response surface methodology

响应面法
  • 文章类型: Journal Article
    Ultrasonic-assisted oxidative desulfurization (UAOD) is utilized to lessen environmental problems due to sulfur emissions. The process uses immiscible polar solvents and ultrasonic waves to enhance desulfurization efficiency. Prior research focused on comparing the effectiveness of UAOD for gasoline using response surface methodology. This study evaluates the desulfurization efficiency and operating costs, including ultrasonic power, irradiation time, and oxidant amount to determine optimal conditions. The study used a multi-objective fuzzy optimization (MOFO) approach to evaluate the economic viability of UAOD for gasoline. It identified upper and lower boundaries and then optimized the desulfurization efficiency and operating costs while considering uncertainty errors. The fuzzy model employed max-min aggregation to optimize the degree of satisfaction on a scale from 0 (unsatisfied) to 1 (satisfied). Optimal conditions for gasoline UAOD were found at 445.43 W ultrasonic power, 4.74 min irradiation time, and 6.73 mL oxidant, resulting in a 66.79 % satisfaction level. This yielded a 78.64 % desulfurization efficiency (YA) at an operating cost of 13.49 USD/L. Compared to existing literature, gasoline desulfurization was less efficient and less costly. The solutions provided by MOFO demonstrate not only economic viability through decreased overall operating costs and simplified process conditions, but also offer valuable insights for optimizing prospective future industrial-scale UAOD processes.
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  • 文章类型: Journal Article
    纳米颗粒,由于其独特的物理化学性质,在各种科学学科中引起了极大的关注,包括材料科学,化学,生物学和环境工程。近年来,金属氧化物纳米粒子的合成,比如NiO,Fe2O3,ZnO,SnO2和CuO通过绿色路线,由于它们在从催化和电子到医学和环境修复等领域的多样化应用而获得了吸引力。本研究的重点是使用Calotropisgigantea(所多玛的苹果)叶提取物作为还原剂和稳定剂,绿色合成氧化铜(CuO)和氧化锌(ZnO)纳米颗粒,以硝酸锌(ZnNO3·6H2O)和硝酸铜(CuNO3·3H2O)为前驱体。XRD和EDX分析证实了ZnO的六方晶相和CuO的单斜晶系结构具有高结晶度。在SEM图像的帮助下,使用ImageJ软件测量的CuO和ZnO的粒径为56.08nm和46.49nm,分别。这项研究调查了纳米颗粒在废水处理中的功效,特别是使用Box-Behnken方法使用响应面法(RSM)的统计处理对亚甲基蓝染料进行脱色。此外,它探讨了合成纳米粒子对种子生长增强的影响,使用将Vignaradiata(绿色克)种子浸入各种剂量的纳米颗粒(0、0.5、1、1.5、2mg/30mL)中。此外,评估纳米颗粒对革兰氏阳性菌和革兰氏阴性菌的抗菌活性。结果证实了该材料对亚甲基蓝染料去除的有效性,用CuO达到80.53%,用ZnO达到78.25%。用1.5mg/30mL的低纳米颗粒剂量观察到显著的种子生长,导致幼苗活力指数和发芽率最高。这减少了对肥料的需求并减少了对环境的影响。
    Nanoparticles, owing to their unique physicochemical properties, have garnered significant attention in various scientific disciplines, including materials science, chemistry, biology, and environmental engineering. In recent years, the synthesis of metal oxide nanoparticles, such as NiO, Fe2O3, ZnO, SnO2, and CuO via green routes, has gained attraction due to their diverse applications in fields ranging from catalysis and electronics to medicine and environmental remediation. This study focuses on the green synthesis of copper oxide (CuO) and zinc oxide (ZnO) nanoparticles using Calotropis gigantea (Apple of Sodom) leaf extract as a reducing agent and stabilizer, with zinc nitrate (ZnNO3.6H2O) and copper nitrate (CuNO3.3H2O) as precursors. The hexagonal phase of ZnO and monoclinic plan structure of CuO with high crystallinity was confirmed by XRD and elemental composition by EDX analysis. With the help of an SEM image, particle size measured for CuO and ZnO using ImageJ software was found to be 56.08 nm and 46.49 nm, respectively. This study investigates the efficacy of nanoparticles in wastewater treatment, particularly focusing on methylene blue dye decolorization using the statistical processing of response surface methodology (RSM) using the Box-Behnken method. Additionally, it explores the impact of synthesized nanoparticles on seed growth enhancement, using Vigna radiata (green gram) seeds immersed in various doses of nanoparticles (0, 0.5, 1, 1.5, 2 mg/30 mL). Furthermore, the antibacterial activity of the nanoparticles against both gram-positive and gram-negative bacteria is evaluated. The results confirm the effectiveness of the materials for methylene blue dye removal, achieving 80.53% with CuO and 78.25% with ZnO. Significant seed growth was observed with a low nanoparticle dosage of 1.5 mg/30 mL, resulting in the highest seedling vigour index and germination percentage. This reduces the need for fertilizers and lessens environmental impact.
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  • 文章类型: Journal Article
    纺织材料的染色过程本来就很复杂,受到无数因素的影响,包括染料浓度,染色时间,pH值,温度,染料的类型,纤维成分,机械搅拌,盐浓度,媒染剂,固定剂,水质,染色方法,和预处理过程。在染色过程中实现最佳设置的复杂性提出了重大挑战。作为回应,这项研究引入了一种新的算法方法,集成了响应面方法(RSM),人工神经网络(ANN),和遗传算法(GA)技术,用于精确微调浓度,时间,pH值,和温度。主要重点是量化颜色强度,表示为K/S,作为聚酰胺6和羊毛织物染色过程中的响应变量,利用梅树叶子作为可持续的染料来源。结果表明,ANN(R2〜1)的性能明显优于RSM(R2>0.92)。优化结果,采用ANN-GA集成,表示浓度为100重量%。%,时间86.06分钟,8.28的pH水平和100°C的温度产生聚酰胺6织物的10.21的K/S值。同样,浓度为55.85wt。%,时间120分钟,5的pH水平和100°C的温度产生的羊毛织物的K/S值为7.65。这种提出的方法不仅为可持续的纺织品染色铺平了道路,而且还促进了纺织品材料多种染色工艺的优化。
    The dyeing process of textile materials is inherently intricate, influenced by a myriad of factors, including dye concentration, dyeing time, pH level, temperature, type of dye, fiber composition, mechanical agitation, salt concentration, mordants, fixatives, water quality, dyeing method, and pre-treatment processes. The intricacy of achieving optimal settings during dyeing poses a significant challenge. In response, this study introduces a novel algorithmic approach that integrates response surface methodology (RSM), artificial neural network (ANN), and genetic algorithm (GA) techniques for the precise fine-tuning of concentration, time, pH, and temperature. The primary focus is on quantifying color strength, represented as K/S, as the response variable in the dyeing process of polyamide 6 and woolen fabric, utilizing plum-tree leaves as a sustainable dye source. Results indicate that ANN (R2 ~ 1) performs much better than RSM (R2 > 0.92). The optimization results, employing ANN-GA integration, indicate that a concentration of 100 wt.%, time of 86.06 min, pH level of 8.28, and a temperature of 100 °C yield a K/S value of 10.21 for polyamide 6 fabric. Similarly, a concentration of 55.85 wt.%, time of 120 min, pH level of 5, and temperature of 100 °C yield a K/S value of 7.65 for woolen fabric. This proposed methodology not only paves the way for sustainable textile dyeing but also facilitates the optimization of diverse dyeing processes for textile materials.
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  • 文章类型: Journal Article
    在这项研究中,RM(红泥)用硫酸酸化,并将酸化的ARM(酸化的赤泥)用作处理含抗生素废水的创新吸附材料。吸附条件,动力学,等温线,热力学,并对环丙沙星对CIP(环丙沙星)的作用机制进行了研究。ARM的表征涉及扫描电子显微镜(SEM)等技术,透射电子显微镜(TEM),Brunauer-Emmett-Teller(BET),X射线衍射(XRD)X射线荧光(XRF),热重分析(TGA),和NH3-TPD分析。吸附研究采用响应面方法(RSM)进行实验设计。结果表明,ARM可以有效吸收CIP。RSM优化实验表明,影响吸附量最显著的模型项是溶液pH,CIP初始浓度,和ARM剂量,在此条件下,预测的最大吸附容量达到7.30mg/g。吸附动力学符合伪二阶模型,虽然平衡数据符合朗缪尔-弗洛伊德利希等温线,产量最大容量值为7.35毫克/克。吸附过程自发发生并吸收热量,由-83.05和-91.50kJ/mol之间的ΔGθ值证明,ΔSθ为281.6J/mol/K,和ΔHθ为0.86kJ/mol。使用衰减全反射傅里叶变换红外光谱(ATR-FTIR)的分析表明,ARM中的Al-O与酯基-COOinCIP之间存在复杂的反应。CIP中的C=O键可能会发生轻微的静电相互作用或与ARM的内部球形表面结合。研究结果表明,ARM是一种有前途的高效吸附剂,可用于去除废水中的CIP。
    In this study, RM (red mud) was acidified with sulfuric acid, and the acidified ARM (acidified red mud) was utilized as an innovative adsorption material for treating antibiotic-containing wastewater. The adsorption conditions, kinetics, isotherms, thermodynamics, and mechanism of ARM for CIP (ciprofloxacin) were investigated. The characterization of the ARM involved techniques such as scanning electron microscopy (SEM), transmission electron microscopy (TEM), Brunauer-Emmett-Teller (BET), X-ray diffraction (XRD), X-ray fluorescence (XRF), thermogravimetric analysis (TGA), and NH3-TPD analysis. Adsorption studies employed a response surface methodology (RSM) for the experimental design. The results showed that ARM can absorb CIP effectively. The RSM optimal experiment indicated that the most significant model terms influencing adsorption capacity were solution pH, CIP initial concentration, and ARM dosage, under which the predicted maximum adsorption capacity achieved 7.30 mg/g. The adsorption kinetics adhered to a pseudo-second-order model, while equilibrium data fitted the Langmuir-Freundlich isotherm, yielding maximum capacity values of 7.35 mg/g. The adsorption process occurred spontaneously and absorbed heat, evidenced by ΔGθ values between -83.05 and -91.50 kJ/mol, ΔSθ at 281.6 J/mol/K, and ΔHθ at 0.86 kJ/mol. Analysis using attenuated total reflection Fourier-transform infrared spectroscopy (ATR-FTIR) indicated a complex reaction between the Al-O in the ARM and the ester group -COO in CIP. The C=O bond in CIP was likely to undergo a slight electrostatic interaction or be bound to the internal spherical surface of the ARM. The findings indicate that ARM is a promising and efficient adsorbent for CIP removal from wastewater.
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  • 文章类型: Journal Article
    通过水热合成开发了ZnO纳米棒无纺布(ZNRN),以促进预防呼吸道病原体的传播。通过响应面法提高了ZNRN的超疏水性和抗菌性能。合成的材料表现出显著的防水性,水接触角为163.9°,因此对大肠杆菌的抗菌率为91.8%(E.大肠杆菌)和79.75%的金黄色葡萄球菌(S.金黄色葡萄球菌)。这表明具有较薄肽聚糖的大肠杆菌可能比金黄色葡萄球菌更容易被杀死。这项研究确定了合成条件对抗菌效果的显着影响,全面的多变量分析阐明了潜在的相关性。此外,通过SEM和XRD分析对ZNRN的ZnO纳米棒结构进行了表征。它赋予超疏水性(从而防止细菌粘附到ZNRN表面)和抗菌能力(从而通过刺穿这些纳米棒破坏细胞)的性质。因此,希望将两个这样的特征对齐,以帮助支持个人防护设备的开发,这有助于避免呼吸道感染的传播。
    ZnO nanorod nonwoven fabrics (ZNRN) were developed through hydrothermal synthesis to facilitate the prevention of the transmission of respiratory pathogens. The superhydrophobicity and antibacterial properties of ZNRN were improved through the response surface methodology. The synthesized material exhibited significant water repellency, indicated by a water contact angle of 163.9°, and thus demonstrated antibacterial rates of 91.8% for Escherichia coli (E. coli) and 79.75% for Staphylococcus aureus (S. aureus). This indicated that E. coli with thinner peptidoglycan may be more easily killed than S. aureus. This study identified significant effects of synthesis conditions on the antibacterial effectiveness, with comprehensive multivariate analyses elucidating the underlying correlations. In addition, the ZnO nanorod structure of ZNRN was characterized through SEM and XRD analyses. It endows the properties of superhydrophobicity (thus preventing bacteria from adhering to the ZNRN surface) and antibacterial capacity (thus damaging cells through the puncturing of these nanorods). Consequently, the alignment of two such features is desired to help support the development of personal protective equipment, which assists in avoiding the spread of respiratory infections.
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  • 文章类型: Journal Article
    对生物活性化合物的草药的广泛研究表明,它们可以替代合成药物,减少副作用和经济负担。尤其是,人们对天然产物的协同作用越来越感兴趣,这意味着它们的联合使用可能会提高治疗效果。本研究旨在探讨姜黄(CurcumalongaL.)和黑胡椒(PipernigrumL.)提取物对肺正常(MRC-5)和癌症(A549和NCI-H292)细胞系的协同作用。姜黄提取物(TM)仅影响肺癌细胞系,但对MRC-5细胞系没有影响。另一方面,黑胡椒提取物(BP)对肺正常或癌细胞系没有任何损害,即使浓度高达400微克/毫升。响应面法用于预测TM和BP的理想协同浓度(EC50)。发现分别为48.5和241.7µg/mL,分别。值得注意的是,与单独暴露于TM相比,选定的条件导致更高的细胞毒性,表明了有效的协同作用。在这种联合治疗下,A549细胞的姜黄素降解速率显着降低至49.72±5.00nmol/h/µg,而NCI-H292细胞则降低至47.53±4.78nmol/h/µg,分别,与单独的姜黄素相比。一起来看,这项研究证实了TM和BP对肺癌细胞系的有效协同作用。需要进一步研究以确定其特定的协同机制。我们的发现为TM和BP的协同作用提供了重要的基础数据。
    Extensive research on medicinal herbs for bioactive compounds proposes that they could replace synthetic drugs, reducing side effects and economic burdens. Especially, interest in the synergistic benefits of natural products is increasing, implying that their combined use may enhance therapeutic effectiveness. This study aimed to explore the synergetic effects of turmeric (Curcuma longa L.) and black pepper (Piper nigrum L.) extract on lung normal (MRC-5) and cancer (A549 and NCI-H292) cell lines. The turmeric extract (TM) only affected the lung cancer cell lines, but it had no impact on the MRC-5 cell line. On the other hand, the black pepper extract (BP) did not cause any damage to either the lung normal or cancer cell lines, even at concentrations of up to 400 µg/mL. Response surface methodology was used to predict the ideal synergistic concentrations (EC50) of TM and BP, which were found to be 48.5 and 241.7 µg/mL, respectively. Notably, the selected condition resulted in higher cytotoxicity compared to the exposure to TM alone, indicating a potent synergetic effect. The rate of curcumin degradation under this combined treatment was significantly decreased to 49.72 ± 5.00 nmol/h/µg for A549 cells and 47.53 ± 4.78 nmol/h/µg for NCI-H292 cells, respectively, as compared to curcumin alone. Taken together, this study confirmed the potent synergistic effect of TM and BP on lung cancer cell lines. Further research is required to identify their specific synergetic mechanisms. Our findings provide crucial foundational data on the synergistic effects of TM and BP.
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  • 文章类型: Journal Article
    在这项研究中,合成了乙二胺包覆的还原氧化石墨烯负载的银复合材料(Ag/rGO-ED),并将其用作在NaBH4存在下脱色亚甲基蓝(MB)的有效催化剂。使用场发射扫描电子显微镜(FE-SEM)阐明了所得材料的形态,傅里叶变换红外光谱(FTIR),能量色散X射线分析(EDX),透射电子显微镜(TEM),和X射线衍射(XRD)技术。四个参数的影响(MB浓度(mg/L),NaBH4量(mM),催化剂用量(g/L),和接触时间(s))对脱色过程进行了评价和优化,采用响应面法(RSM)。对于MB的脱色,获得的最佳溶液为32.49mg/L的Co,NaBH4量为152.89mM,催化剂用量为0.83g/L,接触时间101.39s,MB脱色效率为97.73%。MB,废水中的污染物,通过Ag/rGO-ED快速脱色,效率约为97%。动力学和热力学的探索是这项工作的另一个主要重点。MB脱色的活化能(Ea)和速率常数(k)分别为37.9kJ/mol和0.0135s-1。得到的结果表明,该催化剂,一种新的复合材料,有望用于废水的脱色。
    In this study, ethylene diamine-coated reduced graphene oxide-supported silver composite (Ag/rGO-ED) was synthesized and used as an efficient catalyst for the decolorization of methylene blue (MB) in the presence of NaBH4. The morphology of the obtained material was elucidated using field emission scanning electron microscopy (FE-SEM), Fourier-transform infrared spectroscopy (FTIR), energy-dispersive X-ray analysis (EDX), transmission electron microscopy (TEM), and X-ray diffraction (XRD) techniques. The influences of four parameters (MB concentration (mg/L), NaBH4 amount (mM), catalyst amount (g/L), and contact time (s)) on the decolorization process were appraised and optimized via response surface methodology (RSM). For the decolorization of MB, the optimum solutions were obtained as Co of 32.49 mg/L, NaBH4 amount of 152.89 mM, catalyst amount of 0.83 g/L, and 101.39 s contact time with MB decolorization efficiency of 97.73%. MB, a pollutant in wastewater, was decolorized rapidly by Ag/rGO-ED with an efficiency of approximately 97%. The exploration of kinetics and thermodynamics was another major emphasis of the work. The activation energy (Ea) and rate constant (k) for the decolorization of MB were obtained as 37.9 kJ/mol and 0.0135 s-1, respectively. The obtained results show that the catalyst, a new composite material in the literature, is promising for decolorization of wastewater.
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  • 文章类型: Journal Article
    燃烧化石燃料会导致有毒气体排放增加,因此,科学家们正试图寻找替代的绿色燃料。重要的替代燃料之一是生物柴油。然而,使用生态友好的原材料是一个主要因素。可持续催化剂应该具有高性能,好活动,容易从反应细胞中分离,和可再生性。在这项研究中,为了解决上述问题,首次使用NaOH@氧化石墨烯-Fe3O4作为磁性催化剂从废弃食用油中生产生物柴油。晶体结构,功能组,用XRD研究了催化剂的比表面积和形貌,FTIR,BET,和FESEM技术。基于响应面方法的中心复合设计(RSM-CCD)用于通过超声技术生产生物柴油。在以下操作中,最大生物柴油收率为95.88%:甲醇与油的摩尔比为10.52:1,催化剂重量为3.76wt%,电压为49.58kHz,和33.29分钟的时间。生物柴油的物理化学表征基于ASTM标准。由于五个循环的再生,磁性催化剂对游离脂肪酸高度静止。动力学研究结果与一级动力学具有良好的一致性,活化能和阿伦尼乌斯常数分别为49.2kJ/min和16.47*1010min-1。
    Burning fossil fuels causes toxic gas emissions to increase, therefore, scientists are trying to find alternative green fuels. One of the important alternative fuels is biodiesel. However, using eco-friendly primary materials is a main factor. Sustainable catalysts should have high performance, good activity, easy separation from reaction cells, and regenerability. In this study, to solve the mentioned problem NaOH@Graphene oxide-Fe3O4 as a magnetic catalyst was used for the first time to generate biodiesel from waste cooking oil. The crystal structure, functional groups, surface area and morphology of catalyst were studied by XRD, FTIR, BET, and FESEM techniques. The response surface methodology based central composite design (RSM-CCD) was used for biodiesel production via ultrasonic technique. The maximum biodiesel yield was 95.88% in the following operation: 10.52:1 molar ratio of methanol to oil, a catalyst weight of 3.76 wt%, a voltage of 49.58 kHz, and a time of 33.29 min. The physiochemical characterization of biodiesel was based to ASTM standard. The magnetic catalyst was high standstill to free fatty acid due to the five cycle\'s regeneration. The kinetic study results possess good agreement with first-order kinetics as well as the activation energy and Arrhenius constant are 49.2 kJ/min and 16.47 * 1010 min-1, respectively.
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  • 文章类型: Journal Article
    铅用于许多行业,如炼油,采矿,电池制造,冶炼。由于环境中的广泛持久性及其导致的中毒特性,这些行业的铅释放是主要的公共卫生问题之一。在这项工作中,蓖麻种子壳(CSS)废物被用于制备有益的生物吸附剂,以从水中去除Pb(II)离子。用H3PO4在不同的酸浓度下修改原始CSS,浸渍比,激活时间,和温度。观察到用2M酸改性的CSS的最佳吸附能力,5mLg-1固液比,在95°C下处理160分钟。开发酸改性,SEM,XRD,和FTIR分析显示了生物质的官能团和表面形态的一些变化。物理化学变量的影响(初始铅离子浓度,pH值,吸附剂用量和吸附时间)对铅去除率进行了考察,使用响应面法(RSM)。在初始铅浓度(50mgL-1)下,原始CSS的最大去除率为72.26%,改良CSS的最大去除率为97.62%,pH(5.7),吸附时间(123min)和吸附剂用量(1.1g/100mL)。等温和动力学模型拟合了改性CSS的吸附平衡数据和动力学数据,并从热力学和能量角度评估了吸附系统。等温仔细检查表明吸附的单层性质,动力学实验结果最符合伪二阶,暗示铅离子与热酸处理CSS的相互作用是过程的速率控制现象。总的来说,结果表明,热酸处理的生物质基吸附剂可以作为一种替代的生物吸附剂去除水介质中的铅。
    Lead is used in many industries such as refining, mining, battery manufacturing, smelting. Releases of lead from these industries is one of the major public health concerns due to widespread persistence in the environment and its resulting poisoning character. In this work, the castor seed shell (CSS) waste was exploited for preparing a beneficial bio-adsorbent for removal of Pb(II) ions from water. The raw CSS was modified with H3PO4 at different acid concentrations, impregnation ratios, activation times, and temperatures. An optimum adsorption capacity was observed for CSS modified with 2 M acid, 5 mL g-1 solid to liquid ratio, treated at 95 °C for 160 min. Exploiting acid modification, the SEM, XRD, and FTIR analyses show some alterations in functional groups and the surface morphology of the biomass. The impacts of physiochemical variables (initial lead ions concentration, pH, adsorbent dose and adsorption time) on the lead removal percentage were investigated, using response surface methodology (RSM). Maximum removal of 72.26% for raw CSS and 97.62% for modified CSS were obtained at an initial lead concentration (50 mg L-1), pH (5.7), adsorption time (123 min) and adsorbent dosage (1.1 g/100 mL). Isothermal and kinetics models were fitted to adsorption equilibrium data and kinetics data for the modified CSS and the adsorption system was evaluated thermodynamically and from the energy point of view. Isothermal scrutinization indicated the mono-layer nature of adsorption, and the kinetics experimental outcomes best fitted with the pseudo-second-order, implying that the interaction of lead ions and hot acid-treated CSS was the rate-controlling phenomenon of process. Overall, results illustrated that the hot acid-treated biomass-based adsorbent can be considered as an alternative bio-adsorbent for removing lead from water media.
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  • 文章类型: Journal Article
    农业部门使用了世界上70%的淡水。当干净的水被提取出来时,地下水质量下降,使其难以种植庄稼。微咸水淡化是农业领域的一个有前途的解决方案,但是成本是采用的障碍。这项研究使用响应面法(RSM)和人工神经网络(ANN)方法研究了微咸水脱盐的肥料正向渗透(FDFO)工艺的性能。RSM模型用于确定最佳操作条件,并利用人工神经网络模型预测水通量(Jw)和反向溶质通量(Js)。两种模型都实现了高精度,RSM在预测Js方面表现优异(R2=0.9614),ANN在Jw方面表现更好(R2=0.9801)。汲取溶液(DS)浓度成为两种模型的最关键因素,对于两个输出具有100%的相对重要性。RSM确定的最佳操作条件是DS浓度为22molL-1,相同的进料溶液(FS)和DS速度为8.1cms-1。该配置产生4.386LMH的高Jw和0.392gMH的低Js。此外,该研究评估了FDFO对实际微咸地下水的适用性。结果证实了FDFO作为农业水回收可行技术的潜力。事实证明,独立的FO系统比其他海水淡化技术能耗低。然而,FO的回收率低,这可能需要进一步稀释以灌溉施肥。
    The agricultural sector uses 70% of the world\'s freshwater. As clean water is extracted, groundwater quality decreases, making it difficult to grow crops. Brackish water desalination is a promising solution for agricultural areas, but the cost is a barrier to adoption. This study investigated the performance of the fertilizer drawn forward osmosis (FDFO) process for brackish water desalination using response surface methodology (RSM) and artificial neural network (ANN) approaches. The RSM model was used to identify the optimal operating conditions, and the ANN model was used to predict the water flux (Jw) and reverse solute flux (Js). Both models achieved high accuracy, with RSM excelling in predicting Js (R2 = 0.9614) and ANN performing better for Jw (R2 = 0.9801). Draw solution (DS) concentration emerged as the most critical factor for both models, having a relative importance of 100% for two outputs. The optimal operating conditions identified by RSM were a DS concentration of 22 mol L-1, and identical feed solution (FS) and DS velocities of 8.1 cm s-1. This configuration yielded a high Jw of 4.386 LMH and a low Js of 0.392 gMH. Furthermore, the study evaluated the applicability of FDFO for real brackish groundwater. The results confirm FDFO\'s potential as a viable technology for water recovery in agriculture. The standalone FO system proves to be less energy-intensive than other desalination technologies. However, FO exhibits a low recovery rate, which may necessitate further dilution for fertigation purposes.
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