than of rabbits for both biogenic and toxic elements. These results show that detectable concentrations of inorganic elements. These levels may be linked to contamination of the natural habitats of wild biota due to industry, traffic, agriculture, and urban sprawl.

本研究测定了斯洛伐克栖息地家兔和野生棕兔(肾脏、肝脏和肌肉--股四头肌)组织中某些元素的浓度。采用火焰原子吸收分光光度法/石墨炉原子吸收分光光度法对矿化后的元素进行检测。就兔子而言,肝脏中的铁与必需元素(锰、铜)相关(R2 = 0.94,p R2 = 0.96,p R2 = -0.93,p R2 = -0.96,p R2 = 0.92,p R2 = 0.96)。
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引用次数: 0
Precision forecasting of spray-dry desulfurization using Gaussian noise data augmentation and k-fold cross-validation optimized neural computing. 利用高斯噪声数据增强和 k 倍交叉验证优化神经计算,对喷雾干燥脱硫进行精确预测。
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-02-19 DOI: 10.1080/10934529.2024.2317670
Robert Someo Makomere, Lawrence Koech, Hilary Limo Rutto, Sammy Kiambi

Perceptron models have become integral tools for pattern recognition and classification problems in engineering fields. This study envisioned implementing artificial neural networks to forecast the performance of a mini-spray dryer for desulfurization activities. This work adopted k-fold cross-validation, a rigorous technique that evaluates model performance across multiple data segments. Several ANN models (21) were trained on data obtained from sulfation conditions, including sulfation temperature (120 °C-200 °C), slurry pH (4-12), stoichiometric ratio (0.5-2.5), slurry solid concentration (6%-14%) as the feed input and sulfur capture as the response. Three hundred synthetic datasets generated using the Gaussian noise data augmentation underwent a 10-fold cross-validation process before simulation on neural networks triggered by the logsig and tansig activation functions. The computation accuracy was further evaluated by altering the number of hidden cells from 2 to 10. The ANN architectures were assessed using statistical metrics such as mean square error (MSE), root mean square error (RMSE), mean absolute percentage error (MAPE), and the coefficient of determination (R2) techniques. Overall, error estimation suggests cross-validation and data augmentation are critical in efficient neural network generalization. The logsig function trained with 10 hidden cells presented closer data articulation when mapped onto actual values.

感知器模型已成为工程领域模式识别和分类问题不可或缺的工具。本研究设想采用人工神经网络来预测脱硫活动中微型喷雾干燥器的性能。这项工作采用了 k 倍交叉验证,这是一种在多个数据段中评估模型性能的严格技术。根据硫化条件获得的数据,包括硫化温度(120 ℃-200 ℃)、浆液 pH 值(4-12)、化学计量比(0.5-2.5)、作为输入的浆液固体浓度(6%-14%)和作为响应的硫捕获量,对多个 ANN 模型(21)进行了训练。在使用 logsig 和 tansig 激活函数对神经网络进行模拟之前,利用高斯噪声数据增强生成的 300 个合成数据集经过了 10 倍交叉验证过程。通过将隐藏单元的数量从 2 个改为 10 个,进一步评估了计算精度。使用均方误差 (MSE)、均方根误差 (RMSE)、平均绝对百分比误差 (MAPE) 和判定系数 (R2) 等统计指标对 ANN 架构进行了评估。总之,误差估计表明,交叉验证和数据扩充对高效的神经网络泛化至关重要。使用 10 个隐藏单元训练的 logsig 函数在映射到实际值时,数据衔接更为紧密。
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引用次数: 0
Behavioral and biochemical effects of environmental concentrations of caffeine in zebrafish after long-term exposure. 长期接触环境浓度咖啡因对斑马鱼行为和生化的影响。
IF 1.9 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-10-29 DOI: 10.1080/10934529.2024.2420482
Niedja Santos, Victor Picolo, Inês Domingues, Diego Sousa-Moura, Cesar Koppe Grisolia, Miguel Oliveira

Caffeine (CAF) is widely detected in aquatic environments, serving as an indicator of anthropogenic contamination. Its high consumption, and persistence raise environmental concerns. This study was to evaluate the chronic effects in terms of growth rate, weight, behavior, and biochemical parameters of environmental concentrations of CAF on adult zebrafish. Adult zebrafish were exposed, for 30 d, to 0, 0.5, 1.5, and 300 µg L-1 CAF, with behavior (feeding latency, exploration, aggression, sociability, sound response) and biochemical endpoints (acetylcholinesterase (AChE), lactate dehydrogenase (LDH), and cortisol levels) assessed at the end of the exposure. CAF 0.5 µg L-1 increased feeding latency time, while 300 µg L-1 reduced growth and weight. Exposure to CAF affect fish behavior in terms of vertical exploration, aggressiveness, shoaling, and sound responses although were concentration specific. All concentrations tested increased social behavior, with fish swimming closer to the shoal. At a biochemical level, CAF exposed showed reduced AChE activity, while LDH activity, and cortisol levels increased at 300 µg L-1. Low concentrations of CAF caused neurotoxicity in zebrafish which may compromise their feeding behavior, and social interactions in the wild. These changes suggest potential ecological impacts of chronic exposure to CAF, such as impaired feeding and stress responses.

咖啡因(CAF)在水生环境中被广泛检测到,是人为污染的一个指标。咖啡因的高消耗量和持久性引发了环境问题。本研究旨在评估环境浓度 CAF 对成年斑马鱼生长速度、体重、行为和生化指标的慢性影响。成年斑马鱼分别暴露于 0、0.5、1.5 和 300 µg L-1 的 CAF 中 30 天,并在暴露结束时对其行为(摄食潜伏期、探索、攻击性、社会性、声音反应)和生化终点(乙酰胆碱酯酶(AChE)、乳酸脱氢酶(LDH)和皮质醇水平)进行评估。CAF 0.5 µg L-1 增加了摄食潜伏时间,而 300 µg L-1 则降低了生长速度和体重。暴露于 CAF 会影响鱼类在垂直探索、攻击性、浅滩和声音反应等方面的行为,但与浓度有关。所有测试浓度都会增加鱼类的社会行为,使它们游得更靠近鱼群。在生化水平上,暴露于 CAF 的鱼类的 AChE 活性降低,而 LDH 活性和皮质醇水平在 300 µg L-1 浓度时升高。低浓度的 CAF 会对斑马鱼造成神经毒性,这可能会影响它们在野外的摄食行为和社会交往。这些变化表明,长期接触CAF可能会对生态产生影响,如影响摄食和应激反应。
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Journal of Environmental Science and Health Part A-toxic\/hazardous Substances & Environmental Engineering
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