response surface methodology

响应面法
  • 文章类型: Journal Article
    为了减轻施工活动各个阶段产生的粉尘污染,减少空气中的粉尘对环境和健康的危害,这项研究利用羟乙基纤维素,甘油,以异构十三醇聚氧乙烯醚为原料配制复合化学抑尘剂。通过分析表征了抑尘剂的性能。采用单因素实验,粘合剂的最佳比例,保水剂,并确定了复合抑尘剂的表面活性剂。随后,建立了响应面模型,and,经过分析和优化,得到了复合抑尘剂中各组分的最佳质量比。在最佳比率下,对复合抑尘剂的理化性能和抗风蚀性能进行了分析。最后,抑制剂的实际应用通过施工现场的现场试验得到验证.这项研究表明,抑尘剂的最佳配方如下:0.2%羟乙基纤维素,2.097%甘油,0.693%异构十三烷醇聚氧乙烯醚,剩下的是纯净水。抑制剂是无毒的,非腐蚀性,环保,并且与水相比表现出优异的保湿性和粘结性能。研究结果为解决建筑工地粉尘污染问题提供了宝贵的见解。
    To mitigate dust pollution generated during various stages of construction activities and reduce the environmental and health hazards posed by airborne dust, this study utilized hydroxyethyl cellulose, glycerol, and isomeric tridecyl alcohol polyoxyethylene ether as raw materials to formulate a composite chemical dust suppressant. The properties of the dust suppressant were characterized through analysis. Employing single-factor experiments, the optimal proportions of the binder, water-retaining agent, and surfactant for the composite dust suppressant were determined. Subsequently, a response surface model was established, and, after analysis and optimization, the optimal mass ratios of each component in the composite dust suppressant were obtained. Under optimal ratios, the physicochemical properties and wind erosion resistance of the composite dust suppressant were analyzed. Finally, the practical application of the suppressant was validated through on-site trials at a construction site. This study revealed that the optimal formulation for the dust suppressant was as follows: 0.2% hydroxyethyl cellulose, 2.097% glycerol, 0.693% isomeric tridecyl alcohol polyoxyethylene ether, and the remainder was pure water. The suppressant is non-toxic, non-corrosive, environmentally friendly, and exhibits excellent moisture retention and bonding properties compared to water. The research findings provide valuable insights for addressing dust pollution issues on construction sites.
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  • 文章类型: Journal Article
    本研究应用不同的统计分析和机器学习(ML)方法来预测和优化加工参数对ZK30合金通过等通道角挤压(ECAP)技术加工的磨损行为。首先,ECAP的ZK30坯料已经在退火(AA)下进行了检查,1通,和路线Bc(4Bc)的4个通道。然后,通过使用实验设计(DOE)改变负载压力(P)和速度(V),对体积损失(VL)和摩擦系数(COF)方面的磨损输出响应进行了实验研究。第二步,方差分析(ANOVA),三维响应面图,和ML已被用来预测输出响应。随后,遗传算法(GA),混合DOE-GA,和多目标遗传算法技术已被用来优化输入变量。ECAP工艺的实验结果表明,与AA对应物相比,通过4Bc处理的平均晶粒尺寸显着降低了92.7%。此外,与AA对应物相比,4Bc在VL中表现出99.8%的显著改善。回归和ML预测模型都在预测数据和实际数据之间建立了显著的相关性,表明实验值和预测值非常吻合。在磨损测试的最高条件下获得不同ECAP道次下的最小VL。此外,所有ECAP道次的最小COF是在最大磨损负荷下获得的。然而,磨损过程中的最佳速度随着坯料通过次数的增加而降低,以获得最小的COF。预测ML模型和VL回归在不同磨损条件下的验证精度范围为70-99.7%,分别。
    The present research applies different statistical analysis and machine learning (ML) approaches to predict and optimize the processing parameters on the wear behavior of ZK30 alloy processed through equal channel angular pressing (ECAP) technique. Firstly, The ECAPed ZK30 billets have been examined at as-annealed (AA), 1-pass, and 4-passes of route Bc (4Bc). Then, the wear output responses in terms of volume loss (VL) and coefficient of friction (COF) have been experimentally investigated by varying load pressure (P) and speed (V) using design of experiments (DOE). In the second step, statistical analysis of variance (ANOVA), 3D response surface plots, and ML have been employed to predict the output responses. Subsequently, genetic algorithm (GA), hybrid DOE-GA, and multi-objective genetic algorithm techniques have been used to optimize the input variables. The experimental results of ECAP process reveal a significant reduction in the average grain size by 92.7% as it processed through 4Bc compared to AA counterpart. Furthermore, 4Bc exhibited a significant improvement in the VL by 99.8% compared to AA counterpart. Both regression and ML prediction models establish a significant correlation between the projected and the actual data, indicating that the experimental and predicted values agreed exceptionally well. The minimal VL at different ECAP passes was obtained at the highest condition of the wear test. Also, the minimal COF for all ECAP passes was obtained at maximum wear load. However, the optimal speed in the wear process decreased with the number of billets passes for minimum COF. The validation of predicted ML models and VL regression under different wear conditions have an accuracy range of 70-99.7%, respectively.
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  • 文章类型: Journal Article
    甘油是在兼养条件下产生良好生物质的碳源。增强藻类生物质生产中培养基的组成,提高生长速率,生物量产量,养分利用效率,和整体成本效益。在培养基中的关键营养素中,氮素起着举足轻重的作用。尿素可以有效地用作氮源,并且与其他来源相比被认为是低成本形式的氮。尿素代谢在光合作用中释放一些二氧化碳,镁在尿素吸收中起主要作用。镁是另一种关键营养素,是光合作用和其他代谢反应的关键。为了使混合营养系统中的甘油消耗最大化,并获得高生物量和脂质产量,在微藻的生长培养基中评估了MgSO4·7H2O和尿素浓度的变化。设计了使用中央复合材料设计(CCD)的响应面方法(RSM),以在初始细胞生长速率(最多4天)下最大化甘油消耗。镁和尿素的供应量从0.3到1.7gL-1不等。利用响应面法对结果进行了分析,和最高的甘油消耗率,770.2mgL-1d-1,当普通梭菌以1.7gL-1尿素生长时,观察到1.0gL-1MgSO4·7H2O。使用乙酸盐的最佳尿素和镁浓度,葡萄糖,和甘油作为碳源,在混合营养型普通梭菌培养的第4天达到相同的脂质含量(平均10%)。总的来说,结果表明,使用具有最佳镁浓度的尿素可以产生大量的脂肪酸,并且碳源极大地影响了脂肪酸的分布。
    Glycerol is a carbon source that produces good biomass under mixotrophic conditions. Enhancing the composition of culture media in algae biomass production improves growth rates, biomass yield, nutrient utilization efficiency, and overall cost-effectiveness. Among the key nutrients in the medium, nitrogen plays a pivotal role. Urea can be effectively used as a nitrogen source and is considered a low-cost form of nitrogen compared to other sources. Urea metabolism releases some CO2 in photosynthesis, and magnesium plays a major role in urea uptake. Magnesium is another key nutrient that is key in photosynthesis and other metabolic reactions. To maximize glycerol consumption in the mixotrophic system and to obtain high biomass and lipid productions, the variations in MgSO4·7H2O and urea concentrations were evaluated in the growth medium of the microalgae. A response surface methodology (RSM) using a central composite design (CCD) was designed to maximize glycerol consumption at the initial cellular growth rates (up to four days). The magnesium and urea supply varied from 0.3 to 1.7 g L-1. Response surface methodology was utilized to analyze the results, and the highest glycerol consumption rate, 770.2 mg L-1 d-1, was observed when C. vulgaris was grown at 1.7 g L-1 urea, 1.0 g L-1 MgSO4·7H2O. Using the optimal urea and magnesium concentrations with acetate, glucose, and glycerol as carbon sources, the same lipid content (10% average) was achieved on day 4 of mixotrophic C. vulgaris culture. Overall, the results show that mixotrophic growth of C. vulgaris using urea with an optimum magnesium concentration yields large amounts of fatty acids and that the carbon source greatly influences the profile of the fatty acids.
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  • 文章类型: Journal Article
    为了提高芍药苷(PF)的保留时间和疗效,已经开发了使用甘草次酸(GA)作为配体的肝靶向药物递送系统。
    GA修饰的PF脂质体(GPL)的开发和优化已显示出靶向肝脏的有希望的潜力,为肝病治疗开辟了新的可能性。
    本研究旨在使用单因素实验和响应面方法确定最佳处方。使用透射电子显微镜测定制剂形态。通过体内成像观察组织分布,并进行了药代动力学研究。
    结果表明,GPL,采用薄膜分散法和响应面优化法制备,表现出良好的分散和均匀大小的颗粒。与PF单体相比,GPL的体外释放速率较慢,表明持续释放的效果。与非靶向脂质体相比,GA的肝靶向能力导致靶向脂质体的肝中更强的荧光信号。此外,药代动力学研究表明,GPL显著延长了PF在血液中的停留时间,从而有助于延长疗效。
    这些发现表明,在控制药物释放和将药物输送到特定靶标方面,GPL比PF单体更有效,强调PF作为肝脏保护药物的潜力。
    UNASSIGNED: To enhance the retention times and therapeutic efficacy of paeoniflorin (PF), a liver-targeted drug delivery system has been developed using glycyrrhetinic acid (GA) as a ligand.
    UNASSIGNED: The development and optimization of GA-modified PF liposomes (GPLs) have shown promising potential for targeted delivery to the liver, opening up new possibilities for liver disease treatment.
    UNASSIGNED: This study aimed to identify the best prescriptions using single-factor experiments and response surface methodology. The formulation morphology was determined using transmission electron microscopy. Tissue distribution was observed through in vivo imaging, and pharmacokinetic studies were conducted.
    UNASSIGNED: The results indicated that GPLs, prepared using the thin film dispersion method and response surface optimization, exhibited well-dispersed and uniformly sized particles. The in vitro release rate of GPLs was slower compared to PF monomers, suggesting a sustained release effect. The liver-targeting ability of GA resulted in stronger fluorescence signals in the liver for targeted liposomes compared to non-targeted liposomes. Furthermore, pharmacokinetic studies demonstrated that GPLs significantly prolonged the residence time of PF in the bloodstream, thereby contributing to prolonged efficacy.
    UNASSIGNED: These findings suggest that GPLs are more effective than PF monomers in terms of controlling drug release and delivering drugs to specific targets, highlighting the potential of PF as a liver-protective drug.
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  • 文章类型: Journal Article
    下颌骨的节段性身体缺陷导致受影响区域的完全丧失。在我们之前的研究中,我们在一项动物研究中调查了带有减压装置(PRD)的定制下颌骨假体(CMP)的临床适用性。在这项研究中,我们进一步将牙科植入物纳入CMP,并探索了牙科植入物PRD(iPRD)设计的使用。
    通过采用有限元分析方法,我们创建了4种类型的CMP:CMP,CMP与iPRD,CMP-PRD,和CMP-PRD与iPRD。我们为iPRD开发了2个参数:上部的锥体长度(CL)和下部的弹簧间距(SP)。使用响应面方法(RSM),我们为iPRD确定了最合适的结构分配。
    我们的结果表明,CMP-PRD在整个组件中具有最高的vonMises应力值(1076.26MPa)。对于固定螺钉和支座,带有iPRD的CMP具有最高的vonMises应力值(319.97和452.78MPa,分别)。CMP-PRD在前下颌骨中具有最高的主应力(131.66MPa)。iPRD降低了前下颌骨和后下颌骨的主应力。使用RSM,我们产生了25个组进行比较,以获得iPRD最有利的结果,在进一步的临床试验中,我们可能建议CL为12mm,SP为0.4mm.
    在CMP中使用PRD和iPRD可以解决与CMP相关的挑战,从而促进其在临床实践中的使用。
    UNASSIGNED: Segmental body defects of the mandible result in the complete loss of the affected region. In our previous study, we investigated the clinical applicability of a customized mandible prosthesis (CMP) with a pressure-reducing device (PRD) in an animal study. In this study, we further incorporated dental implants into the CMP and explored the use of dental implant PRD (iPRD) designs.
    UNASSIGNED: By employing a finite element analysis approach, we created 4 types of CMP: CMP, CMP with iPRD, CMP-PRD, and CMP-PRD with iPRD. We developed 2 parameters for the iPRD: cone length (CL) in the upper part and spring pitch (SP) in the lower part. Using the response surface methodology (RSM), we determined the most suitable structural assignment for the iPRD.
    UNASSIGNED: Our results indicate that CMP-PRD had the highest von Mises stress value for the entire assembly (1076.26 MPa). For retentive screws and abutments, CMP with iPRD had the highest von Mises stress value (319.97 and 452.78 MPa, respectively). CMP-PRD had the highest principal stress (131.66 MPa) in the anterior mandible. The iPRD reduced principal stress in both the anterior and posterior mandible. Using the RSM, we generated 25 groups for comparison to achieve the most favorable results for the iPRD and we might suggest the CL to 12 mm and the SP to 0.4 mm in the further clinical trials.
    UNASSIGNED: Use of the PRD and iPRD in CMP may resolve the challenges associated with CMP, thereby promoting its usage in clinical practice.
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  • 文章类型: Journal Article
    单独的生物水处理技术通常证明在生物单元水产养殖的后期阶段中去除积累的高浓度氮和磷是无效的。为了解决这个问题,我们将先前开发的自养反硝化和硝化集成人工湿地(ADNI-CW)与微藻膜光生物反应器(MPBR)集成在一起。在进水高氮、磷污染负荷下,独立的ADNI-CW系统对总氮(TN)的去除率仅为24.17%±2.82%,对总磷(TP)的去除率仅为25.30%±2.59%。小球藻MPBR中TN和TP降解和微藻生物量生产的最佳条件,使用响应面方法确定,接种物OD680为0.394,光强为161.583μmol/m2/s,光周期为16.302h光照:7.698h黑暗。在最佳操作条件下,集成的ADNI-CW-MPBR系统实现了显著的TN和TP去除率,分别为92.63%±2.8%和77.46%±8.41%,分别,和54.58±6.8mg/L/天的大量微藻生物量产量。这一成就标志着从高污染负荷的海水养殖废水中高效脱氮除磷的成功实现,并获得了有价值的微藻生物质。对MPBR系统不同运行阶段的微生物群落组成和藻-细菌相互作用的初步调查表明,未分类的_d_细菌,绿藻门,和植物细胞是主要的门。细菌和小球藻之间的协作关系超越了竞争,确保MPBR系统高效脱氮除磷。本研究为水产养殖业的绿色可持续发展奠定了基础。
    Individual biological water treatment techniques often prove ineffective in removing accumulated high concentrations of nitrogen and phosphorus in the late stages of biofloc aquaculture. To address this issue, we integrated a previously developed autotrophic denitrification and nitrification integrated constructed wetland (ADNI-CW) with a microalgal membrane photobioreactor (MPBR). Under high nitrogen and phosphorus pollution loads in the influent, the standalone ADNI-CW system achieved removal rates of only 24.17 % ± 2.82 % for total nitrogen (TN) and 25.30 % ± 2.59 % for total phosphorus (TP). The optimal conditions for TN and TP degradation and microalgal biomass production in the Chlorella MPBR, determined using response surface methodology, were an inoculum OD680 of 0.394, light intensity of 161.583 μmol/m2/s, and photoperiod of 16.302 h light:7.698 h dark. Under the optimal operating conditions, the integrated ADNI-CW-MPBR system achieved remarkable TN and TP removal rates of 92.63 % ± 2.8 % and 77.46 % ± 8.41 %, respectively, and a substantial microalgal biomass yield of 54.58 ± 6.8 mg/L/day. This accomplishment signifies the successful achievement of efficient nitrogen and phosphorus removal from high-pollution-load marine aquaculture wastewater along with the acquisition of valuable microalgal biomass. A preliminary investigation of the microbial community composition and algal-bacterial interactions in different operational stages of the MPBR system revealed that unclassified_d__Bacteria, Chlorophyta, and Planctomycetes were predominant phyla. The collaborative relationships between bacteria and Chlorella surpassed competition, ensuring highly efficient nitrogen and phosphorus removal in the MPBR system. This study laid the foundation for the green and sustainable development of the aquaculture industry.
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  • 文章类型: Journal Article
    在这项研究中,干酪乳杆菌NCIM5752,一种新的分离物,已被探索用于益生菌特性,并且在胆汁盐存在下显示出显着的胆汁盐水解酶活性和胆固醇降低活性(56.7±0.27%)。它还对卵磷脂酶和明胶酶的产生进行了阴性测试,表明其非致病性。测试菌株能够耐受2.0和3.0的pH,3小时后63.42和94.7%的细胞存活。干酪乳杆菌在二甲苯中显示出85.3%的自动聚集和22.5%的表面疏水性,在己烷中显示出19.4%的表面疏水性。探索了Paneer乳清作为生长乳酸菌的替代培养基配方的基本原料。发现Paneer乳清含有乳糖(4.15%),蛋白质(0.42%),矿物质含量丰富。采用响应面法优化具有三个独立变量酵母提取物(X1)的培养基组成,葡萄糖(X2),和磷酸氢二钾(X3),并且将响应-Y设定为以logCFU/ml获得的生物量。将它们补充到paneer乳清培养基中以生长该菌株。二阶多项式回归模型预测,在酵母提取物的最佳组成为16.22g/L时,最大细胞质量产量为11.30±0.5logCFU/ml,19.31g/L葡萄糖,和2.12g/L的磷酸氢二钾在Paneer乳清培养基中。进行了实验以验证RSM结果,生物量为11.27±0.50logCFU/ml,这与RSM预测的产量非常吻合。通过应用发酵策略,生物量增加到5.56±0.34g/L细胞干重,相当于11.58±0.24logCFU/ml。新优化的培养基具有显著的成本效益,并且产生比常规MRS培养基多26.45%的生物质。这种优化的培养基可以应用于益生菌的大规模生物质生产。
    在线版本包含补充材料,可在10.1007/s13205-023-03899-z获得。
    In this study, Lacticaseibacillus casei NCIM 5752, a new isolate has been explored for probiotic properties and has shown significant bile salt hydrolase activity and cholesterol-reducing activity (56.7 ± 0.27%) in the presence of bile salts. It also tested negative for the production of lecithinase and gelatinase, indicating its non-pathogenic nature. The test strain was able to tolerate pH of 2.0 and 3.0 with 63.42 and 94.7% of the cells survived after 3 h. L. casei showed auto-aggregation of 85.3% and surface hydrophobicity of 22.5% in xylene and 19.4% in hexane. Paneer whey was explored as a basic raw material for alternative media formulation for growing lactic acid bacteria. Paneer whey was found to contain lactose (4.15%), protein (0.42%), and rich in mineral content. Response surface methodology was employed to optimize the medium composition with three independent variables yeast extract (X1), dextrose (X2), and dipotassium hydrogen phosphate (X3), and the response-Y was set to biomass obtained in terms of log CFU/ml. They were supplemented to paneer whey medium for growing this strain. The second-order polynomial regression model predicted that the maximum cell mass production of 11.30 ± 0.5 log CFU/ml at optimal composition of 16.22 g/L of yeast extract, 19.31 g/L of dextrose, and 2.12 g/L of dipotassium hydrogen phosphate in paneer whey medium. Experiments were conducted to validate the RSM results, and the biomass achieved was 11.27 ± 0.50 log CFU/ml, which is in close agreement with the yield predicted by the RSM. By applying the fermentation strategy, the biomass was increased to 5.56 ± 0.34 g/L dry cell weight corresponding to 11.58 ± 0.24 log CFU/ml. The newly optimized media was significantly cost-effective and produced 26.45% more biomass than the conventional MRS media. This optimized media may find application for the large-scale biomass production of probiotics.
    UNASSIGNED: The online version contains supplementary material available at 10.1007/s13205-023-03899-z.
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  • 文章类型: Journal Article
    本研究旨在对超声化学嵌入介孔二氧化硅基质中的Cu-Ti-O异质结的光催化性能和性能进行综合评估。进行了各种表征分析和吸附/光降解实验以评估样品去除四环素(TC)的潜力。表征结果表明,超声处理有助于更好地分散Ti-Cu-O物种,导致10-20nm范围内更均匀的粒径,更强的半导体-二氧化硅相互作用,和较少的团聚。此外,超声处理显着影响光学纳米复合材料的特征,导致电荷载流子分离的改善和Ti-Cu-Si(S)的带隙降低约2.5eV。根据纹理结果,超声微射流增加了表面积和孔隙体积,这有利于传质并为TC分子提供合适的吸附位点。因此,Cu-Ti-Si(S)表现出更高的吸附容量(0.051gTC/g吸附剂),并且消除TC的速度明显更快(0.0054Lmg-1。min-1)比未超声处理的样品在120分钟的辐照过程中,导致恒定速率提高18倍。此外,实验结果被精确地建模使用中心复合设计结合响应面方法(RSM)和人工神经网络(ANN)来预测和优化TC光降解。RSM和ANN模型都显示了TC降解效率的出色可预测性,R2=99.59和99.71%,分别。在最佳操作条件下(CTC=20ppm,催化剂用量=1.15g。L-1,pH=9,辐照时间=100分钟),超过95%和87%的TC在紫外线(375W)和模拟太阳光(400W)照射期间降解,分别。观察到,Cu-Ti-Si(S)纳米复合材料在四个循环后保持了显着的稳定性,活性损失仅为微不足道的3%,由于双金属异质结和二氧化硅基质之间的优异相互作用。
    This study aims to provide a comprehensive evaluation of the photocatalytic properties and performance of the Cu-Ti-O heterojunction sonochemically embedded in the mesoporous silica matrix. Various characterization analyses and adsorption/photodegradation experiments were performed to assess the potential of the sample for tetracycline (TC) removal. The characterization results indicated that sonication contributes to better dispersion of Ti-Cu-O species, resulting in more uniform particle sizes, stronger semiconductors-silica interaction, and less agglomeration. Furthermore, sonication significantly affected the optical nanocomposite features, leading to an improvement in charge carrier separation and a decrease in the band gap of Ti-Cu-Si (S) by approximately 2.6 eV. Based on the textural results, the ultrasound microjets increased the surface area and pore volume, which facilitate mass transfer and provide suitable adsorption sites for TC molecules. Accordingly, Cu-Ti-Si (S) demonstrated higher adsorption capacity (0.051 g TC/g adsorbent) and eliminated TC significantly faster (0.0054 L.mg-1.min-1) than a non-sonicated sample during 120 min of irradiation, resulting in 2.84 times improvement in the constant rate. In addition, experimental results were accurately modeled using a central composite design in combination with response surface methodology (RSM) and artificial neural networks (ANN) to predict and optimize TC photodegradation. Both RSM and ANN models revealed excellent predictability for TC degradation efficiency, with R2 = 99.47 and 99.71%, respectively. At optimal operational conditions (CTC = 20 ppm, photocatalyst dosage = 1.15 g.L-1, pH = 9, and irradiation time = 100 min), more than 95% and 87% of TC were degraded within the UV (375 W) and simulated solar light (400 W) irradiation periods, respectively. It was observed that the Cu-Ti-Si (S) nanocomposite maintained remarkable stability after four cycles with only a negligible 3% loss of activity, owing to the superior interaction between the bimetallic heterojunction and the silica matrix.
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  • 文章类型: Journal Article
    一个活跃的,高表面积,可回收,磁性,基本的,氧化铁基纳米催化剂是从香蕉叶废料中开发的,用于微波辅助大豆油酯交换为生物柴油。根据哈米特指标,催化剂具有15 An active, high surface area, recyclable, magnetic, basic, iron oxide-based nanocatalyst was developed from banana leaves waste and used for microwave-assisted transesterification of soybean oil to biodiesel. According to the Hammett indicator, the catalyst has a high total basicity of 15 < H < 18.4. After optimization through the response surface methodology, the reaction allows 96.5 % biodiesel yield in the presence of 24:1 methanol to soybean oil molar ratio, 6 wt% BLW@Fe3O4, 0.5 h at 65 °C. The magnetic nature of the catalyst improves reusability for up to 6 cycles. Thermodynamic analyses showed that transesterification of soybean oil to biodiesel is an endothermic reaction. Moreover, the catalyst has the potential to reduce biodiesel production costs by utilizing abundant biomass waste materials. The calculated cost for 1 kg of catalyst is $1.14, while the biodiesel\'s cost per kg produced in this work is merely $1.05, showing high commercial viability.
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  • 文章类型: Journal Article
    地塞米松(DXM)是一种广泛使用的药物,由于其处理不当和废水处理厂的去除不完全,因此在水环境中经常被识别出来。传统的废水处理工艺无法实现,使得研究人员非常重视研究和开发有效的废水处理系统。这项工作涉及集成的电过氧/颗粒活性炭(EP/US/GAC)工艺在水环境中降解地塞米松(DXM)和实际制药废水的修复中的研究。采用基于中心组合设计的响应面法(RSM-CCD)和基于遗传算法的人工神经网络(ANN-GA)两种方法对过程进行建模和优化。两种模型都为根据统计线性和非线性度量(对于ANN-GA和RSM-CCD,R2=0.9998和0.9996以及RMSE=0.2128和0.1784,分别)。优化研究为ANN-GA和RSM-CCD方法提供了相同的结果,其中在pH=9.3,操作时间=10分钟时达到大约完全的DEX氧化,美国功率=300W/L,施加电流=470mA,和电解质浓度=0.05M。协同研究表明,与单独的US和EP方法相比,EP/US/GAC方法产生82%的协同指数。集成过程的计算能耗为2.79kWh/gCOD。叔丁醇和对苯醌的猝灭试验表明,HO•自由基对DEX降解的贡献最大。EP/US/GAC工艺在实际制药废水修复中的效率显示COD含量显著下降(180分钟后去除率为92%),处理时间100min后,初始BOD/COD比值为0.27,最高可达0.7。EP/US/GAC系统的性能稳定性显示去除效率没有显著下降,阳极表面铅离子的泄漏可以忽略不计,低于WHO的饮用水指南。一般来说,这项研究工作表明,集成的EP/US/GAC系统提高了降解效率,可以作为生物处理工艺之前的预处理步骤,用于修复顽固的废水。
    Dexamethasone (DXM) is a broadly used drug, which is frequently identified in the water environments due to its improper disposal and incomplete removal in wastewater treatment plant. The inability of conventional treatment processes of wastewater causes that researchers pay a great attention to study and develop effective wastewater treatment systems. This work deals with the study of integrated electro-peroxone/granular activated carbon (EP/US/GAC) process in the degradation of dexamethasone (DXM) from a water environment and the remediation of real pharmaceutical wastewater. Two approaches of response surface methodology based on central composite design (RSM-CCD) and artificial neural network based on algorithm genetic (ANN-GA) were employed for modeling and optimization of the process. Both the models presented significant adequacy for modeling and prediction of the process according to statistical linear and nonlinear metrics (R2 = 0.9998 and 0.9996 and RMSE = 0.2128 and 0.1784 for ANN-GA and RSM-CCD, respectively). The optimization study provided the same outcomes for both ANN-GA and RSM-CCD approaches, where approximately complete DEX oxidation was achieved at pH = 9.3, operating time = 10 min, US power = 300 W/L, applied current = 470 mA, and electrolyte concentration = 0.05 M. A synergistic study signified that the EP/US/GAC process made an 82% synergy index as compared to the individual US and EP processes. The calculated energy consumption for the integrated process was achieved to be 2.79 kW h/gCOD. Quenching test by tert-butanol and p-benzoquinone revealed that HO• radical possessed the largest contribution in DEX degradation. The efficiency of EP/US/GAC process in the remediation of real pharmaceutical wastewater showed a significant decline in COD content (92% removal after 180 min), and the ratio of initial BOD/COD ratio of 0.27 was elevated up to 0.7 after 100 min treatment time. The performance stability of EP/US/GAC system showed no remarkable drop in removal efficiency, and leakage of lead ions from the anode surface was negligible and below WHO guideline for drinking water. Generally, this research work manifested that the integrated EP/US/GAC system elevated the degradation efficiency and can be proposed as a pretreatment step before biological treatment processes for the remediation of recalcitrant wastewaters.
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