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Synthesis and characterization of an eco-friendly nano-hybrid based on luteolin-loaded zinc-aluminum layered double hydroxide for biological applications 基于木犀草素负载层状双氢氧化锌铝的生态友好型纳米杂化物的合成与表征及其生物应用
IF 3.1 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-16 DOI: 10.1007/s13762-024-05960-7
H. Bahman, K. Gharanjig, E. Ghasemi, H. Kazemian, M. Hosseinnezhad, H. Gharanjig

A newly developed bio-hybrid material comprising luteolin as a bioactive dye and a Zinc-Aluminum layered double hydroxide as an adsorbent was synthesized using two distinct methods. In the first method, Zinc-Aluminum layered double hydroxide was initially produced using the co-precipitation technique. Subsequently, the bioactive luteolin was intercalated onto the synthesized layered double hydroxide through an ion exchange mechanism. Response surface methodology and analysis of variance studies were employed to design experiments leading to achieve optimized adsorption onto the Zinc-Aluminum layered double hydroxide, considering effective variables like pH, dye concentration, layered double hydroxide weight, and operating time. Under the optimized conditions, the maximum adsorption efficiency (94.2%) and adsorption capacity (47.11 mg g−1) were achieved. Kinetic studies indicated the pseudo-second order model characterized the luteolin adsorption, and the Langmuir model served as a suitable representation of the adsorption isotherm. In the second method, a co-precipitation approach was employed to simultaneously synthesize and intercalate luteolin onto layered double hydroxide with varying concentrations (5%, 15%, and 25%) under optimized conditions. The maximum adsorption efficiency and capacity reached 99.9% and 49.98 mg g−1, respectively. Analytical characterization confirmed successful luteolin adsorption and stabilization of the layered double hydroxide. Furthermore, sustained luteolin release over an extended period was observed which attributed to its incorporation within the layered double hydroxide structure. The study also investigated the antioxidant activity of luteolin on the synthesized complexes, providing a comprehensive exploration of the bio-hybrid structure, Luteolin-Zinc-Aluminum Layered Double Hydroxide, with potential biomedical applications.

我们采用两种不同的方法合成了一种新开发的生物杂化材料,其中包括作为生物活性染料的木犀草素和作为吸附剂的锌铝层状双氢氧化物。在第一种方法中,锌铝双层氢氧化物最初是通过共沉淀技术制得的。随后,生物活性木犀草素通过离子交换机制插层到合成的层状双氢氧化物上。考虑到 pH 值、染料浓度、层状双氢氧化物重量和操作时间等有效变量,实验设计采用了响应面方法和方差分析研究,以实现锌铝层状双氢氧化物的优化吸附。在优化条件下,吸附效率(94.2%)和吸附容量(47.11 mg g-1)均达到最大值。动力学研究表明,伪二阶模型描述了木犀草素的吸附特征,Langmuir 模型是吸附等温线的合适表征。第二种方法采用共沉淀法,在优化的条件下将不同浓度(5%、15% 和 25%)的木犀草素同时合成并插层到层状双氢氧化物上。最大吸附效率和吸附容量分别达到 99.9% 和 49.98 mg g-1。分析表征证实了层状双氢氧化物成功地吸附和稳定了叶黄素。此外,还观察到叶黄素在较长时间内的持续释放,这归功于其在层状双氢氧化物结构中的结合。该研究还调查了合成复合物的叶黄素抗氧化活性,对具有潜在生物医学应用价值的生物杂化结构--叶黄素-锌铝层状双氢氧化物进行了全面的探索。
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引用次数: 0
Novel approach of thionyl chloride detection and disposal using a benzimidazole-based derivative: perspectives and proposals 使用苯并咪唑类衍生物检测和处理亚硫酰氯的新方法:展望与建议
IF 3.1 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-16 DOI: 10.1007/s13762-024-06022-8
N. Kabaňová, Z. Tokárová

Benzimidazoles are important heterocyclic compounds that exhibit a wide range of pharmacological and biological properties. Among all, sensitivity to Lewis acids provide a possibility to act as a fluorescent detectors for senzing the cathions, radicals, highly reactive low-molecular species with hazardous effects to environment and human health. Herein, we present the design and synthesis of N-((1H-benzo[d]imidazol-2-yl)methyl)cinnamamide (I) for the detection of readily reactive thionyl chloride (SOCl2). Treatment of SOCl2 with a novel benzimidazole-based compound I is accompanied by immediate color change. Although the process is irreversible the change noticeable by eye is profitable for a simple and rapid protection against the SOCl2 exposure at amounts harmful for surroundings and body. In the context of environmental issue, the chemical reaction between the detector I and thionyl chloride is beneficial for the safe waste disposal. Thionyl chloride is recaptured in the structure of I throughout the reaction leading to a formation of stable compound II. Incorporation of residual traces of SOCl2 into the structure of organic-type detector I represents effective route to achieve non-reactive and non-damaging derivatives. Accordingly, the organic non-liquid waste is subsequently stored and disposed in a safe manner.

苯并咪唑是重要的杂环化合物,具有广泛的药理和生物学特性。其中,对路易斯酸的敏感性为荧光检测器提供了可能性,可用于检测对环境和人类健康有害的阴离子、自由基、高活性低分子物种。在此,我们介绍了 N-((1H-苯并[d]咪唑-2-基)甲基)肉桂酰胺 (I) 的设计与合成,用于检测易反应的亚硫酰氯 (SOCl2)。用新型苯并咪唑类化合物 I 处理 SOCl2 时,颜色会立即发生变化。虽然这一过程是不可逆的,但肉眼可察觉的变化有利于提供简单快速的保护,避免接触对周围环境和人体有害的 SOCl2。就环境问题而言,检测器 I 和亚硫酰氯之间的化学反应有利于废物的安全处理。在整个反应过程中,亚硫酰氯被重新吸收到 I 的结构中,形成稳定的化合物 II。将残留的微量 SOCl2 加入有机型检测器 I 的结构中,是实现无反应和无损害衍生物的有效途径。因此,有机非液体废物随后可以安全地储存和处理。
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引用次数: 0
Comparative performance of fruit peel materials for methylene blue dye adsorption 果皮材料吸附亚甲基蓝染料的性能比较
IF 3.1 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-16 DOI: 10.1007/s13762-024-06037-1
P. Praipipat, P. Ngamsurach, K. Bunchu, V. Lekwaree, P. Srirat, P. Chaiphumee, J. Noisri, T. Aeamsa-ard

The recycling fruit wastes of banana, pomelo, and mangosteen as biosorbents for eliminating methylene blue dye (MBD) were investigated in this study by synthesizing 3 materials of banana (Musa ABB cv. Kluai ‘Namwa’) powder beads (BPB), pomelo (Citrus maxima (Burm.f.) Merr) powder beads (PPB), and mangosteen (Garcinia mangostana Linn) powder beads (MPB) and characterizing with several techniques. Their MBD adsorption performances were examined by a series of batch experiments, desorption experiments, adsorption isotherms, kinetics, and thermodynamics studies. MPB had a higher specific surface area and pore volume than BPB and PPB, whereas its pore size was smaller than theirs. All materials had amorphous structures. BPB had rough surfaces, whereas PPB had coarse surfaces with layer structures. MPB had rough surfaces with irregular shapes. They consisted of carbon, oxygen, calcium, chloride, and sodium. The chemical functional groups of hydroxyl, methine, carbonyl, and ether were detected in all materials. The pHpzc of BPB, PPB, and MPB were 5.41, 5.00, and 5.05. MPB showed a higher MBD removal efficiency of 98.92% and adsorption capacity (qe) of 6.59 mg/g than BPB and PPB, and all materials could be reused for 3 cycles with the adsorption efficiency of more than 61%. Their adsorption patterns and mechanisms were described by Freundlich and pseudo-second-order kinetic models. BPB and MPB were endothermic processes, whereas PPB was an exothermic process.

Graphical abstract

本研究通过合成香蕉(Musa ABB cv. Kluai 'Namwa')粉珠 (BPB)、柚子(Citrus maxima (Burm.f.) Merr)粉珠 (PPB) 和山竹(Garcinia mangostana Linn)粉珠 (MPB) 这三种材料,并采用多种技术对其特性进行表征,从而对香蕉、柚子和山竹的回收水果废物作为消除亚甲基蓝染料(MBD)的生物吸附剂进行了研究。通过一系列批处理实验、解吸实验、吸附等温线、动力学和热力学研究,考察了它们的 MBD 吸附性能。MPB 的比表面积和孔体积均高于 BPB 和 PPB,但孔径小于它们。所有材料都具有无定形结构。BPB 表面粗糙,而 PPB 表面粗糙,具有层状结构。MPB 表面粗糙,形状不规则。它们由碳、氧、钙、氯和钠组成。所有材料中都检测到羟基、甲基、羰基和醚等化学官能团。BPB、PPB 和 MPB 的 pHpzc 分别为 5.41、5.00 和 5.05。与 BPB 和 PPB 相比,MPB 的 MBD 去除效率高达 98.92%,吸附容量(qe)为 6.59 mg/g,且所有材料均可重复使用 3 次,吸附效率均超过 61%。它们的吸附模式和机理均由 Freundlich 和伪二阶动力学模型描述。BPB 和 MPB 为内热过程,而 PPB 为放热过程。
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引用次数: 0
Modelling climatic variable impacts on ground-level ozone in Malaysia using backward trajectory and Generative Additive Models 利用后向轨迹模型和生成添加模型模拟气候变量对马来西亚地面臭氧的影响
IF 3.1 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-15 DOI: 10.1007/s13762-024-06036-2
F. P. Chee, M. C.-G. Ooi, Y. J. Wong, J. Sentian, J. Dayou, M. T. Latif, J. H.-W. Chang

Climate change has a recognized global effect on ozone concentration, yet its impact varies across regions and countries. Local studies are imperative for precisely evaluating the accurate, robust, and up-to-date relationship between climatic variables and ozone concentration at regional scale. In this work, we elucidate the spatiotemporal and seasonal variability of ground-level ozone (O3) in Malaysia using backward trajectory and Generative Additive Model. Concentrations of O3 and other air pollutants (NO2, CO, SO2 and PM2.5) from a total of 43 air quality stations across the country from 2107 to 2020 have been analyzed along with the meteorological auxiliary data. Ozone pollution is susceptible in the Central, Northern and Southern of Peninsular Malaysia, and occurs at different times subject to the monsoon variability. In the Central zone, 60% of days during March and April had unhealthy ozone levels with a maximum daily averaged O3 73.5 ± 9.3 ppb. The backward trajectory analysis indicates that ozone pollution in the Central zone is strongly affected by northeasterly transboundary air pollution from Indochina and East China. The Generative Additive Model analysis highlights O3 variability in the Central zone is possibly modulated by stratospheric air intrusion and PM2.5 inhibitory effect that suppressed surface solar radiation and weakened O3 production. Overall, the work advances the understanding of O3 variability in Malaysia, provides valuable insights into complex interplay between O3 concentrations and climatic variables, and offers a framework for future research in air quality modeling.

气候变化对臭氧浓度具有公认的全球性影响,但其影响因地区和国家而异。要在区域范围内精确评估气候变量与臭氧浓度之间准确、稳健和最新的关系,就必须开展本地研究。在这项工作中,我们利用后向轨迹和生成式相加模型阐明了马来西亚地面臭氧(O3)的时空和季节变化。我们分析了 2107 年至 2020 年期间全国共 43 个空气质量站的臭氧浓度和其他空气污染物(二氧化氮、一氧化碳、二氧化硫和 PM2.5)的浓度以及气象辅助数据。马来西亚半岛的中部、北部和南部容易受到臭氧污染的影响,而且受季风变化的影响,臭氧污染发生的时间也不同。在中部地区,3 月和 4 月期间有 60% 的天臭氧水平不健康,最大日平均臭氧浓度为 73.5 ± 9.3 ppb。后向轨迹分析表明,中部地区的臭氧污染受到来自印度支那和华东地区的东北跨境空气污染的强烈影响。生成叠加模式分析突出表明,中部地区的臭氧变异可能受到平流层空气入侵和 PM2.5 抑制效应的影响,这些效应抑制了地表太阳辐射,削弱了臭氧的生成。总之,这项研究加深了人们对马来西亚臭氧变异性的理解,为臭氧浓度与气候变量之间复杂的相互作用提供了宝贵的见解,并为未来的空气质量建模研究提供了一个框架。
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引用次数: 0
Sustainable e-waste management in higher education institutions: case study of Ho Chi Minh City University of Technology 高等教育机构的可持续电子废物管理:胡志明市理工大学案例研究
IF 3.1 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-14 DOI: 10.1007/s13762-024-06012-w
T. Q. Thao, T. H. Hanh, N. N. Huy

The global concern for e-waste necessitates comprehensive research, especially in educational institutions. This paper examines the case study of Ho Chi Minh City University of Technology (HCMUT), examining the generation, flow, and potential environmental impact of e-waste from 2024 to 2034. The research incorporates life cycle inventory (LCI) and material flow analysis (MFA) to estimate the volume and composition of obsolete electronic and electrical equipment (EEE). The study reveals a substantial increase in discarded devices at HCMUT, aligning with campus expansions. E-waste is estimated to generated 1.5 times from 16,792 kg in 2024 to 25,230 kg in 2034, emphasizing the urgency for effective waste management. MFA models delineate the flow of e-waste materials, emphasizing the need for targeted recycling measures. The examination of specific EEE types (projectors, computers, air conditioners, and lamps) reveals varying recyclability proportions, necessitating tailored management strategies. The absence of a specific e-waste management law in Vietnam, coupled with manual and unsafe processing practices, contributes to environmental and health hazards. The paper emphasizes the imperative for sustainable practices in higher education institutions (HEIs) and presents HCMUT's case as pivotal. The university's commitment to sustainable development is highlighted, underscoring the importance of integrating e-waste management into broader environmental strategies. As HEIs globally struggle with e-waste challenges, the study proposes a framework for effective management, incorporating LCI and MFA for informed decision-making. The results provide valuable insights for developing practical and sustainable e-waste management measures, guiding HEIs toward minimizing environmental impact while fostering a culture of responsible e-waste practices.

全球都在关注电子垃圾问题,因此有必要对其进行全面研究,尤其是在教育机构。本文以胡志明市理工大学(HCMUT)为案例,研究了 2024 年至 2034 年电子垃圾的产生、流向和对环境的潜在影响。研究结合了生命周期清单(LCI)和物质流分析(MFA)来估算废弃电子电气设备(EEE)的数量和组成。研究显示,随着校园的扩建,华中师范大学的废弃设备大幅增加。据估计,电子废物的产生量将增加 1.5 倍,从 2024 年的 16,792 千克增至 2034 年的 25,230 千克,这凸显了进行有效废物管理的紧迫性。MFA 模型描述了电子废物的流向,强调了采取有针对性的回收措施的必要性。对特定电子电气设备类型(投影仪、电脑、空调和灯具)的研究表明,可回收利用的比例各不相同,因此需要采取有针对性的管理策略。越南没有专门的电子废物管理法,加上手工和不安全的处理方法,造成了环境和健康危害。本文强调了高等教育机构(HEIs)采取可持续做法的必要性,并介绍了越南河内大学的关键案例。论文强调了该大学对可持续发展的承诺,强调了将电子废物管理纳入更广泛的环境战略的重要性。由于全球高校都在努力应对电子废物的挑战,本研究提出了一个有效管理框架,将生命周期指标(LCI)和多功能论坛(MFA)纳入其中,以便做出知情决策。研究结果为制定切实可行和可持续的电子废物管理措施提供了宝贵的见解,指导高等院校最大限度地减少对环境的影响,同时培养负责任的电子废物实践文化。
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引用次数: 0
Novel magnetic chitosan Schiff base impregnated with ZnO for removal of malachite green dye from aqueous environment 浸渍氧化锌的新型磁性壳聚糖希夫碱用于去除水环境中的孔雀石绿染料
IF 3 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.1007/s13762-024-06016-6
E. A. Mohamed, A. A. Altalhi, N. A. Negm, Z. L. Abo-Shanab, N. S. Abdelshafi, A. A. Farag

Contaminated wastewater with malachite green (MG) treated via porous materials with high adsorption function has become a main challenge in achieving the carbon neutrality goal. In this manner, a dual-action novel formulation has been assembled that presents a modified chitosan-Schiff base biopolymer by magnetite and zinc oxide nanoparticles as active centers for selective malachite green adsorption and preventing the growth of microorganisms in the medium. The presented novel porous composite material is characterized by the presence of two cost-effective and efficient surface modifiers (magnetite, zinc oxide nanoparticles) which enhanced the adsorption process rather than the presence of one as reported in the recently reported studies. The dual action of the presented compound as microorganisms' defeater and malachite green adsorbent comprises its novelty among the recently presented compounds. Herin, a novel chitosan-Schiff base (CS-SB) was synthesized by the reaction of Chitosan and (E)-3-(4-hydroxy-3-methoxyphenyl) acryl aldehyde. The prepared Schiff base was modified by magnetite using the co-precipitation method. The magnetic chitosan was impregnated with zinc oxide (ZnO) in the form of nanoparticles to produce Schiff base/ZnO nanocomposite (Mag-CS-SB/ZnO). The prepared compounds were characterized using infrared spectroscopy, X-ray diffraction, Brunauer–Emmett–Teller, zeta potential analyses, and thermal gravimetric analysis, and tested in remediation of MG from aqueous medium. The adsorption parameters: dye concentration (25–100 mg/L), biosorbent dosages (5–60 mg), pH (2–9), and time (10–360 min) were studied. The Maximum adsorption capacity was 34 mg/g after two hours at ambient temperatures. Antibacterial activity of the prepared compounds was scanned for Gram-positive (Bacillus cereus and Staphylococcus aureus) and Gram-negative (Escherichia coli and Pseudomonas aeruginosa) bacteria. The inhibition efficiency was ordered as Mag-CS-SB/ZnO nanocomposite ˃ CS-SB ˃ Chitosan. Mag-CS-SB/ZnO nanocomposite displayed outstanding antibacterial activity as comparable with commercial antibiotics (Streptomycin). The bonding between MG and biosorbent was shown to be predominantly caused by chelation and electrostatic adsorption, as proved by the density functional theory. Throughout five cycles, the biosorbent was effectively regenerated and maintained over 90% of its adsorption capacity, suggesting that it could find a beneficial and promising multi-functional adsorption compound for practical application in water treatment.

通过具有高吸附功能的多孔材料处理孔雀石绿(MG)污染废水已成为实现碳中和目标的主要挑战。为此,我们开发了一种双重作用的新型配方,它以磁铁矿和氧化锌纳米粒子为活性中心,对壳聚糖-席夫碱生物聚合物进行改性,从而实现对孔雀石绿的选择性吸附,并阻止介质中微生物的生长。这种新型多孔复合材料的特点是含有两种经济高效的表面改性剂(磁铁矿和纳米氧化锌颗粒),从而增强了吸附过程,而不是像最近的研究报告中所说的只含有一种表面改性剂。该化合物既是微生物的抑制剂,又是孔雀石绿的吸附剂,这种双重作用使其在最近发表的化合物中具有新颖性。Herin 通过壳聚糖和(E)-3-(4-羟基-3-甲氧基苯基)丙烯醛的反应合成了一种新型壳聚糖希夫碱(CS-SB)。利用共沉淀法用磁铁矿对制备的希夫碱进行改性。磁性壳聚糖以纳米颗粒的形式浸渍氧化锌(ZnO),生成希夫碱/氧化锌纳米复合材料(Mag-CS-SB/ZnO)。利用红外光谱、X 射线衍射、Brunauer-Emmett-Teller、Zeta 电位分析和热重力分析对制备的化合物进行了表征,并测试了水介质中 MG 的修复效果。研究了吸附参数:染料浓度(25-100 毫克/升)、生物吸附剂用量(5-60 毫克)、pH 值(2-9)和时间(10-360 分钟)。在环境温度下吸附两小时后,最大吸附容量为 34 毫克/克。对制备的化合物进行了革兰氏阳性菌(蜡样芽孢杆菌和金黄色葡萄球菌)和革兰氏阴性菌(大肠杆菌和绿脓杆菌)的抗菌活性扫描。抑菌效率依次为 Mag-CS-SB/ZnO 纳米复合材料 ˃ CS-SB ˃ 壳聚糖。Mag-CS-SB/ZnO 纳米复合材料的抗菌活性与商用抗生素(链霉素)相当。密度泛函理论证明,MG 与生物吸附剂之间的结合主要是由螯合和静电吸附引起的。在五个循环中,生物吸附剂得到了有效再生,并保持了 90% 以上的吸附能力,这表明它可以成为一种有益的、有前途的多功能吸附化合物,在水处理中得到实际应用。
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引用次数: 0
Ceramic membranes synthesized using fly ash pulp and paper boiler for COD and BOD removal from river 利用粉煤灰制浆造纸锅炉合成的陶瓷膜用于去除河水中的 COD 和 BOD
IF 3.1 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-13 DOI: 10.1007/s13762-024-05999-6
I. Amri, K. H. Pratama, S. Arumnika, Z. Meldha, R. Rohani

Industrial developments and settlements along the Siak River have affected the quality of the river water. Based on laboratory tests, the COD and BOD content of Siak River water still exceeds the standard set under Government Regulation No. 22 of 2021. This research was conducted to analyze the role of variations in the composition and size of materials of clay, fly ash, and sawdust, in synthesizing ceramic membranes for COD and BOD removal of Siak River water. These residual materials from pulp and paper industry were used for ceramic membranes synthesis and further applied in drinking water treatment. In this study, ceramic membranes with a diameter of 11 cm, a thickness of 0.5 cm, and a combustion temperature of 900 °C were obtained and the composition of clay, fly ash, and sawdust of the ceramic membranes was varied in terms of ratio, respectively, at 32.5%:60%:7.5%, 45%:45%:10%, and 70%:25%:5%. Meanwhile, the variations in the size of the materials were as follows: 60, 80, and 100 mesh. The obtained results have shown that the COD and BOD content of Siak River water was reduced during the filtration process using the ceramic membranes, with the greatest percentage reductions in COD and BOD content (48.9% and 64.6%, respectively). The highest removals percentage were recorded upon using the ceramic membrane M8 (with a composition of 60% fly ash, 32.5% clay, 7.5% sawdust and particle size of 100 mesh). This result indicated that the ceramic membranes can be effectively used for the targeted application.

锡耶克河沿岸的工业发展和定居点影响了河水水质。根据实验室测试,锡耶克河水的化学需氧量和生化需氧量仍然超过了 2021 年第 22 号政府条例规定的标准。本研究旨在分析粘土、粉煤灰和锯屑等材料的成分和大小变化在合成用于去除锡耶克河水 COD 和 BOD 的陶瓷膜中的作用。这些来自纸浆和造纸工业的残余材料被用于合成陶瓷膜,并进一步应用于饮用水处理。这项研究获得了直径为 11 厘米、厚度为 0.5 厘米、燃烧温度为 900 ℃ 的陶瓷膜,并改变了陶瓷膜中粘土、粉煤灰和锯末的成分比例,分别为 32.5%:60%:7.5%、45%:45%:10% 和 70%:25%:5%。同时,材料的粒度变化如下:60、80 和 100 目。结果表明,在使用陶瓷膜进行过滤的过程中,锡耶克河水的化学需氧量和生化需氧量都有所降低,其中化学需氧量和生化需氧量的降低比例最大(分别为 48.9% 和 64.6%)。使用陶瓷膜 M8(成分为 60%粉煤灰、32.5%粘土、7.5%锯末,粒度为 100 目)时,去除率最高。这一结果表明,陶瓷膜可以有效地用于目标应用。
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引用次数: 0
Appraising machine learning algorithms in predicting noise level and emissions from gasoline-powered household backup generators 评估机器学习算法在预测汽油驱动家用备用发电机噪音水平和排放方面的应用
IF 3 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-12 DOI: 10.1007/s13762-024-05987-w
S. O. Giwa, C. N. Nwaokocha, O. M. Osifeko, B. O. Orogbade, R. T. Taziwa, N. Dyantyi, M. Sharifpur

Machine learning is presently receiving great attention. However, machine learning applications to gasoline engine research are limited. This paper investigated the implementation of various machine learning models in predicting the emissions (CO2, CO, and PM2.5) and noise levels of gasoline-powered household generators for the first time. Data of operating and installed capacity, efficiency (input) and emissions, and noise level (output) obtained from 166 generators were used in extreme gradient boosting, artificial neural network (ANN), decision tree (DT), random forest (RF), and polynomial regression (PNR) algorithms to develop predictive models. Results revealed high prediction performance (R2 = 0.9377–1.0000) of these algorithms marked with very low errors. The implementation of PNR followed by the RF exhibited the best models for predicting CO2, CO, PM2.5, and the noise level of generators. R2 of 1.000 and 0.9979–0.9994, mean squared error of < 10−6 and 2 × 10−5–8.6 × 10−5, mean absolute percentage error of 9.15 × 10−16–1.3 × 10−15 and 7.1 × 10−3–8.1 × 10−2, and root mean squared error of 3.3 × 10−16–5.4 × 10−16 and 4.4 × 10−3–9.3 × 10−2 were recorded for all the output parameters using PNR and RF respectively. DT models had the least prediction capacity for CO, CO2, and noise levels (R2 = 0.9493–0.9592) while ANN produced the least performance for PM2.5 (R2 = 0.9377). This study further strengthens machine learning applications in engine research for the prediction of various output parameters.

目前,机器学习备受关注。然而,机器学习在汽油发动机研究中的应用还很有限。本文首次研究了各种机器学习模型在预测家用汽油发电机排放(二氧化碳、一氧化碳和 PM2.5)和噪声水平中的应用。对 166 台发电机的运行和装机容量、效率(输入)和排放以及噪声水平(输出)数据,采用极端梯度提升、人工神经网络(ANN)、决策树(DT)、随机森林(RF)和多项式回归(PNR)算法来开发预测模型。结果显示,这些算法的预测性能高(R2 = 0.9377-1.0000),误差极小。在预测二氧化碳、一氧化碳、PM2.5 和发电机噪音水平方面,采用 PNR 算法和 RF 算法的模型效果最佳。使用 PNR 和 RF,所有输出参数的 R2 分别为 1.000 和 0.9979-0.9994,平均平方误差分别为 < 10-6 和 2 × 10-5-8.6 × 10-5,平均绝对百分比误差分别为 9.15 × 10-16-1.3 × 10-15 和 7.1 × 10-3-8.1 × 10-2,平均平方根误差分别为 3.3 × 10-16-5.4 × 10-16 和 4.4 × 10-3-9.3 × 10-2。DT 模型对 CO、CO2 和噪音水平的预测能力最低(R2 = 0.9493-0.9592),而 ANN 对 PM2.5 的预测能力最低(R2 = 0.9377)。这项研究进一步加强了机器学习在发动机研究中对各种输出参数预测的应用。
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引用次数: 0
Synthesis of lignin- amine from the waste of pilot plant bioethanol as a green bioadsorbent for lead removal 从试点工厂生物乙醇废料中合成木质素-胺,作为一种绿色生物吸附剂用于除铅
IF 3.1 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-12 DOI: 10.1007/s13762-024-06026-4
R. Maryana, D. Dahnum, E. Triwahyuni, M. Muryanto, T. B. Bardant, A. K. Das, W. A. Rizal, O. Oktaviani, Y. Sudiyani

The investigation of bio-liquid fuels as a sustainable fuel has garnered significant attention. However, because of high production cost, other co-products need to be investigated. The pretreatment process of second-generation (2G) bioethanol produces black liquor that contains lignin. In this paper, we report a direct bubbling and a two-step acidification process for lignin isolation from black liquor of the pilot scale bioethanol production and its utilization as lead adsorber. This research investigated how Pb (II) ions adsorbed onto new modified lignin recovered from black liquor called dimethylamine-soda lignin. Alkaline pretreatment at 150 °C and 5 kg/cm3 by using a 450 L reactor was used to extract the lignin from oil palm (Elaeis guineensis) empty fruit bunches (OPEFB). The acidic precipitation was achieved by adding 3% HCl until the pH reached 2, and the air bubbling was done at a rate of 2 L/min. By applying dimethylamine-acetone-formaldehyde to soda lignin in the Mannich reaction, lignin derivative was produced. The Fourier-transform infrared spectroscopy, scanning electron microscopy, and Brunauer, Emmett, and Teller methods were used to characterize all types of lignin. The analyses confirmed the formation of dimethylamine-lignin, as indicated by a 19-fold increase in the total nitrogen content in the modified lignin. Pb (II) adsorption was verified by pseudo-first-order and second-order reactions. Dimethylamine-soda lignin had the adsorption capability for lignin extracted from acid and the air bubbling technique, 6.0 and 6.8 mg/g, respectively. The outcomes demonstrate that the eco-friendly aminated lignin can effectively lower Pb (II) in the solution, making it a suitable adsorbent for removing lead from aqueous media.

Graphical abstract

将生物液体燃料作为一种可持续燃料的研究引起了广泛关注。然而,由于生产成本较高,需要对其他副产品进行研究。第二代(2G)生物乙醇的预处理过程会产生含有木质素的黑液。本文报告了一种直接鼓泡和两步酸化工艺,用于从中试规模生物乙醇生产的黑液中分离木质素并将其用作铅吸附剂。该研究探讨了铅(II)离子如何吸附在从黑液中回收的新型改性木质素--二甲胺苏打木质素上。使用 450 L 反应器在 150 °C 和 5 kg/cm3 下进行碱性预处理,从油棕(Elaeis guineensis)空果串(OPEFB)中提取木质素。通过添加 3% 的盐酸实现酸性沉淀,直至 pH 值达到 2,并以 2 升/分钟的速度鼓气。将二甲胺-丙酮-甲醛与苏打木质素进行曼尼希反应,生成木质素衍生物。傅立叶变换红外光谱法、扫描电子显微镜法以及布鲁纳、艾美特和特勒法被用来表征所有类型的木质素。分析结果证实了二甲胺木质素的形成,改性木质素中的总氮含量增加了 19 倍。假一阶和二阶反应验证了铅(II)的吸附作用。二甲胺苏打木质素对酸提取和气泡法提取的木质素的吸附能力分别为 6.0 和 6.8 mg/g。结果表明,环保的氨基化木质素能有效降低溶液中的铅(II),是一种适合从水介质中去除铅的吸附剂。
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引用次数: 0
Characterization of Citrus paradisi peel powder and investigation of lead(II) biosorption 柑橘类果皮粉末的特性及对铅(II)的生物吸附研究
IF 3 4区 环境科学与生态学 Q2 ENVIRONMENTAL SCIENCES Pub Date : 2024-09-11 DOI: 10.1007/s13762-024-05992-z
İ Küçük

This study delves into exploring the potential of agricultural waste materials for effectively reducing lead(II) contamination in water sources. Unlike many biosorbents which undergo costly modifications leading to secondary pollution risks, this research focuses on the unmodified Citrus paradisi (grapefruit) peel (CPP) as a promising biosorbent for Pb+2 ion removal. A comprehensive analysis utilizing various techniques such as FTIR, XRD, boehm titration, point zero charge, BET, TGA, DTA, elemental analysis, AFM, and SEM–EDX was conducted on CPP shedding light on its structural and chemical properties. The biosorption process was scrutinized across multiple parameters including initial metal concentration, contact time, pH, particle size, and solution temperature. Through systematic experimentation covering a range of concentrations and temperatures, kinetic models (Pseudo first order, Pseudo second order, and Elovich) and isotherm equations (Langmuir, Freundlich, and Temkin) were applied to unveil the adsorption behavior. Remarkably, the Langmuir model revealed qmax = 43.48 mg/g at 310 K and pH 5.6, underscoring the efficiency of CPP in lead removal. Further analysis employing kinetic modeling, notably the pseudo-second order model (R2 = 0.999), provided insights into the rate of adsorption, affirming its effectiveness. Thermodynamic assessments unveiled an endothermic and spontaneous biosorption process onto CPP, suggesting its feasibility for lead removal in a nature-friendly manner. Moreover, the biosorption mechanism was elucidated through FTIR analysis, elucidating the molecular interactions involved. Overall, the findings of this study underscore the potential of utilizing unmodified agricultural waste, such as grapefruit peel, as a sustainable solution for mitigating lead contamination, offering a cost-effective and eco-friendly approach to water treatment.

本研究深入探讨了农业废料在有效减少水源中铅(II)污染方面的潜力。许多生物吸附剂都需要进行昂贵的改性,从而导致二次污染风险,与此不同,本研究重点关注未经改性的柑橘(柚子)皮(CPP),将其作为一种有前景的生物吸附剂,用于去除 Pb+2 离子。研究利用傅立叶变换红外光谱(FTIR)、X射线衍射(XRD)、玻姆滴定、零点电荷、BET、TGA、DTA、元素分析、原子力显微镜(AFM)和扫描电子显微镜(SEM-EDX)等多种技术对 CPP 进行了全面分析,揭示了其结构和化学特性。对生物吸附过程的多个参数进行了仔细研究,包括初始金属浓度、接触时间、pH 值、粒度和溶液温度。通过覆盖一定浓度和温度范围的系统实验,应用动力学模型(伪一阶、伪二阶和埃洛维奇)和等温线方程(Langmuir、Freundlich 和 Temkin)揭示了吸附行为。值得注意的是,Langmuir 模型显示,在 310 K 和 pH 值为 5.6 时,qmax = 43.48 mg/g,这突出表明了 CPP 的除铅效率。利用动力学模型(尤其是伪二阶模型(R2 = 0.999))进行的进一步分析深入揭示了吸附速率,肯定了其有效性。热力学评估揭示了 CPP 上的内热和自发生物吸附过程,表明它可以以自然友好的方式去除铅。此外,还通过傅立叶变换红外光谱分析阐明了生物吸附机理,阐明了其中涉及的分子相互作用。总之,这项研究的结果强调了利用柚子皮等未经改性的农业废弃物作为减轻铅污染的可持续解决方案的潜力,为水处理提供了一种具有成本效益和生态友好的方法。
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引用次数: 0
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International Journal of Environmental Science and Technology
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