response surface model

  • 文章类型: Journal Article
    为了延长钛合金产品的使用寿命,有必要改进抛光方法,以减少工件表面的残留缺陷。本文采用Halbach阵列辅助的钛合金磁性磨粒抛光方法。首先对磁场强度的分布进行了模拟和验证,以了解本工作中使用的Halbach阵列的特性。然后,通过进行抛光试验,研究了抛光工具的抛光性能,旨在显示剪切力与表面粗糙度随抛光时间的关系,并对抛光过程中的表面形貌进行了分析。响应面模型建立后,对最佳抛光参数进行了研究,以获得最大剪切力和最小表面粗糙度的合适参数。结果表明,可以达到最大剪切力6.11N和最小表面粗糙度Sa88nm,分别,在(1)抛光工具速度为724.254r·min-1,工作间隙为0.5mm的条件下,磨料粒度为200μm;(2)抛光工具速度为897.87r·min-1,工作间隙为0.52mm,和160μm的磨料粒度。
    To extend the working life of products made of titanium alloy, it is necessary to improve the polishing method to diminish the remaining defects on the workpiece surface. The Halbach array-assisted magnetic abrasive particle polishing method for titanium alloy was employed in this work. The distribution of magnetic field strength was simulated and verified at first to learn the characteristics of the Halbach array used in this work. Then, the polishing performance of the polishing tool was studied by conducting the polishing test, which aimed to display the relationship between shear force and surface roughness with polishing time, and the surface morphology during polishing was also analyzed. Following the establishment of the response surface model, a study on the optimal polishing parameters was conducted to obtain the suitable parameters for maximum shear force and minimum surface roughness. The results show that the maximum shear force 6.11 N and minimum surface roughness Sa 88 nm can be attained, respectively, under the conditions of (1) polishing tool speed of 724.254 r·min-1, working gap of 0.5 mm, and abrasive particle size of 200 μm; and (2) polishing tool speed of 897.87 r·min-1, working gap of 0.52 mm, and abrasive particle size of 160 μm.
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  • 文章类型: Journal Article
    壳聚糖,从几丁质中获得的生物聚合物,以其对染料的卓越吸附能力而闻名,毒品,和脂肪,以及其多样化的抗菌特性。本研究探索了从鸡毒菌丝体中提取壳聚糖并进行表征。水分含量,灰分含量,水结合能力,脂肪结合能力,并测定了提取的壳聚糖的脱乙酰度。壳聚糖具有70%的高收率,结晶度为49.07%,86%的脱乙酰度,和有效的抗革兰氏阴性和革兰氏阳性细菌的抗菌性能。该研究还通过分析pH等特定因素来检查壳聚糖去除亚甲基蓝(MB)染料的吸附能力,反应时间,和MB浓度使用响应面模型。在pH为6,反应时间约为60分钟和初始染料浓度为16ppm时,MB染料的最高去除率为91.6%。本实验设计可应用于壳聚糖对染料等其他有机化合物的吸附,蛋白质,毒品,和脂肪。
    Chitosan, a biopolymer obtained from chitin, is known for its remarkable adsorption abilities for dyes, drugs, and fats, and its diverse array of antibacterial characteristics. This study explores the extraction and characterization of chitosan from the mycelium of Amanita phalloides. The moisture content, ash content, water binding capacity, fat binding capacity, and degree of deacetylation of the extracted chitosan were determined. The chitosan exhibited a high yield of 70%, crystallinity of 49.07%, a degree of deacetylation of 86%, and potent antimicrobial properties against both Gram-negative and Gram-positive bacteria. The study also examined the adsorption capabilities of chitosan to remove methylene blue (MB) dye by analysing specific factors like pH, reaction time, and MB concentration using the response surface model. The highest degree of MB dye removal was 91.6% at a pH of 6, a reaction time of around 60 min and an initial dye concentration of 16 ppm. This experimental design can be applied for chitosan adsorption of other organic compounds such as dyes, proteins, drugs, and fats.
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  • 文章类型: Journal Article
    葡萄果渣是从葡萄酒生产中获得的主要副产品,仍然富含生物活性化合物。在通过可持续方法进行废物/副产品再利用的框架内,在这项工作中,使用了各种绿色方法从“Sangiovese”葡萄酿酒产生的果渣中回收花青素。超声和微波辅助提取(UAE和MAE)与绿色溶剂的使用相结合,如酸化水,乙醇/水混合物,和天然深共晶溶剂(NaDES),并将其功效与基于甲醇/酸化水混合物的常规方法进行了比较。阿联酋的总花色苷指数范围为36.9至75.2mg/gDW,MAE的DW从54.4到99.6mg/g,而常规提取的DW为47.1mg/g。将实验设计(DoE)方法应用于MAE,最有效的技术。温度,时间,固液比设置为X变量,而malvidin-3-O-葡萄糖苷含量和抗氧化活性被用作响应变量,通过高效液相色谱-二极管阵列检测(HPLC-DAD)和2,2-二苯基-1-吡啶酰肼(DPPH)测定,分别。温度和时间与提取物的抗氧化活性呈正相关,而当考虑malvidin-3-O-葡糖苷浓度作为响应变量时,发现为阴性。因此,温度的最佳条件,时间和固液比根据所选择的变量而不同.结果强调了使用响应面方法时选择准确响应的重要性。
    Grape pomace is the main by-product obtained from wine production that is still enriched in bioactive compounds. Within a framework of waste/by-product reuse through a sustainable approach, various green methods were utilized in this work to recover anthocyanins from the pomace resulting from \"Sangiovese\" grape vinification. Ultrasound- and Microwave-Assisted Extractions (UAE and MAE) were coupled with the use of green solvents, such as acidified water, an ethanol/water mixture, and Natural Deep Eutectic Solvents (NaDES), and their efficacy was compared with that of a conventional method based on a methanol/acidified water mixture. The Total Anthocyanin Index ranged from 36.9 to 75.2 mg/g DW for UAE, and from 54.4 to 99.6 mg/g DW for MAE, while resulting in 47.1 mg/g DW for conventional extraction. A Design of Experiments (DoE) approach was applied to MAE, the most efficient technique. Temperature, time, and the solid-to-liquid ratio were set as X variables, while malvidin-3-O-glucoside content and antioxidant activity were used as response variables, measured by High-Performance Liquid Chromatography with Diode Array Detection (HPLC-DAD) and 2,2-Diphenyl-1-picrylhydrazyl (DPPH) assay, respectively. The correlation between temperature and time and the antioxidant activity of the extract was positive, while it was found to be negative when considering malvidin-3-O-glucoside concentration as a response variable. Thus, the optimal conditions in temperature, time and solid-to-liquid ratio were different depending on the chosen variable. The results underline the importance of selecting an accurate response when using the response surface methodology approach.
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  • 文章类型: Journal Article
    响应面模型(RSM)是现代麻醉的新趋势。RSM在麻醉领域表现出显著的适用性。然而,RSM和logistic回归(LR)在不同手术中的比较分析在当前文献中仍然相对有限。我们假设使用具有响应面模型(RSM)和逻辑回归(LR)的全静脉麻醉(TIVA)技术可以预测接受电视辅助开胸手术(VATS)的患者麻醉的出现。本研究旨在证明LR,像RSM一样,可用于提高患者安全性并实现手术后恢复(ERAS)。这是一个潜在的,观察性研究与数据再分析。纳入了29名患者(美国麻醉医师协会(ASA)II级和III级),他们在TIVA下接受了VATS进行选择性肺或纵隔手术。我们监测了麻醉的出现,并记录了确切的恢复反应时间点(RR)。检查了不同浓度的影响,并将其纳入RSM和LR。Greco和LR模型的受试者工作特征(ROC)曲线面积分别为0.979(置信区间:0.987至0.990)和0.989(置信区间:0.989至0.990),分别。这两个模型在预测恢复反应的概率方面没有显着差异。总之,LR模式有效,可应用于接受VATS或其他类似模式手术的患者.此外,RSM明显更复杂,精度与LR模型相似;然而,LR模型更易于访问。因此,LR模型是一种更简单的工具,可以预测在TIVA联合瑞芬太尼和丙泊酚下接受VATS的患者的觉醒.
    Response surface models (RSMs) are a new trend in modern anesthesia. RSMs have demonstrated significant applicability in the field of anesthesia. However, the comparative analysis between RSMs and logistic regression (LR) in different surgeries remains relatively limited in the current literature. We hypothesized that using a total intravenous anesthesia (TIVA) technique with the response surface model (RSM) and logistic regression (LR) would predict the emergence from anesthesia in patients undergoing video-assisted thoracotomy surgery (VATS). This study aimed to prove that LR, like the RSM, can be used to improve patient safety and achieve enhanced recovery after surgery (ERAS). This was a prospective, observational study with data reanalysis. Twenty-nine patients (American Society of Anesthesiologists (ASA) class II and III) who underwent VATS for elective pulmonary or mediastinal surgery under TIVA were enrolled. We monitored the emergence from anesthesia, and the precise time point of regained response (RR) was noted. The influence of varying concentrations was examined and incorporated into both the RSM and LR. The receiver operating characteristic (ROC) curve area for Greco and LR models was 0.979 (confidence interval: 0.987 to 0.990) and 0.989 (confidence interval: 0.989 to 0.990), respectively. The two models had no significant differences in predicting the probability of regaining response. In conclusion, the LR model was effective and can be applied to patients undergoing VATS or other procedures of similar modalities. Furthermore, the RSM is significantly more sophisticated and has an accuracy similar to that of the LR model; however, the LR model is more accessible. Therefore, the LR model is a simpler tool for predicting arousal in patients undergoing VATS under TIVA with Remifentanil and Propofol.
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  • 文章类型: Journal Article
    具有所需阳离子度和分子量的阳离子聚丙烯酰胺(CPAMs)的合成对于各种行业至关重要,包括废水处理,采矿,paper,化妆品化学,和其他人。先前的研究已经证明了优化合成条件以获得高分子量CPAM乳液的方法以及阳离子度对絮凝过程的影响。然而,尚未讨论优化输入参数以获得具有所需阳离子度的CPAMs。传统的优化方法在现场生产CPAM时耗时且成本高,因为CPAM合成的输入参数是使用单因素实验进行优化的。在这项研究中,我们利用响应面法来优化合成条件,特别是单体浓度,阳离子单体的含量,以及发起人的内容,以获得具有所需阳离子度的CPAM。这种方法克服了传统优化方法的缺点。我们成功合成了三种阳离子度范围广泛的CPAM乳液:低(21.85%),中等(40.25%),和高(71.17%)水平的阳离子度。这些CPAM的优化条件如下:单体浓度为25%,单体阳离子含量为22.5%,44.41%,和77.61%,分别,引发剂含量为0.475%,0.48%,和0.59%,分别。所开发的模型可用于快速优化合成具有不同阳离子度的CPAM乳液的条件,以满足废水处理应用的需求。合成的CPAM产品在废水处理中有效地进行,处理后的废水符合技术调节参数。1H-NMR,FTIR,SEM,BET,动态光散射,和凝胶渗透色谱用于确认聚合物的结构和表面。
    The synthesis of cationic polyacrylamides (CPAMs) with the desired cationic degree and molecular weight is essential for various industries, including wastewater treatment, mining, paper, cosmetic chemistry, and others. Previous studies have already demonstrated methods to optimize synthesis conditions to obtain high-molecular-weight CPAM emulsions and the effects of cationic degrees on flocculation processes. However, the optimization of input parameters to obtain CPAMs with the desired cationic degrees has not been discussed. Traditional optimization methods are time-consuming and costly when it comes to on-site CPAM production because the input parameters of CPAM synthesis are optimized using single-factor experiments. In this study, we utilized the response surface methodology to optimize the synthesis conditions, specifically the monomer concentration, the content of the cationic monomer, and the content of the initiator, to obtain CPAMs with the desired cationic degrees. This approach overcomes the drawbacks of traditional optimization methods. We successfully synthesized three CPAM emulsions with a wide range of cationic degrees: low (21.85%), medium (40.25%), and high (71.17%) levels of cationic degree. The optimized conditions for these CPAMs were as follows: monomer concentration of 25%, content of monomer cation of 22.5%, 44.41%, and 77.61%, respectively, and initiator content of 0.475%, 0.48%, and 0.59%, respectively. The developed models can be utilized to quickly optimize conditions for synthesizing CPAM emulsions with different cationic degrees to meet the demands of wastewater treatment applications. The synthesized CPAM products performed effectively in wastewater treatment, with the treated wastewater meeting the technical regulation parameters. 1H-NMR, FTIR, SEM, BET, dynamic light scattering, and gel permeation chromatography were employed to confirm the structure and surface of the polymers.
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  • 文章类型: Journal Article
    推广用机制砂全面替代天然砂,进行了一项研究,以确定添加聚丙烯纤维(PPFs)以增加人造砂混凝土(MSC)的抗弯强度和抗碳化性的效果。以PPF的含量和长度为变量,采用2×3阶乘设计,建立了碳化深度预测模型和响应面模型(RSM)。使用X射线衍射(XRD)和扫描电子显微镜(SEM)分析了聚丙烯纤维增强的人造砂混凝土(PPF-MSC)的相组成和微观结构。结果表明,添加不同含量和长度的PPF能不同程度地提高PPF-MSC的抗弯强度,同时减少碳化深度和增加碳化28天后的动态弹性模量。通过添加1kg/m3的12mmPPF,可以获得PPF-MSC的最高弯曲强度(6.12MPa)和耐碳化性,而碳化深度和碳化28天后动态弹性模量的增加保持在最小2.26%和1.94mm,分别。建立了PPF-MSC碳化深度的预测模型,得到了PPF含量和长度以及碳化时间的计算公式。从RSM获得以下结果:与PPF长度相比,PPF含量对PPF-MSC抗弯强度影响较大,对PPF-MSC抗碳化能力影响较小;PPF含量与长度之间无显著交互作用;预测值与实测值接近,表明该模型具有很高的可靠性。碳化28天后PPF-MSC和MSC的XRD图案和SEM显微照片的比较显示,PPF-MSC的碳化区域的图案中CaCO3的峰强度比MSC的低,PPF-MSC中的表面孔和裂纹比MSC少得多。这些结果表明,添加PPF增加了MSC的紧密度,并产生了对水分子和二氧化碳(CO2)侵蚀的有效抵抗力。从而提高MSC的抗弯强度和抗碳化能力。
    To popularize the complete replacement of natural sand with manufactured sand, a study was performed to determine the effect of adding polypropylene fibres (PPFs) to increase the bending strength and carbonization resistance of manufactured sand concrete (MSC). A 2 × 3 factorial design with the content and length of PPF as variables was used to establish a carbonization depth prediction model and a response surface model (RSM). The phase composition and microstructure of polypropylene-fibre-reinforced manufactured sand concrete (PPF-MSC) were analysed using X-ray diffraction (XRD) and scanning electron microscopy (SEM). The results show the addition of PPF with different contents and lengths increases the bending strength of PPF-MSC to varying degrees, while reducing the carbonization depth and increasing the dynamic elastic modulus after 28 days of carbonization. The highest bending strength (6.12 MPa) and carbonization resistance of PPF-MSC are obtained by the addition of 1 kg/m3 of 12 mm PPF, while the carbonization depth and an increase in the dynamic elastic modulus after 28 days of carbonization are maintained at a minimum of 2.26% and 1.94 mm, respectively. A prediction model was established to obtain a formula for the PPF-MSC carbonization depth in terms of the content and length of PPF and the carbonization time. The following results were obtained from the RSM: compared to the PPF length, the PPF content has a larger impact on the PPF-MSC bending strength and a smaller impact on the PPF-MSC carbonization resistance; there is no significant interaction between the content and length of PPF; and the predicted and measured values are close, indicating that the model is highly reliable. A comparison of the XRD patterns and SEM micrographs of PPF-MSC and MSC after 28 days of carbonization show a lower peak intensity of CaCO3 in the pattern for the carbonized area for PPF-MSC than for MSC and considerably fewer surface pores and cracks in PPF-MSC than in MSC. These results indicate that the addition of PPF increases the compactness of MSC and creates an effective resistance to the erosion by water molecules and carbon dioxide (CO2), thus enhancing the bending strength and carbonization resistance of MSC.
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  • 文章类型: Journal Article
    分散液液微萃取与液相色谱-大气压化学电离-串联质谱法结合使用,以定量维生素强化乳液中的维生素K1和K2,并使用响应面法结合Box-Behnken设计优化了重要的微提取参数。在最佳微萃取条件下,获得了两种维生素在宽浓度范围(1-1000μg/L)的高度线性(R2>.999)校准曲线,维生素回收率超过90%。维生素K1的检测限和定量限分别等于1.89和5.72μg/L,维生素K2分别为5.00和15.15μg/L。当应用于维生素K纳米乳液和固体脂质纳米颗粒时,所开发的方法取得了优异的效果,优于目前采用的韩国食品法典方法,因此,对维生素强化食品中维生素K的定量具有很大的希望。
    Dispersive liquid-liquid microextraction was used in conjunction with liquid chromatography-atmospheric pressure chemical ionization-tandem mass spectrometry to quantitate vitamins K1 and K2 in vitamin-fortified emulsions, and vital microextraction parameters were optimized using response surface methodology coupled with Box-Behnken design. Under optimal microextraction conditions, highly linear (R 2 > .999) calibration curves were obtained for both vitamins in a broad concentration range (1-1000 μg/L), and vitamin recoveries exceeded 90%. The detection and quantitation limits equaled 1.89 and 5.72 μg/L for vitamin K1, respectively, and 5.00 and 15.15 μg/L for vitamin K2, respectively. When applied to vitamin-K-loaded nanoemulsions and solid lipid nanoparticles, the developed method achieved excellent results, outperforming the currently employed Korean Food Code method, and therefore holding great promise for the quantitation of vitamin K in vitamin-fortified food products.
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  • 文章类型: Journal Article
    由ε-聚赖氨酸(ε-PL)组成的混合天然防腐剂,栗子70%乙醇提取物(NE),和肉桂热液提取物(CW),对金黄色葡萄球菌的还原进行了研究。针对三种金黄色葡萄球菌菌株(ATCC25923,ATCC33591和ATCC33594)的混合物,研究了七种天然提取物的最小抑制浓度(MIC)和最小细菌浓度(MBC)。三个重要因素(ε-PL,NE,和CW)是通过使用Plackett-Burman(PB)设计用于响应面模型(P<0.001)选择的。按照中央复合材料设计,金黄色葡萄球菌用包含ε-PL的天然防腐剂混合物处理,NE,和CW。ε-PL和天然提取物的MIC和MBC范围为1至16mg/mL(R2=0.9857)。混合天然防腐剂具有协同抗菌作用,在最佳点。这些结果表明,ε-PL的混合天然防腐剂,NE,和CW可以降低食品加工的经济成本。
    A mixed natural preservative composed of ε-polylysine (ε-PL), chestnut 70% ethanol extract (NE), and cinnamon hydrothermal extract (CW), was investigated for the reduction of Staphylococcus aureus. The minimum inhibitory concentration (MIC) and minimum bacterial concentration (MBC) of seven natural extracts were investigated against a cocktail of three strains of S. aureus (ATCC 25923, ATCC 33591, and ATCC 33594). Three important factors (ε-PL, NE, and CW) were selected by using the Plackett-Burman (PB) design for the response surface model (P < 0.001). Following a central composite design, S. aureus were treated with mixtures of natural preservatives that included ε-PL, NE, and CW. The MIC and MBC of ε-PL and the natural extracts and ranged from 1 to 16 mg/mL (R2 = 0.9857). The mixed natural preservative presented a synergistic antibacterial effect, at the optimum point. These results suggest that mixed natural preservatives of ε-PL, NE, and CW can lower the economic cost of food processing.
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  • 文章类型: Journal Article
    由于最近的气候变化,水稻抽穗后阶段的低温胁迫(LTS)空前增加。量化LTS对产量的影响是揭示气候变化对作物生产影响的关键。并因此制定相应的缓解策略。本研究旨在分析和量化抽穗后LTS对水稻产量以及产量和籽粒灌浆相关参数的影响。在2018年和2019年的水稻生长季节,使用两个具有不同低温敏感性的粳稻品种(淮岛5号和南京46号)进行了为期两年的试验,在21/27°C(T1)的四个每日最低/最高温度范围内,17/23°C(T2),13/19°C(T3)和9/15°C(T4)。这些温度处理进行3(D1),6(D2)或9天(D3),在开花和灌浆阶段。我们发现LTS连续3天对谷物产量没有显着影响,即使日平均温度低至12℃。然而,在开花期而不是灌浆期的LTS在6到9天之间,显着降低了两个品种的谷物产量。相对而言,淮岛5号比南京46号耐寒。开花期和籽粒灌浆期的LTS显着降低了最大和平均籽粒灌浆速率。此外,LTS延长了两个品种的籽粒灌浆持续时间。此外,产量损失和小穗育性之间有很强的相关性,成熟时的小穗重量,籽粒灌浆持续时间以及抽穗后LTS下的平均和最大籽粒灌浆速率(p<0.001)。此外,通过将基于冠层温度(CT)的累积冷度天数(ACDDCT)与响应面模型相结合,可以很好地量化抽穗后LTS对水稻产量的影响。这项研究的结果可用于模拟LTS下的水稻生产力以及预测未来气候下的水稻生产力。
    There is unprecedented increase in low-temperature stress (LTS) during post-heading stages in rice as a consequence of the recent climate changes. Quantifying the effect of LTS on yields is key to unraveling the impact of climatic changes on crop production, and therefore developing corresponding mitigation strategies. The present research was conducted to analyze and quantify the effect of post-heading LTS on rice yields as well as yield and grain filling related parameters. A two-year experiment was conducted during rice growing season of 2018 and 2019 using two Japonica cultivars (Huaidao 5 and Nanjing 46) with different low-temperature sensitivities, at four daily minimum/maximum temperature regimes of 21/27 °C (T1), 17/23 °C (T2), 13/19 °C (T3) and 9/15 °C (T4). These temperature treatments were performed for 3 (D1), 6 (D2) or 9 days (D3), at both flowering and grain filling stages. We found LTS for 3 days had no significant effect on grain yield, even when the daily mean temperature was as low as 12 °C. However, LTS of between 6 and 9 days at flowering but not at filling stage significantly reduced grain yield of both cultivars. Comparatively, Huaidao 5 was more cold tolerant than Nanjing 46. LTS at flowering and grain filling stages significantly reduced both maximum and mean grain filling rates. Moreover, LTS prolonged the grain filling duration of both cultivars. Additionally, there was a strong correlation between yield loss and spikelet fertility, spikelet weight at maturity, grain filling duration as well as mean and maximum grain filling rates under post-heading LTS (p < 0.001). Moreover, the effect of post-heading LTS on rice yield can be well quantified by integrating the canopy temperature (CT) based accumulated cold degree days (ACDDCT) with the response surface model. The findings of this research are useful in modeling rice productivity under LTS and for predicting rice productivity under future climates.
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  • 文章类型: Journal Article
    Acridine orange (AO), a basic carcinogenic fluorochrome dye, is used in the industry for staining. In this study, Gram-positive bacteria, Bacillus cereus M116 (MTCC 5521) dry biomass was tested as an eco-friendly, easily available, and cheap biosorbent for the AO dye removal. We obtained optimum biosorption of AO at a biomass concentration of 0.25 g/L and initial dye concentrations of 50-400 mg/L at neutral to basic pH within the 300 min contact time. Kinetics analysis of the biosorption process was best fitted with the pseudo-second-order reaction type. We also performed the isotherm analysis to predict the nature of the reaction taking place, which was found to follow the Redlich Peterson isotherm model with high determination coefficients. The maximum sorption capacity was 210.46 mg/g of dry biomass. The differential FTIR spectroscopic analysis of pristine and AO-treated Bacillus cereus M116 cells suggested the potential involvement of carbonyl, hydroxyl, and amine groups in the biosorption process. Also, the scanning electron microscopy of the cells after AO removal confirmed a gross surface alteration compared to the untreated cells. Furthermore, Response Surface Model (RSM) analysis with the three-way ANOVA test confirms statistically significant interactions between the dye concentration, pH, and temperature with the biosorption capacity (p < 0.001). Hence, the dry biomass of Bacillus cereus M116 was found to be an effective bio-remedial for the AO removal.
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