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Decolorization enhancement of basic fuchsin by UV/H2O2 process: optimization and modeling using Box Behnken design. 紫外线/H2O2 工艺对碱性品红的脱色增效:利用盒式贝肯设计进行优化和建模。
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: 10.1080/10934529.2024.2369432
Nawel El Hanafi, Aida Zaabar, Farid Aoudjit, Hakim Lounici

The present work deals with the optimization of basic fuchsin dye removal from an aqueous solution using the ultraviolet UV/H2O2 process. Response Surface Modeling (RSM) based on Box-Behnken experimental design (BBD) was applied as a tool for the optimization of operating conditions such as initial dye concentration (10-50 ppm), hydrogen peroxide dosage (H2O2) (10-20 mM/L) and irradiation time (60-180 min), at pH = 7.4 under ultra-violet irradiation (254 nm and 25 W intensity). Chemical oxygen demand (COD abatement) was used as a response variable. The Box-Behnken Design can be employed to develop a mathematical model for predicting UV/H2O2 performance for COD abatement. COD abatement is sensitive to the concentration of hydrogen peroxide and irradiation time. Statistical analyses indicate a high correlation between observed and predicted values (R2 > 0.98). In the BBD predictions, the optimal conditions in the UV/H2O2 process for removing 99.3% of COD were found to be low levels of pollutant concentration (10 ppm), a high concentration of hydrogen peroxide dosage (20 mM/L), and an irradiation time of 80 min.

本研究涉及利用紫外线 UV/H2O2 工艺从水溶液中去除碱性染料的优化问题。在紫外线照射(254 纳米和 25 瓦强度)下,pH=7.4 条件下,应用基于方框-贝肯实验设计(BBD)的响应面建模(RSM)作为优化操作条件的工具,如初始染料浓度(10-50 ppm)、过氧化氢用量(H2O2)(10-20 mM/L)和照射时间(60-180 分钟)。化学需氧量(COD 减量)被用作响应变量。方框-贝肯设计(Box-Behnken Design)可用于建立一个数学模型,以预测紫外线/二氧化氢去除 COD 的性能。COD 消减量对过氧化氢浓度和辐照时间很敏感。统计分析表明,观测值和预测值之间具有很高的相关性(R2 > 0.98)。在 BBD 预测中,发现紫外线/H2O2 工艺去除 99.3% COD 的最佳条件是污染物浓度低(10 ppm)、过氧化氢用量浓度高(20 mM/L)和辐照时间为 80 分钟。
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引用次数: 0
Potential health risks of inhaling hazardous chemical exposures at fuel stations: a pilot study in a hot, arid environment. 在加油站吸入有害化学物质的潜在健康风险:一项在炎热干旱环境中进行的试点研究。
IF 1.9 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-10-25 DOI: 10.1080/10934529.2024.2416328
Mohamed F Yassin, Omar A Al-Qabandi, Nawaf S Alhajeri

In recent years, there has been a growing focus on the issue of exposure to hazardous chemical compounds and the potential health risks associated with them. Fuel stations play a critical role in society, supporting the transportation industry and serving the general public. However, the routine activities at these stations expose workers and customers to dangerous chemical compounds, posing potential health risks. As part of a pilot study, the exposure of workers and customers to hazardous chemical compounds at fuel stations in Kuwait, characterized by its hot and arid environment, was investigated. The study specifically looked at volatile organic compounds (VOC) concentration and their effects on human health. Three hundred-eight air samples were collected in a hot, arid environment, focusing on fuel stations. Two sampling methods were used in this pilot study: personal inhalation exposure using active sampling and workplace air sampling using passive sampling. Samples were collected in fuel filling areas, indoor control rooms, and through personal exposures, adhering to ISO procedures (EPA TO-17). The study also assessed the non-carcinogenic and carcinogenic risks to human health to potential exposure to hazardous hazardous chemicals. The findings revealed that hazardous chemicals levels in the pump area were lower than those in the indoor control rooms. Workers' inhalation exposure to hazardous chemicals remained below the international occupational exposure limit (OEL). However, the study identified unsafe inhalation exposure levels to Benzene, which could have adverse carcinogenic effects. In contrast, exposure to ethylbenzene was found to be within safe limits, with no associated carcinogenic effects. This study underscores the importance of identifying the risks associated with exposure to hazardous chemical compounds to minimize human health risks and promote a safe working environment.

近年来,人们越来越关注接触有害化合物的问题以及与之相关的潜在健康风险。加油站在社会中发挥着至关重要的作用,为运输业提供支持,为公众提供服务。然而,这些加油站的日常活动会让工人和顾客接触到危险的化学物质,从而带来潜在的健康风险。科威特的环境炎热而干旱,作为试点研究的一部分,我们对科威特加油站的工人和顾客接触有害化学物质的情况进行了调查。这项研究特别关注挥发性有机化合物 (VOC) 的浓度及其对人体健康的影响。研究人员在炎热、干旱的环境中收集了 38 份空气样本,重点是加油站。这项试点研究采用了两种采样方法:采用主动采样的个人吸入接触法和采用被动采样的工作场所空气采样法。按照 ISO 程序(EPA TO-17),在燃料加注区、室内控制室以及通过个人接触收集样本。这项研究还评估了潜在接触有害危险化学品对人体健康造成的非致癌和致癌风险。研究结果显示,泵区的危险化学品含量低于室内控制室。工人吸入有害化学品的暴露量仍低于国际职业暴露限值 (OEL)。不过,研究发现,吸入苯的暴露水平不安全,可能会产生不良的致癌影响。与此相反,研究发现乙苯的暴露量在安全范围内,没有相关的致癌影响。这项研究强调了确定与接触危险化合物有关的风险以最大限度地减少人类健康风险和促进安全工作环境的重要性。
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引用次数: 0
Statement of Retraction: Complexions Therapy and Severe Intoxication by Thallium Salts. 撤回声明:复方疗法与铊盐严重中毒。
IF 1.9 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-10-03 DOI: 10.1080/10934529.2024.2411781
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引用次数: 0
Effect of temperature on the dissolution of the lead (II) carbonate hydrocerussite for varying pH and dissolved inorganic carbon conditions. 不同 pH 值和溶解无机碳条件下温度对碳酸铅(II)氢cerussite 溶解的影响。
IF 2.1 4区 环境科学与生态学 Q4 ENGINEERING, ENVIRONMENTAL Pub Date : 2024-01-01 Epub Date: 2024-04-24 DOI: 10.1080/10934529.2024.2340388
C S E Kushnir, C E Robinson

The effect of temperature on the solubility of lead-bearing solid phases in water distribution systems for different water chemistry conditions remains unclear although lead concentrations are known to vary seasonally. The study objective is to explore the effect of temperature on the solubility of the lead(II) carbonate hydrocerussite under varying pH and DIC conditions. This is achieved through batch dissolution experiments conducted at multiple pHs (6-10) and DIC concentrations (20-200 mg CL-1) at temperatures ranging from 5 to 40 °C. A thermodynamic model was also applied to evaluate the model's ability to predict temperature effects on lead(II) carbonate solubility including solid phase transformations. In general, increasing temperature increased total dissolved lead at high pHs and the effect of temperature was greater for high DIC conditions, particularly for pH > 8. Temperature also influenced the pH at which the dominant lead(II) solid phase switched from hydrocerussite to cerussite (occurred between pH 7.25 to 10). Finally, the model was able to capture the overall trends observed despite thermodynamic data limitations. While this study focuses on a simple lead solid-aqueous system, findings provide important insights regarding the way in which temperature and water chemistry interact to affect lead concentrations.

尽管已知铅浓度会随季节变化,但温度对不同水化学条件下配水系统中含铅固相溶解度的影响仍不清楚。本研究的目的是探索在不同 pH 值和 DIC 条件下,温度对碳酸铅(II)氢cerussite 溶解度的影响。为此,研究人员在 5 至 40 °C 的温度范围内,在多种 pH 值(6-10)和 DIC 浓度(20-200 毫克 CL-1)条件下进行了批量溶解实验。还应用热力学模型评估了该模型预测温度对碳酸铅(II)溶解度(包括固相转变)影响的能力。一般来说,在高 pH 值条件下,温度升高会增加铅的总溶解度;在高 DIC 条件下,温度的影响更大,尤其是在 pH 值大于 8 时。温度还影响了主要的铅(II)固相从氢cerussite 转变为 cerussite 的 pH 值(发生在 pH 值 7.25 到 10 之间)。最后,尽管受到热力学数据的限制,该模型仍能捕捉到所观察到的总体趋势。虽然这项研究的重点是一个简单的固态铅-水系统,但研究结果为温度和水化学相互作用影响铅浓度的方式提供了重要启示。
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引用次数: 0
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
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
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
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