Response surface

响应面
  • 文章类型: Journal Article
    在这项研究中,使用嗜线虫沙雷氏菌L2和维氏芽孢杆菌W24的组合来生物防治菌核病。当L2与W24的混合比例为1:1时,对菌核病菌生长的抑制率为88.1%。为了获得大量的细菌,培养基和条件进行了优化。当培养基配方为糖蜜(8.890g/L)时,大豆蛋白胨(6.826g/L),和NaCl(6.865g/L),培养条件为32℃,接种物4%,转速200转/分,和pH7,获得的细菌细胞的最大量。为了制备微胶囊,优化了喷雾干燥条件。这些条件包括可溶性淀粉浓度为30g/100mL,进气温度为160°C,进料流速为450mL/h。在这些优化条件下制备微胶囊,混合菌株(L2和W24)的存活率为93.9±0.9%,活菌数为6.4×1012cfu/g。此外,含有菌株L2和W24的微胶囊(GW24Ms)具有良好的储存稳定性。在锅实验中,GW24Ms能有效减轻大豆植株病害,防治效果达88.4%。因此,微生物剂代表了一种有前途的生物防治解决方案,用于管理大豆中的菌核病。
    In this study, a combination of Serratia nematophila L2 and Bacillus velezensis W24 was used to biocontrol Sclerotinia sclerotiorum. When the mixed ratio of L2 to W24 was 1:1, the inhibition rate on the growth of S. sclerotiorum was 88.1 %. To gain a large number of bacteria, the culture medium and conditions were optimized. When the medium formula involved molasses (8.890 g/L), soy peptone (6.826 g/L), and NaCl (6.865 g/L), and the culture conditions were 32 °C, inoculum 4%, rotation speed 200 rpm, and pH 7, the maximum amounts of bacterial cells obtained. In order to prepare microcapsules, spray drying conditions were optimized. These conditions included the soluble starch concentration of 30 g/100 mL, the inlet air temperature of 160 °C, and the feed flow rate of 450 mL/h. Under these optimized conditions to prepare microcapsules, the mixed strain (L2 and W24) exhibited a survival rate of 93.9 ± 0.9% and a viable bacterial count of 6.4 × 1012 cfu/g. In addition, microcapsules (GW24Ms) which contained strains L2 and W24 had good storage stability. In the pot experiment, GW24Ms could effectively reduce the disease of soybean plants and the control effect was 88.4%. Thus, the microbial agent represents a promising biocontrol solution for managing Sclerotinia in soybean.
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  • 文章类型: Journal Article
    背景:古代经典方剂在中医(TCM)理论的保存和发展中起着至关重要的作用。它们代表了中医药知识和实践的持续发展和传播的重要里程碑,被认为是中医药传承发展的突破之一。在发展古代经典方剂的过程中,在确保传统方法和现代生产过程之间的质量一致性方面可能仍然会出现许多问题,其中提取过程提出了重大挑战。本文介绍了一种使用现代提取工艺提取古代经典处方的实用方法。通过对神寿太一粉(STP)提取工艺的研究,论证了该工艺。
    方法:本研究的重点是优化STP提取过程,以确保通过使用标准关系和模糊层次分析法(FAHP)和重要性标准通过标准间相关性(CRITIC)方法集成权重结合Box-Behnken响应面测试,通过古代和现代工艺获得的产品质量的一致性。使用迷迭香酸的含量,异欧前胡素,葛根素,以提取物得率和指纹图谱相似度作为STP的评价指标,采用Box-Behnken响应面法检查了不同的提取参数,包括水添加比,提取持续时间,和提取次数。通过结合基准相关性和FAHP-CRITIC方法计算每个参数的加权系数,得出一个综合评分。
    结果:STP的最佳提取工艺包括两次提取,每次使用十倍量的水,表演了一个小时。三个单独批次的过程验证得出的综合评分为94.7,相对标准偏差为0.76%。
    结论:应用Box-Behnken响应面法结合标准关系法和FAHP-CRITIC方法对优化STP的提取工艺是稳定可行的。
    BACKGROUND: Ancient classic prescription play a crucial role in the preservation and advancement of traditional Chinese medicine (TCM) theories. They represent a significant milestone in the ongoing development and transmission of TCM knowledge and practices and are considered one of the breakthroughs in the development of TCM inheritance. In the process of developing ancient classic prescriptions, many problems may still arise in ensuring quality consistency between traditional methods and modern production processes, among which the extraction process poses major challenges. This paper introduces a practical approach extracting an ancient classic prescription using a modern extraction process. The technique is demonstrated through the study of the extraction process of Shenshou Taiyi powder (STP).
    METHODS: This study focuses on optimising the STP extraction process to ensure consistency in the quality of the product obtained through ancient and modern processes using the standard relation and fuzzy analytic hierarchical process (FAHP) and criteria importance through intercriteria correlation (CRITIC) method integrated weights combined with the Box-Behnken response surface test. Using the contents of rosmarinic acid, isoimperatorin, puerarin, as well as the extract yield and fingerprint similarity as evaluation indexes of STP, the Box-Behnken response surface method was employed to examine the varying extraction parameters, including water addition ratio, extraction duration, and number of extractions. The weighted coefficients for each parameter were calculated by combining the benchmark correlation and FAHP-CRITIC method, deriving a comprehensive score.
    RESULTS: The optimal extraction process for STP consisted of a two extractions, each using at a tenfold quantity of water, performed for one hour. Process verification across three separate batches yielded a comprehensive score of 94.7, with a relative standard deviation of 0.76%.
    CONCLUSIONS: The application of the Box-Behnken response surface method combined with standard relation and FAHP-CRITIC approach proved to be stable and feasible for optimising the extraction process of STP.
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  • 文章类型: Journal Article
    采用超声波辅助低共熔溶剂法提取陈皮多糖,以PCRP的提取率为指标,通过Box-Behnken响应面试验优化了超声辅助DES的提取工艺;通过测定DPPH•和ABTS•+的清除率以及酶抑制试验研究了纯化的PCRP(PCRPs-1)的体外活性。通过HPLC分析单糖组成。响应面优化的最佳工艺条件为料液比1:37g/mL,水含量为44%,时间89分钟,功率为320W,多糖提取率为5.41%,与3.92%的普通水提法相比,得到了很好的优化。通过α-葡萄糖苷酶和α-淀粉酶抑制活性试验,这表明PCRPs-1具有降血糖活性。DPPH自由基清除活性和ABTS+清除活性试验表明PCRPs-1具有良好的生物活性。对单糖部分的分析表明PCRPs-1由甘露糖组成,鼠李糖,葡萄糖醛酸,半乳糖醛酸,葡萄糖,半乳糖,木糖,和阿拉伯糖,摩尔比为1:39.24:4.41:8.91:7.83:86.00:1.02:9.17。活性研究表明,PCRPs-1具有一定的降血糖和抗氧化活性。
    The ultrasonic-assisted deep eutectic solvent method was used to extract the polysaccharides of Pericarpium Citri Reticulatae (PCRP), and the ultrasound-assisted DES extraction process was optimized by Box-Behnken response surface test using the extraction rate of the PCRP as an index; the in vitro activities of purified the PCRP(PCRPs-1) were investigated by determining the scavenging rate of DPPH• and ABTS•+ as well as by enzyme inhibition assay. The monosaccharide composition was analyzed by HPLC. The best process conditions for response surface optimization were a material-liquid ratio of 1:37 g/mL, water content of 44%, time of 89 min, and power of 320 W. The polysaccharide extraction rate was measured to be 5.41%, which was well optimized when compared with that of the ordinary aqueous extraction method of 3.92%. By α-glucosidase and α-amylase inhibition activity test, it showed that the PCRPs-1 had hypoglycemic activity. The DPPH radical scavenging activity test and ABTS + scavenging activity test indicated that the PCRPs-1 had good biological activity. Analysis of the monosaccharide fractions showed that the PCRPs-1 consisted of mannose, rhamnose, glucuronic acid, galacturonic acid, glucose, galactose, xylose, and arabinose, with molar ratios of 1:39.24:4.41:8.91:7.83:86.00:1.02:9.17. The activity studies showed that PCRPs-1 possessed certain hypoglycaemic and antioxidant activities.
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  • 文章类型: Journal Article
    传统上,到达时间差(TDOA)方法已被证明可有效地定位声发射(AE)源和检测结构缺陷。然而,当应用于各向异性材料时,其适用性受到限制,特别是在纤维增强复合材料结构的背景下。作为回应,本文介绍了一种基于两步法的响应面(COLORS)算法的新型复合材料局部化方法,用于精确的AE源定位,适用于层状复合材料结构。利用从关键参数开发的响应面,包括AE速度剖面,衰减率,距离,和方向,所提出的方法提供了精确的声发射源预测。与依赖于理论AE传播速度的常规TDOA方法相比,将更新的速度数据结合到算法中可产生更高的定位精度。颜色和TDOA的平均绝对误差(MAE)分别为6.97mm和8.69mm,分别。同样,颜色和TODA方法的均方根误差(RMSE)分别为9.24mm和12.06mm,分别,表明COLORS算法在源定位精度方面具有更好的性能。这一发现强调了AE信号衰减在最小化AE波速度差异和提高AE定位精度方面的重要性。这项研究的结果代表了层状复合结构中AE定位的实质性进步,对改善复合材料结构的损伤检测和结构健康监测具有潜在意义。
    The time difference of arrival (TDOA) method has traditionally proven effective for locating acoustic emission (AE) sources and detecting structural defects. Nevertheless, its applicability is constrained when applied to anisotropic materials, particularly in the context of fiber-reinforced composite structures. In response, this paper introduces a novel COmposite LOcalization using Response Surface (COLORS) algorithm based on a two-step approach for precise AE source localization suitable for laminated composite structures. Leveraging a response surface developed from critical parameters, including AE velocity profiles, attenuation rates, distances, and orientations, the proposed method offers precise AE source predictions. The incorporation of updated velocity data into the algorithm yields superior localization accuracy compared to the conventional TDOA approach relying on the theoretical AE propagation velocity. The mean absolute error (MAE) for COLORS and TDOA were found to be 6.97 mm and 8.69 mm, respectively. Similarly, the root mean square error (RMSE) for COLORS and TODA methods were found to be 9.24 mm and 12.06 mm, respectively, indicating better performance of the COLORS algorithm in the context of source location accuracy. The finding underscores the significance of AE signal attenuation in minimizing AE wave velocity discrepancies and enhancing AE localization precision. The outcome of this investigation represents a substantial advancement in AE localization within laminated composite structures, holding potential implications for improved damage detection and structural health monitoring of composite structures.
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  • 文章类型: Journal Article
    在成型过程中对固化的在线控制显着提高了产品质量,并确保了包装材料具有所需的热机械和粘合性能的可靠性。成型材料的形态和热机械性能的选择,以及通过精心选择的热分析方法确定的准确性,随着工艺参数的变化,在包装产品性能趋势的定性预测中起着至关重要的作用。这项工作旨在验证模型的质量和他们的验证使用高度填充的模塑树脂具有相同的化学成分,但在二氧化硅颗粒(SP)的10重量%的差异。通过介电分析(DEA)确定了形态和机械材料性能,差示扫描量热法(DSC),翘曲分析和动态力学分析(DMA)。通过实验设计(DoE)分析了温度和注射速度对形态特性的影响,并通过响应面图进行了说明。一种监测离子粘度(IV)演变的综合方法,残余焓(dHrest),玻璃化转变温度(Tg),和储能模量(E)作为转移模制工艺参数和材料的模制后固化(PMC)条件的函数。使用两种方法测试Tg估计的可靠性:翘曲分析和DMA。讨论了在高固化速率下高度填充材料的分析信号质量的显着下降。通过增加注射速度来控制温度导致形成具有较低Tg和增加的储能模量的聚合物网络,由于高加热速率和剪切加热效应,表明较低的密度和较不均匀的结构。
    The in-line control of curing during the molding process significantly improves product quality and ensures the reliability of packaging materials with the required thermo-mechanical and adhesion properties. The choice of the morphological and thermo-mechanical properties of the molded material, and the accuracy of their determination through carefully selected thermo-analytical methods, play a crucial role in the qualitative prediction of trends in packaging product properties as process parameters are varied. This work aimed to verify the quality of the models and their validation using a highly filled molding resin with an identical chemical composition but 10 wt% difference in silica particles (SPs). Morphological and mechanical material properties were determined by dielectric analysis (DEA), differential scanning calorimetry (DSC), warpage analysis and dynamic mechanical analysis (DMA). The effects of temperature and injection speed on the morphological properties were analyzed through the design of experiments (DoE) and illustrated by response surface plots. A comprehensive approach to monitor the evolution of ionic viscosity (IV), residual enthalpy (dHrest), glass transition temperature (Tg), and storage modulus (E) as a function of the transfer-mold process parameters and post-mold-cure (PMC) conditions of the material was established. The reliability of Tg estimation was tested using two methods: warpage analysis and DMA. The noticeable deterioration in the quality of the analytical signal for highly filled materials at high cure rates is discussed. Controlling the temperature by increasing the injection speed leads to the formation of a polymer network with a lower Tg and an increased storage modulus, indicating a lower density and a more heterogeneous structure due to the high heating rate and shear heating effect.
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  • 文章类型: Journal Article
    植物精油在食品工业中的应用经常受到水溶性差和高挥发性的阻碍。封装已成为解决此问题的有效方法。本研讨重点制备了女贞子精油凝胶球(FEOH)基海藻酸钠和明胶。通过Box-Behnken设计响应面测试确定了FEOH的最佳配方,产生10%FEO的成分,5%TW20和2%CaCl2。该制剂实现了85.56%的包封效率。FTIR和SEM结果表明FEO成功包封在凝胶球内。此外,DSC和TGA结果表明,包封提高了精油的热稳定性。在室温下,FEOH的含水量超过90%,在不同pH条件下,在碱性介质中的溶胀率最高,为62.5%。体外释放行为表明,FEOH在2h内在油基食品模拟物中的释放量高达85.28%。FEOH显示出较强的抗菌活性,对金黄色葡萄球菌的最低抑制浓度(MIC)为128mg/mL,对大肠杆菌的最低抑制浓度为256mg/mL。在这项研究中获得的凝胶球显示出作为食品基质中的食品防腐剂的巨大潜力。
    The application of plant essential oils in the food industry is often hindered by their poor water solubility and high volatilize. Encapsulation has emerged as an effective solution to this problem. This study focuses on the preparation of Fructus Ligustri Lucidi essential oil gel spheres (FEOH) based sodium alginate and gelatin. The optimum formulation for FEOH was established by Box-Behnken Design response surface testing, resulting in a composition of 10 % FEO, 5 % TW20 and 2 % CaCl2. This formulation achieved an encapsulation efficiency of 85.56 %. FTIR and SEM results indicated the successful encapsulation of FEO within the gel spheres. Furthermore, DSC and TGA results showed that encapsulation enhanced the thermal stability of the essential oil. At room temperature, the water content of FEOH exceeded 90 %, and it showed the highest swelling ratio of 62.5 % in an alkaline medium at different pH conditions. The in vitro release behavior showed that FEOH was released up to 85.28 % in oil-based food simulants within 2 h. FEOH showed strong antibacterial activity, with a Minimum Inhibitory Concentration (MIC) of 128 mg/mL against Staphylococcus aureus and 256 mg/mL against Escherichia coli. The gel spheres obtained in this research show significant potential as food preservatives in food matrices.
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  • 文章类型: Journal Article
    通过热诱导相分离(TIPS)制造的刚性聚乳酸(PLA)泡沫,利用PLA的三元溶液,四氢呋喃(THF),和水。通过用乙醇作为非溶剂代替THF/水溶剂混合物机械地稳定PLA凝胶,随后真空干燥。通过扫描电子显微镜(SEM)对PLA泡沫进行了全面表征,X射线衍射(XRD)和Brunauer-Emmett-Teller(BET)分析。在PLA泡沫中获得的BET面积高达18.76m2/g。响应面方法(RSM)用于评估四个独立变量(聚合物浓度,溶剂组合物,淬火温度,和老化时间)对PLA泡沫的孔径和密度的影响。实验结果表明,可以微调制造参数以控制孔的形态,包括它们的大小和密度。细胞大小的参数的最佳值由RSM确定为8.96(重量%),91.60(w/w),5.50°C,和3.86h的最佳细胞大小为37.96µm(遗传算法为37.78)。通过RSM的最佳密度88.88mgr/cm3(通过遗传算法88.38mgr/cm3)在5.00(wt%)获得,89.33(w/w),14.40°C和2.65h。
    Rigid polylactic acid (PLA) foams fabricated via thermally induced phase separation (TIPS) utilizing a ternary solution of PLA, Tetrahydrofuran (THF), and water. The PLA gels were stabilized mechanically by the substituting of the THF/water solvent mixture with ethanol as non-solvent and subsequently vacuum dried. A comprehensive characterization of PLA foams was achieved by Scanning Electron Microscopy (SEM), X-ray Diffractometry (XRD) and Brunauer-Emmett-Teller (BET) analyses. The BET area obtained in the PLA foam is up to 18.76 m2/g. The Response Surface Methodology (RSM) was utilized to assess the impacts of four independent variables (polymer concentration, solvent composition, quench temperature, and aging time) on the pore size and density of PLA foam. The experimental findings demonstrated that the fabrication parameters could be fine-tuned to govern the morphology of the pores, comprising their size and density. The optimal values of parameters for cell size were identified by RSM to be 8.96 (wt%), 91.60 (w/w), 5.50 °C, and 3.86 h for the optimum cell size of 37.96 µm (37.78 by Genetic Algorithm). Optimum density by RSM 88.88 mgr/cm3 (88.38 mgr/cm3 by Genetic Algorithm) was obtained at 5.00 (wt%), 89.33 (w/w), 14.40 °C and 2.65 h.
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  • 文章类型: Journal Article
    在这篇文章中,通过考虑应变率影响,模拟了复相高强度钢SZBS800的响应。首先用一系列标准拉伸试验在较低的应变率下测量材料的响应。使用将球射入平坦试样的非常规测试可获得更高的应变率。应用Cowper-Symonds材料模型的粘塑性公式来考虑应变率效应。参数SIGY,p,材料模型的C和C是使用逐步程序估计的。首先,使用网格搜索方法从拉伸试验中获得了三个参数的粗略估计。然后,使用逆向工程方法对参数p和C进行了微调。在显式动态模拟和所有实验数据的帮助下,定义了多准则成本函数,并将其应用于获得参数p和C的平滑响应函数。估计参数的最优值很好地模拟了材料响应,尽管最佳候选域跨越参数P的两个数量级和参数C的几个数量级。
    In this article, a response of the complex-phase high-strength steel SZBS800 was modelled by considering the strain-rate influence. The material\'s response was first measured with a series of standard tensile tests at lower strain rates. Higher strain rates were achieved using the unconventional test of shooting the ball into flat specimens. A viscoplastic formulation of the Cowper-Symonds material model was applied to consider the strain-rate effects. The parameters SIGY, p, and C of the material model were estimated using a step-wise procedure. First, rough estimates of the three parameters were obtained from the tensile tests using the grid search method. Then, the parameters p and C were fine-tuned using the reverse engineering approach. With the help of explicit dynamic simulations and all the experimental data, a multi-criteria cost function was defined and applied to obtain a smooth response function for the parameters p and C. Its optimum was determined by a real-valued genetic algorithm. The optimal values of the estimated parameters model the material response well, although a domain of optimum candidates spans two orders of magnitude for the parameter p and a few orders of magnitude for the parameter C.
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  • 文章类型: Journal Article
    在目前的研究中,从纯度和得率两方面对水飞蓟蛋白提取参数进行了优化。此外,对从水飞蓟籽中分离的蛋白质进行了表征。确定了从牛奶蓟种子中获得最高蛋白质(MTP)纯度的最佳条件为提取pH9.47,温度30°C,和提取时间180分钟。相反,在提取pH12,温度50°C,确定总蛋白质产量(MTY)的最佳值,提取时间167min。在这两组条件(MTP和MTY)下获得的蛋白质表现出相当的吸油能力(OAC),发泡,和乳化能力,以及稳定性,与以前关于种子蛋白的研究结果一致。两种蛋白质在pH11时具有最高的蛋白质溶解度。两种蛋白质的ζ电位在pH4时最接近零,表明它们接近等电点。MTP和MTY的抗氧化能力比其他蛋白分离物/浓缩物差。MTP和MTY含有高β折叠浓度,其可能增强热稳定性并降低蛋白质的消化率。总之,蛋白质提取过程显示出很高的潜力,可以实现大量的产量和显着的纯度,具有一些体面的技术和功能特性,从而为不同领域的各种应用带来了希望。
    In the current study, optimization of milk thistle protein extraction parameters was carried out in terms of purity and yield. In addition, the characterization of proteins isolated from milk thistle seeds was conducted. The optimal conditions for achieving the highest purity of protein (MTP) from milk thistle seeds were identified as extraction pH 9.47, temperature 30°C, and extraction time 180 min. Conversely, optimal values for overall protein yield (MTY) were determined at extraction pH 12, temperature 50°C, and extraction time 167 min. The proteins obtained under these two sets of conditions (MTP and MTY) demonstrated comparable oil absorption capacity (OAC), foaming, and emulsifying capabilities, as well as stability, aligning with findings from previous studies on seed protein. Both proteins had the highest protein solubilities at pH 11. Both proteins\' zeta potentials were closest to zero at pH 4, demonstrating their closeness to the isoelectric point. MTP and MTY had poorer antioxidant capabilities than the other protein isolates/concentrates. MTP and MTY contain high β sheet concentrations that might enhance thermal stability and lower the digestibility of proteins. In conclusion, the protein extraction process demonstrated a high potential for achieving both substantial yield and remarkable purity with some decent technological and functional properties, thus holding promise for various applications in diverse fields.
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  • 文章类型: Journal Article
    环氧化合物的聚合物结构可以通过玻璃化转变温度(Tg)来表征,其通常被视为主要形态特征。在制造热固性模制部件之后确定Tg是材料表征中的重要目标。为了定量表征Tg对固化程度的依赖性,通常使用DiBenedetto方程。因此,在成型过程中监测聚合物网络的形成是聚合物加工中最具挑战性的任务之一,可以使用介电分析(DEA)来实现。在这项研究中,使用响应面分析优化了基于环氧树脂的模塑料(EMC)的形态性能,以用于成型过程。固化温度等加工参数,固化时间,根据DoE策略和注射速率进行了研究,并分析了影响Tg和固化程度的主要因素。基于翘曲分析,开发了一种在一定固化程度下测量Tg的新方法。固化程度通过介电分析(DEA)在线测定,并使用差示扫描量热法(DSC)离线测定。结果用作DoE模型中的响应。使用DiBenedetto方程对各种工艺参数的响应特性进行细化,显著提高了基于DoE方法的响应面模型的质量。
    An epoxy compound\'s polymer structure can be characterized by the glass transition temperature (Tg) which is often seen as the primary morphological characteristic. Determining the Tg after manufacturing thermoset-molded parts is an important objective in material characterization. To characterize quantitatively the dependence of Tg on the degree of cure, the DiBenedetto equation is usually used. Monitoring polymer network formation during molding processes is therefore one of the most challenging tasks in polymer processing and can be achieved using dielectric analysis (DEA). In this study, the morphological properties of an epoxy resin-based molding compounds (EMC) were optimized for the molding process using response surface analysis. Processing parameters such as curing temperature, curing time, and injection rate were investigated according to a DoE strategy and analyzed as the main factors affecting Tg as well as the degree of cure. A new method to measure the Tg at a certain degree of cure was developed based on warpage analysis. The degree of cure was determined inline via dielectric analysis (DEA) and offline using differential scanning calorimetry (DSC). The results were used as the response in the DoE models. The use of the DiBenedetto equation to refine the response characteristics for a wide range of process parameters has significantly improved the quality of response surface models based on the DoE approach.
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