response surface modeling

响应面建模
  • 文章类型: Journal Article
    本工作涉及使用紫外线UV/H2O2工艺从水溶液中去除碱性品红染料的优化。基于Box-Behnken实验设计(BBD)的响应面建模(RSM)被用作优化操作条件的工具,例如初始染料浓度(10-50ppm),过氧化氢剂量(H2O2)(10-20mM/L)和照射时间(60-180分钟),在紫外线照射(254nm和25W强度)下,pH=7.4。使用化学需氧量(COD减少)作为响应变量。Box-Behnken设计可用于开发用于预测COD减少的UV/H2O2性能的数学模型。COD降低对过氧化氢浓度和辐照时间敏感。统计分析表明观察值和预测值之间的高度相关性(R2>0.98)。在BBD预测中,在UV/H2O2过程中去除99.3%的COD的最佳条件被发现是低水平的污染物浓度(10ppm),高浓度的过氧化氢剂量(20mM/L),和80分钟的照射时间。
    The present work deals with the optimization of basic fuchsin dye removal from an aqueous solution using the ultraviolet UV/H2O2 process. Response Surface Modeling (RSM) based on Box-Behnken experimental design (BBD) was applied as a tool for the optimization of operating conditions such as initial dye concentration (10-50 ppm), hydrogen peroxide dosage (H2O2) (10-20 mM/L) and irradiation time (60-180 min), at pH = 7.4 under ultra-violet irradiation (254 nm and 25 W intensity). Chemical oxygen demand (COD abatement) was used as a response variable. The Box-Behnken Design can be employed to develop a mathematical model for predicting UV/H2O2 performance for COD abatement. COD abatement is sensitive to the concentration of hydrogen peroxide and irradiation time. Statistical analyses indicate a high correlation between observed and predicted values (R2 > 0.98). In the BBD predictions, the optimal conditions in the UV/H2O2 process for removing 99.3% of COD were found to be low levels of pollutant concentration (10 ppm), a high concentration of hydrogen peroxide dosage (20 mM/L), and an irradiation time of 80 min.
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  • 文章类型: Journal Article
    西尼地平是一种钙通道阻滞剂,用于治疗心绞痛和高血压等心脏疾病。已经记录了几种用于估算药物剂型中西尼地平的柱和平面色谱方法。然而,这些方法的发展已经进行了使用有机溶剂,如乙腈,甲醇,甲苯,氯仿,和其他作为流动相组分或作为样品预处理稀释剂。这些有机溶剂对人类和水生动物具有神经毒性和致畸作用,根据国际协调理事会Q3C(R8)的建议。根据绿色分析化学方法,为了环境保护和人类和水生动物生命的安全,在色谱方法的开发过程中应减少或去除此类有机溶剂。因此,使用毒性较小的有机溶剂对西尼地平进行了指示稳定性的色谱估算。为了防止方法开发过程中的有机溶剂浪费,流动相优化是使用基于实验的响应面建模设计进行的。西尼地平已被水解,氧化,光解,和干热分解以确定其稳定性。使用国家环境方法指数检查了建议和已发布的色谱方法的绿色概况,分析绿色计算器,绿色分析程序索引软件,和生态尺度评估工具。
    Cilnidipine is a calcium channel blocker that is used to treat cardiac diseases such as angina and high blood pressure. Several column and planar chromatographic methods for estimating cilnidipine in pharmaceutical dosage forms have been documented. However, these method developments have been carried out employing organic solvents such as acetonitrile, methanol, toluene, chloroform, and others as mobile phase components or as sample pretreatment diluents. These organic solvents are neurotoxic and teratogenic to humans and aquatic animals, according to International Council for Harmonization Q3C (R8) recommendations. According to the green analytical chemistry approach, such organic solvents should be reduced or removed during the development of chromatographic methods for environmental protection and the safety of human and aquatic animal life. As a result, the stability-indicating chromatographic estimation of cilnidipine was performed utilizing less toxic organic solvents. To prevent organic solvent waste during method development, mobile-phase optimization was performed using the design of experiment-based response surface modeling. Cilnidipine has been subjected to hydrolysis, oxidation, photolysis, and dry-heat decomposition to determine its stability. The greenness profiles of the suggested and published chromatographic methods were examined using the national environment method index, analytical greenness calculator, green analytical procedure index software, and eco-scale assessment tool.
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  • 文章类型: Journal Article
    胰岛以受控的量和模式释放肽激素以确保血糖水平的适当维持。激素的整体释放由外部因素以及胰岛内发生的自分泌和旁分泌相互作用决定。为了更好地理解是什么控制胰岛分泌肽的分泌,以及这些过程如何在糖尿病中出错,需要同时监测多种激素释放的方法。虽然通常使用基于抗体的测定法,它们最常用于量化单一激素。质谱(MS),另一方面,非常适合同时定量多种激素,但通常需要耗时的生物样品分离步骤。在这份报告中,响应面方法用于确定胰岛分泌肽的一组最佳固相萃取(SPE)条件,胰岛素,C-肽,胰高血糖素,和生长抑素.优化的SPE方法与多个反应监测和同位素标记的标准一起使用以定量分泌水平。校准从0.5至50nM为线性的,具有<15%RSD峰面积比。使用微流体系统以不同的葡萄糖条件灌注30个人类胰岛,并且每2分钟收集级分用于SPE-MS分析。结果显示了单个肽的释放动力学,以及模式,如正相关和负相关的释放和振荡。这种快速的SPE-MS方法有望用于检查胰岛的其他肽和小分子分泌物,并可应用于许多其他生物系统以研究细胞通讯。
    Islets of Langerhans release peptide hormones in controlled amounts and patterns to ensure proper maintenance of blood glucose levels. The overall release of the hormones is shaped by external factors and by autocrine and paracrine interactions occurring within the islets. To better understand what controls the secretion of islet-secreted peptides, and how these processes go awry in diabetes, methods to monitor the release of multiple hormones simultaneously are needed. While antibody-based assays are typically used, they are most often applied to quantification of a single hormone. Mass spectrometry (MS), on the other hand, is well suited for quantifying multiple hormones simultaneously but typically requires time-consuming separation steps with biological samples. In this report, response surface methodology was used to identify a set of optimal solid-phase extraction (SPE) conditions for the islet-secreted peptides, insulin, C-peptide, glucagon, and somatostatin. The optimized SPE method was used with multiple reaction monitoring and isotopically labeled standards to quantify secretion levels. Calibrations were linear from 0.5 to 50 nM with < 15% RSD peak area ratios. A microfluidic system was used to perfuse 30 human islets with different glucose conditions, and fractions were collected every 2 min for SPE-MS analysis. Results showed the release dynamics of the individual peptides, as well as patterns, such as positively and negatively correlated release and oscillations. This rapid SPE-MS method is expected to be useful for examining other peptide and small-molecule secretions from islets and could be applied to a number of other biological systems for investigating cellular communication.
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  • 文章类型: Journal Article
    本研究通过整合相似性吸引和信号传递理论,研究了领导者和追随者之间的认知风格一致性对追随者的组织公民行为(OCB)的影响。我们收集了来自中国10家制造公司的80位领导者和223位追随者的二元数据。利用多项式回归分析和响应面建模,该研究支持认知风格一致性对追随者OCB的积极影响。具体来说,我们发现,具有比分析型更直观的领导者-追随者认知风格的二元组具有更高的OCB水平.然而,在认知风格不一致的条件下,由直觉领导者和分析追随者组成的二元组与由分析领导者和直觉追随者组成的二元组之间的OCB没有显着差异。此外,研究发现,人际信任介导了领导者-追随者认知风格一致性与追随者OCB之间的关系,为在工作场所推广OCB提供有价值的见解。
    This study examined the impact of cognitive style congruence between leaders and followers on followers\' organizational citizenship behaviors (OCBs) by integrating the similarity-attraction and signaling theories. We collected dyadic data from 80 leaders and 223 followers in ten manufacturing companies in China. Using polynomial regression analysis and response surface modeling, the study supported the positive influence of cognitive style congruence on followers\' OCBs. Specifically, we found that dyads with more intuitive than analytical leader-follower cognitive styles had higher levels of OCBs. However, there were no significant differences in followers\' OCBs between dyads consisting of an intuitive leader and an analytic follower versus those consisting of an analytic leader and an intuitive follower under conditions of cognitive style incongruence. Additionally, the study found that interpersonal trust mediated the relationship between leader-follower cognitive style congruence and followers\' OCBs, offering valuable insights for promoting OCBs in the workplace.
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  • 文章类型: Journal Article
    罗莎的果实是丰富的(多)酚来源,然而,由于可用的信息有限,它们没有得到充分利用。压力的影响,温度,和超临界二氧化碳萃取(SCO2-aqEtOH)的共溶剂浓度(乙醇水溶液)对萃取产率的影响,总酚-,总花青素-,儿茶素-,花青素-3-O-葡萄糖苷含量,同时研究了黑玫瑰果的总抗氧化活性。在优化的提取条件下(280bar,60°C和25%乙醇,v/v)为每克干果76.58±4.25mg没食子酸当量和10.89±1.56mg矢车菊3-O-葡萄糖苷当量,分别。将通过SCO2-aqEtOH获得的最佳提取物与其他两种提取程序进行比较:使用乙醇作为溶剂的超声处理(UA-EtOH)和加压热水提取(PH-H2O)。使用体外消化结合人肠Caco-2细胞模型评估了不同黑玫瑰果提取物中酚类化合物的生物可及性和细胞代谢。不同提取方法对酚类化合物的体外消化稳定性和细胞摄取没有显着差异。这项研究的结果证实了SCO2-aqEtOH萃取酚类化合物的效率,特别是,花青素,并可用于从含有亲水性和亲脂性化合物的具有高抗氧化能力的黑玫瑰果生产新的功能性食品成分。
    The fruits of Rosa pimpinellifolia are rich sources of (poly)phenols, however they are underutilized due to the limited information available. The influence of the pressure, temperature, and co-solvent concentration (aqueous ethanol) of the supercritical carbon dioxide extraction (SCO2-aqEtOH) on the extraction yield, total phenolic-, total anthocyanin-, catechin-, cyanidin-3-O-glucoside contents, and total antioxidant activity of black rosehip was investigated simultaneously. The maximum obtained total phenolic and total anthocyanin contents under the optimized extraction conditions (280 bar, 60 °C and 25% ethanol, v/v) were 76.58 ± 4.25 mg gallic acid equivalent and 10.89 ± 1.56 mg cyanidin-3-O-glucoside equivalent per g of the dry fruits, respectively. The optimal extract obtained by SCO2-aqEtOH was compared to two other extraction procedures: ultrasonication using ethanol as solvent (UA-EtOH) and pressurized hot water extraction (PH-H2O). The bioaccessibility and cellular metabolism of the phenolic compounds in the different black rosehip extracts were assessed using an in vitro digestion coupled with a human intestinal Caco-2 cell model. The in vitro digestive stability and cellular uptake of the phenolic compounds had no significant difference among the different extraction methods. The results of this study confirm the efficiency of SCO2-aqEtOH extraction for phenolic compounds and, in particular, for anthocyanins, and could be used to produce new functional food ingredients from black rosehip with high antioxidant power containing both hydrophilic and lipophilic compounds.
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  • 文章类型: Journal Article
    通过分子印迹聚吡咯和紫外(UV)分光光度法选择性测定药物和人血清样品中的4-氨基苯甲酸(ABA),基于沉淀聚合。利用吡咯功能单体和ABA模板分子制备了分子印迹聚合物(MIP)。使用Placket-Burman设计(PBD)和中央复合设计(CCD)筛选和优化了控制合成ABAMIP吸附剂性能的重要因素,分别。该模型用于获得显著响应因子的最优值。预测的MIP与NIP响应比表明与实验值的大约5%的偏差。在获得的最优条件下,校准曲线显示线性范围为0.05-2mM,相关系数(r2)为0.9920,检测限(LOD)为0.0310mM.在所研究的实际样品中,分析物的方法回收率为88.10-100.5。所提出的ABA-MIP吸附剂在一些药物存在下显示出可接受的选择性。
    Selective determination of 4-aminobenzoic acid (ABA) in pharmaceutical and human serum samples was performed by molecularly imprinted polypyrrole and ultraviolet (UV) spectrophotometry, based on precipitation polymerization. The molecularly imprinted polymer (MIP) was prepared using pyrrole functional monomer and ABA template molecules. The significant factors controlling the performance of the synthesized ABAMIP sorbent were screened and optimized using Plackett- Burman design (PBD) and central composite design (CCD), respectively. The model was used to obtain the optimal values of the significant response factors. The predicted MIP to NIP response ratio demonstrated an approximate deviation of 5 % from the experimental value. Under the obtained optimal conditions, the calibration curve showed a linear range of 0.05-2 mM with a correlation coefficient (r2) of 0.9920 and a limit of detection (LOD) of 0.0310 mM. The method recovery for the analyte was obtained 88.10-100.5 in the investigated real samples. The proposed ABA-MIP sorbent showed an acceptable selectivity in the presence of some pharmaceuticals.
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  • 文章类型: Journal Article
    在这项工作中,加压热水提取(PHWE)的亲水性多酚从黑玫瑰果果实使用响应面法,以同时优化提取产量方面最大化,总抗氧化能力,总(多)酚,儿茶素,总单体花色苷,和花青素-3-O-葡萄糖苷。提取参数,包括温度(X1:40-80°C)和溶剂与固体之比(X2:10-40mL/g),作为独立变量进行了研究。将实验获得的值拟合到二阶多项式模型,并采用多元回归分析和方差分析确定最佳条件。将在优化的PHWE条件下获得的黑玫瑰果提取物(BRE)进一步包封在生物聚合物包被的脂质体中并喷雾干燥以增强其加工和消化稳定性。重建后,制造的颗粒的平均尺寸为247-380nm,ζ电位为15-45mV。此外,封装提供了显着的保护酚类在体外胃肠消化条件下,导致生物可及部分中的酚类物质增加了5.6倍,与未包封的BRE相比,其抗氧化活性也高2.9-8.6倍。总之,PHWE与生物聚合物涂层的组合是生产用于在食品和膳食补充剂中递送(多)酚类化合物的稳定和安全的可食用天然提取物的有效方法。
    In this work, pressurized hot water extraction (PHWE) of hydrophilic polyphenols from black rosehip fruit was maximized using response surface methodology for simultaneous optimization in terms of extraction yield, total antioxidant capacity, total (poly)phenols, catechin, total monomeric anthocyanins, and cyanidin-3-O-glucoside. Extraction parameters, including temperature (X1: 40-80 °C) and the solvent-to-solid ratio (X2: 10-40 mL/g), were investigated as independent variables. Experimentally obtained values were fitted to a second-order polynomial model, and optimal conditions were determined using multiple regression analysis and analysis of variance. The black rosehip extract (BRE) obtained at optimized PHWE conditions was further encapsulated in biopolymer-coated liposomes and spray dried to enhance its processing and digestive stability. After reconstitution, the fabricated particles had an average size of 247-380 nm and a zeta-potential of 15-45 mV. Moreover, encapsulation provided remarkable protection of the phenolics under in vitro gastrointestinal digestion conditions, resulting in up to a 5.6-fold more phenolics in the bioaccessible fraction, which also had 2.9-8.6-fold higher antioxidant activity compared to the nonencapsulated BRE. In conclusion, PHWE in combination with a biopolymer coating is a potent method for the production of stable and safe edible natural extracts for the delivery of (poly)phenolic compounds in food and dietary supplements.
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  • 文章类型: Journal Article
    影响有机物吸附的结构特征的研究,特别是新兴关注的污染物(CEC),在水性介质中加入TiO2P25对于理解和修饰TiO2P25在吸附剂和光催化剂等方面的作用具有深远的意义。通过响应面法(RSM)和定量结构-性质关系(QSPR)模型研究了pH和γ(TiO2P25)作为变量对TiO2P25吸附有机物去除程度的影响。实验确定的吸附系数被用作RSM中的响应,为每个研究的有机物生成二次多项式方程(QPE)。此外,系数(A,B,C,D,E,从QPE获得的F)用作QSPR建模中的响应,以确定它们对所研究有机物结构特征的依赖性。通过内部和外部交叉验证证实了所得QSPR模型的功能稳定性和预测能力。有机物结构特征对吸附过程的影响由衍生的QSPR模型中包含的分子描述符解释。发现对TiO2P25上有机物吸附最有影响的描述符是与电离势相关的描述符,分子量,和音量,然后分子片段(例如,-CH=)和特定的拓扑特征,例如C和N原子,或两个杂原子(例如,一定距离的N和N或O和Cl)。衍生的QSPR模型可以被认为是评估TiO2P25吸附过程效率的强大预测工具,为促进吸附过程的有影响力的结构特征提供见解。
    The study of the structural features affecting the adsorption of organics, especially contaminants of emerging concern (CECs), onto TiO2 P25 in aqueous medium has far-reaching implications for the understanding and modification of TiO2 P25 in the roles such as an adsorbent and photocatalyst. The effect of pH and γ(TiO2 P25) as variables on the extent of removal of organics by adsorption on TiO2 P25 was investigated by response surface methodology (RSM) and quantitative structure-property relationship (QSPR) modeling. Experimentally determined coefficients of adsorption were used as responses in RSM, yielding a quadratic polynomial equation (QPE) for each of the studied organics. Furthermore, coefficients (A, B, C, D, E, and F) obtained from QPEs were used as responses in QSPR modeling to establish their dependence on the structural features of the studied organics. The functional stability and predictive power of the resulting QSPR models were confirmed with internal and external cross validation. The influence of structural features of organics on the adsorption process is explained by molecular descriptors included in the derived QSPR models. The most influential descriptors on the adsorption of organics on TiO2 P25 are found to be those correlated with ionization potential, molecular mass, and volume, then molecular fragments (e.g., -CH =) and particular topological features such as C and N atoms, or two heteroatoms (e.g., N and N or O and Cl) at certain distance. Derived QSPR models can be considered as robust predictive tools for evaluating efficiency of adsorption processes onto TiO2 P25, providing insights into influential structural features facilitating adsorption process.
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  • 文章类型: Journal Article
    源影响和贡献的量化是设计有效的空气污染控制政策的关键要素。在这项研究中,使用蛮力法(BFM)对中国珠江三角洲(PRD)地区的O3源影响和贡献进行了全面评估,响应面建模分别采用BFM(RSM-BFM)和差分法(RSM-DM),高阶解耦直接法(HDDM),和臭氧源分配技术(OSAT)。多模型对比结果表明,在O3形成过程中典型的非线性大气条件下,BFM,RSM-BFM,和HDDM似乎适合评估单一源排放的影响;然而,当减排率高于50%时,HDDM的结果可能会偏离BFM的结果。在多源控制场景下,从RSM-DM和OSAT获得的源贡献分析结果相当好,但是OSAT的性能受到其代表O3响应其前体减排的非线性能力的限制,特别是NOx。PRD的这项初步研究结果表明,RSM-DM似乎可以很好地复制O3化学的非线性(例如,由于广州市局部NOx减排,O3不利)。根据来源贡献结果,RSM-DM和OSAT将道路移动(包括NOx和VOC排放)和工业过程(主要是VOC排放)源确定为两个主要贡献部门,珠三角9个城市的O3形成平均贡献分别为31.5%和11.4%(由RSM-DM估计)和29.2%和13.0%(由OSAT估计)。因此,中心城市道路移动和工业过程源的NOx和VOC减排(即,广州,佛山,东莞,深圳,和中山)被建议有效地减轻珠三角的环境O3水平。
    Quantification of source impacts and contributions is a key element for the design of effective air pollution control policies. In this study, O3 source impacts and contributions were comprehensively assessed over the Pearl River Delta (PRD) region of China using brute-force method (BFM), response surface modeling with BFM (RSM-BFM) and differential method (RSM-DM) respectively, high-order decoupled direct method (HDDM), and ozone source apportionment technology (OSAT). The multi-modeling comparison results indicated that under typical nonlinear atmospheric conditions during the O3 formation, BFM, RSM-BFM, and HDDM seemed to be appropriate for assessing the impact of single source emissions; however, the results of HDDM could deviate from those of BFM when the emission reduction ratio was higher than 50 %. Under multi-source control scenarios, the results of source contribution analyses obtained from RSM-DM and OSAT were reasonably well, but the performance of OSAT was limited by its capability in representing the nonlinearity of O3 response to emission reductions of its precursors, particularly NOx. The results of this pilot study in the PRD showed that the RSM-DM appeared to replicate the nonlinearity of O3 chemistry reasonably well (e.g., O3 disbenefits due to local NOx emission reductions in Guangzhou city). Based on the source contribution results, on-road mobile (including both NOx and VOC emissions) and industrial process (mainly VOC emissions) sources were identified as two major contribution sectors by both RSM-DM and OSAT, contributing an average of 31.5 % and 11.4 % (estimated by RSM-DM) and 29.2 % and 13.0 % (estimated by OSAT) respectively to O3 formation in 9 cities of the PRD. Therefore, the reinforced emission reductions on NOx and VOC from on-road mobile and industrial process sources in the central cities (i.e., Guangzhou, Foshan, Dongguan, Shenzhen, and Zhongshan) were suggested to effectively mitigate the ambient O3 levels in the PRD.
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  • 文章类型: Journal Article
    The nonlinear response of O3 to nitrogen oxides (NOx) and volatile organic compounds (VOC) is not conducive to accurately identify the various source contributions and O3-NOx-VOC relationships. An enhanced meta-modeling approach, polynomial functions based response surface modeling coupled with the sectoral linear fitting technique (pf-ERSM-SL), integrating a new differential method (DM), was proposed to break through the limitation. The pf-ERSM-SL with DM was applied for analysis of O3 formation regime and real-time source contributions in July and October 2015 over the Pearl River Delta Region (PRD) of Mainland China. According to evaluations, the pf-ERSM-SL with DM was proven to be effective in source apportionment when the traditional sensitivity analysis was unsuitable for deriving the source contributions in the nonlinear system. After diagnosing the O3-NOx-VOC relationships, O3 formation in most regions of the PRD was identified as a distinctive NOx-limited regime in July; in October, the initial VOC-limited regime was found at small emission reductions (less than 22-44%), but it will transit to NOx-limited when further reductions were implemented. Investigation of the source contributions suggested that NOx emissions were the dominated contributor when turning-off the anthropogenic emissions, occupying 85.41-94.90% and 52.60-75.37% of the peak O3 responses in July and October respectively in the receptor regions of the PRD; NOx emissions from the on-road mobile source (NOx_ORM) in Guangzhou (GZ), Dongguan&Shenzhen (DG&SZ) and Zhongshan (ZS) were identified as the main contributors. Consequently, the reinforced control of NOx_ORM is highly recommended to lower the ambient O3 in the PRD effectively.
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