Box–Behnken design

Box - Behnken 设计
  • 文章类型: Journal Article
    本研究利用设计质量分析(AQbD)方法开发了一种稳定性指示的高效液相色谱(HPLC)方法,用于使用设计专家软件估算evogliptin酒石酸盐。对关键参数进行了有条不紊的优化,绘制了轮廓,并使用各种强制降解条件评估稳定性。使用带有光电二极管阵列(PDA)检测器的AgilentHPLC系统以及富通C18色谱柱(250×4.6mm,5μm)有效地将药物与其降解物分离。使用的流动相为甲醇:水(pH调节至3.0,76:24;v/v),流速为0.8mL/min。在2.98分钟时洗脱伊伏格列汀,在267nm的检测波长下。发现所提出的方法是具体的,精确,线性和鲁棒性。这种药物对酸性敏感,基本的,氧化,热,和光降解分解六种降解产物。因此,开发的基于AQbD的稳定性指示HPLC方法适用于分析散装的evoglettin,片剂剂型和稳定性样品。
    The present study utilized Analytical Quality by Design (AQbD) approach to develop a stability-indicating high-performance liquid chromatography (HPLC) method for estimating evogliptin tartrate using design expert software. The key parameters were methodically optimized, contours were plotted, and stability was evaluated using various forced degradation conditions. Using an Agilent HPLC system with a photo diode array (PDA) detector along with Fortis C18 column (250 × 4.6 mm, 5 μm) effectively separated the drug from its degradants. The mobile phase used was methanol: water (pH adjusted to 3.0, 76:24; v/v) at 0.8 mL/min flow rate. Evogliptin was eluted at 2.98 min, at a detection wavelength of 267 nm. The proposed method was found to be specific, precise, linear and robust. The drug was sensitive to acidic, basic, oxidative, thermal, and photodegradation resolving six degradation products. Thus, the developed AQbD-based stability-indicating HPLC method is applicable in analyzing evogliptin in bulk, tablet dosage form and stability samples.
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  • 文章类型: Journal Article
    在这项研究中,采用水热法制备了Ag2CrO4@NiFe-LDH纳米粒子,用于光催化降解茜素红(AR)染料。制备了三种不同摩尔百分比的复合材料,其中50%Ag2CrO4@50%NiFe-LDH复合材料是降解AR的最佳样品,去除率为97.1%。此外,属性,结构,通过XRD测定了纯Ag2CrO4和NiFe-LDH及其复合材料的特性,FESEM,FTIR,EDX映射,和紫外可见分析。发现Ag2CrO4@NiFe-LDH复合材料具有Z型异质结构,除了增加活性位点和增加比表面,降低纯Ag2CrO4和NiFe-LDH的复合率。此外,Box-Behnken设计技术,这是响应面方法中最常见的设计之一,用于优化操作条件并研究4个独立参数的影响:催化剂用量,溶液浓度,pH值,和光强度。通过ANOVA确定独立参数的重要性及其相互作用。通过数值优化,所选参数的最佳值等于1.34g/L催化剂,浓度为16.45mg/L,pH=10.74,光强15.53W作为最佳条件,理想系数为1.00,吸收值为89.34%。调整后的R2(0.9838)和预测的R2(0.9507)值的接近性表明该模型可以成功地用于预测。
    In this study, Ag2CrO4@NiFe-LDH nanoparticles were synthesized by hydrothermal method for photocatalytic degradation of Alizarin Red (AR) dye. Three composites with different molar percentages were prepared, among which 50%Ag2CrO4@50%NiFe-LDH composite was the best sample with a removal rate of 97.1% in AR degradation. Also, the properties, structure, and characteristics of pure Ag2CrO4 and NiFe-LDH and their composites were determined by XRD, FESEM, FTIR, EDX mapping, and UV-visible analyses. It was found that Ag2CrO4@NiFe-LDH composites with the formation of heterogeneous structure of Z-scheme, in addition to increasing the active sites and increasing the specific surface, decrease the recombination rate of pure Ag2CrO4 and NiFe-LDH. Also, the Box-Behnken design technique, which is one of the most common designs used in response surface methodology, was used to optimize the operating conditions and investigate the effect of 4 independent parameters: catalyst amount, solution concentration, pH, and light intensity. The importance of independent parameters and their interactions were determined by ANOVA. By means of numerical optimization, the optimal values of the selected parameters equal to 1.34 g/L of catalyst, concentration of 16.45 mg/L, pH = 10.74, and light intensity of 15.53 W were obtained as optimal conditions with a desirability coefficient of 1.00 and an absorption value of 89.34%. The closeness of adjusted R2 (0.9838) and predicted R2 (0.9507) values show that this model can be successfully used for prediction.
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  • 文章类型: Journal Article
    本文是对新开发的大蒜品种NARC-G1的超声辅助提取优化和有价值成分表征的综合研究。采用响应面法优化提取时间,溶剂固体比和提取温度,对于最佳总酚含量(TPC),DPPH自由基清除活性,α-淀粉酶抑制,和α-葡萄糖苷酶抑制。在优化条件下(提取时间23min,温度60°C,和39:1的溶剂与溶质之比)的最佳TPC(13.76mgGAE/g),DPPH自由基清除活性(62.76%),α-淀粉酶抑制(71.43%),获得α-葡萄糖苷酶抑制(79.43%)。在所选响应的实际值和预测值之间观察到显着的相关性。气相色谱-质谱(GC-MS),揭示了26种高价值生物活性物质,其中二烯丙基二硫化物含量最高(16.22%),其次是2,3-二氢-3,5-二羟基-6-甲基,4H-吡喃-4-酮和5-羟甲基糠醛。此外,硅调查表明,豆甾醇,熊果苷,角鲨烯,α-生育酚和亚油酸具有抗高血糖的潜力。此外,抗菌活性显示变异链球菌(19.25±1.98mm)和单核细胞增生李斯特菌(19.34±2.04mm)最敏感,而铜绿假单胞菌是对优化的NARC-G1大蒜提取物最不敏感的细菌菌株。这项研究有效地解释了从NARC-G1高价值成分的最佳回收,并可能有助于Nutra药物和功能性食品的开发。
    The present paper is a comprehensive study on the optimization of ultrasonic assisted extraction and characterization of valued components from the newly developed garlic cultivar NARC-G1. The response surface methodology was employed to optimize the extraction time, solvent-to-solid ratio and extraction temperature, for optimal total phenolic contents (TPC), DPPH radical scavenging activity, α-amylase inhibition, and α-glucosidase inhibition. Under the optimized conditions (23 min extraction time, 60 °C temperature, and 39 : 1 solvent-to-solute ratio) the optimal TPC (13.76 mg GAE/g), DPPH radical scavenging activity (62.76 %), α-amylase inhibition (71.43 %), and α-glucosidase inhibition (79.43 %) were obtained. Significant correlations were observed between actual values and predicted values for the selected responses. Gas chromatography-mass spectrometry (GC-MS), revealed 26 high-value bioactives, with diallyl disulphide being the most abundant (16.22 %), followed by 2,3-dihydro-3,5-dihydroxy-6-methyl, 4H-pyran-4-one and 5-Hydroxymethylfurfural. Additionally, in silico investigation indicated that stigmasterol, arbutin, squalene, α-tocopherol and linoleic acid were responsible for antihyperglycemic potential. Moreover, antimicrobial activity revealed that S. mutans (19.25±1.98 mm) and L. monocytogenes (19.34±2.04 mm) were the most sensitive, while P. aeruginosa was the least sensitive bacterial strains against the optimized NARC-G1 garlic extract. This research effectively explains the optimal recovery of high-valued components from NARC-G1 and may contribute to nutra-pharmaceutical and functional food developments.
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  • 文章类型: Journal Article
    背景:从酿酒行业的废弃副产品中回收生物活性物质的方法考虑到环境和经济方面都具有很大的价值。
    目的:本研究的目的是研究通过基于羧酸的低共熔溶剂(DES)从葡萄(Vitisvinifera)种子中提取酚类抗氧化剂,以提出一种基于多变量优化方法的环境友好方法。
    方法:设计了几种摩尔比(1/1、1/2和2/1)的基于羧酸的DES。两种多元醇(甘油和乙二醇)被用作氢键供体,而甲酸,乙酸,选择丙酸作为氢键受体。工艺参数(含水量、提取时间,和固体质量)进行了分析,以通过响应面法进行Box-Behnken设计来优化工艺,在测定了最高总酚含量(TPC)和抗氧化活性产率的最佳组合后。
    结果:最大的TPC产率(153.17±0.003mg-GAE/g-GS)和抗氧化活性产率(82.26±0.004mg-GAE/g-GS)通过向DES中添加50%的水实现(乙二醇/乙酸,1/1),85秒提取时间,和0.1克葡萄籽。
    BACKGROUND: The recovery process for bioactives from discarded by-products of the winemaking industry is of great value considering both environmental and economic aspects.
    OBJECTIVE: The goal of this study is to investigate the extraction of phenolic antioxidants from grape (Vitis vinifera) seeds by means of carboxylic acid-based deep eutectic solvents (DESs) in order to propose an environmentally friendly method based on a multivariate optimization approach.
    METHODS: Carboxylic acid-based DESs were designed with several molar ratios (1/1, 1/2, and 2/1). Two polyols (glycerol and ethylene glycol) were used as hydrogen bond donors, while formic acid, acetic acid, and propionic acid were selected as hydrogen bond acceptors. The process parameters (water content, extraction time, and solid mass) were analyzed to optimize the process through Box-Behnken design with response surface method, after determination of the best combination for the highest total phenolic content (TPC) and the antioxidant activity yields.
    RESULTS: The maximum TPC yield (153.17 ± 0.003 mg-GAE/g-GS) and antioxidant activity yield (82.26 ± 0.004 mg-GAE/g-GS) were achieved by 50% water addition into the DES (ethylene glycol/acetic acid, 1/1), 85 sec extraction time, and 0.1 g grape seed.
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  • 文章类型: Journal Article
    摘要:BCS-II类药物如白藜芦醇(RSV)和蝶芪(PTE)的水性核心纳米胶囊(ACN)用于前列腺癌的开发和评估。材料和方法:鉴定RSV和PTE的摩尔比对PC-3细胞的协同作用。通过使用Box-Behnken设计的双乳化方法将选定比例的药物添加到ACN中。Further,评估物理化学表征,释放动力学,兼容性,体外细胞毒性,体内药代动力学和生物分布研究。结果:选择1:1比例的RSV和PTE具有最大的协同潜力,具有较小的粒径(128.1±3.21nm),zeta电位(-22.12±0.2mV),0.53PDI,改进的封装(RSV为87%,PTE的72%),稳定,无全身毒性,在前列腺细胞中高度分布/积累。结论:ACN表现出较高的t1/2(12.42±1.92hs)和8.20±8.21hs平均停留时间和较低的清除率。证明了前列腺癌的高效性.
    [方框:见正文]。
    ABSTARCTAim: Development and evaluation of aqueous core nanocapsules (ACNs) of BCS-II-class drug like resveratrol (RSV) and pterostilbene (PTE) for prostate cancer. Materials & methods: Identify synergistic effects of molar ratios of RSV and PTE against PC-3 cell. Selected ratio of drugs was added to ACNs by double-emulsification-method using Box-Behnken design. Further, assessed for physicochemical characterization, release kinetics, compatibility, in vitro cytotoxicity, in vivo pharmacokinetic and biodistribution studies. Results: Selected 1:1 ratio of RSV and PTE had greatest synergy potential have smaller particle-size (128.1 ± 3.21 nm), zeta-potential (-22.12 ± 0.2 mV), 0.53 PDI, improved encapsulation (87% for RSV, 72% for PTE), stable, no systemic toxicity, high biodistributed/accumulated in prostate cells. Conclusion: ACNs exhibited high t1/2 (12.42 ± 1.92 hs) and 8.20 ± 8.21 hs Mean Residence Time and lower clearance, proving the high effectiveness for prostate cancer.
    [Box: see text].
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  • 文章类型: Journal Article
    酸性矿山排水(AMD)是与采矿活动相关的主要环境问题之一,无论矿井是在运行还是废弃。在这项工作中,由硫化物矿物氧化产生的这种矿井排水中的几种沉淀物,当暴露于风化时,用作吸附剂。这种AMD沉淀来自废弃的葡萄牙矿山(AGO,AGO-1、CF、和V9)与摩洛哥的两种原料(ClayMA和叶蜡石)在废水处理效率方面进行了比较。不同的分析技术,如XRD衍射(XRD),傅里叶变换红外光谱(FTIR),N2吸附等温线,使用具有能量色散X射线(EDX)的扫描电子显微镜(SEM)来表征这些天然材料。通过对不同实验因素的优化,研究了吸附性能,例如吸附剂的类型,吸附剂质量,通过Box-Behnken设计模型和染料浓度,使用亚甲基蓝(MB)和结晶紫(CV)化合物作为有机污染物。使用伪一阶和伪二阶方程检查获得的动力学数据,并使用Freundlich和Langmuir模型研究了平衡吸附数据。通过伪二级动力学模型和Langmuir等温线完美拟合了不同吸附剂的吸附行为。由于纤维素分子的存在,两种染料最有效的吸附剂是AGO-1,对于CV和MB,qm等于40.5和16.0mg/g,分别。这项研究证实了使用AMD沉淀物吸附水中有机污染物的可能性,为开发未来负担得起的解决方案提供有价值的信息,以减少与采矿活动相关的废物。
    Acid mine drainage (AMD) is one of the main environmental problems associated with mining activity, whether the mine is operational or abandoned. In this work, several precipitates from this mine drainage generated by the oxidation of sulfide minerals, when exposed to weathering, were used as adsorbents. Such AMD precipitates from abandoned Portuguese mines (AGO, AGO-1, CF, and V9) were compared with two raw materials from Morocco (ClayMA and pyrophyllite) in terms of their efficiency in wastewater treatment. Different analytical techniques, such as XRD diffraction (XRD), Fourier Transform Infrared spectroscopy (FTIR), N2 adsorption isotherms, and Scanning Electron Microscopy (SEM) with Energy Dispersive X-ray (EDX) were used to characterize these natural materials. The adsorption properties were studied by optimizing different experimental factors, such as type of adsorbent, adsorbent mass, and dye concentration by the Box-Behnken Design model, using methylene blue (MB) and crystal violet (CV) compounds as organic pollutants. The obtained kinetic data were examined using the pseudo-first and pseudo-second order equations, and the equilibrium adsorption data were studied using the Freundlich and Langmuir models. The adsorption behavior of the different adsorbents was perfectly fitted by the pseudo-second order kinetic model and the Langmuir isotherm. The most efficient adsorbent for both dyes was AGO-1 due to the presence of the cellulose molecules, with qm equal to 40.5 and 16.0 mg/g for CV and MB, respectively. This study confirms the possibility of employing AMD precipitates to adsorb organic pollutants in water, providing valuable information for developing future affordable solutions to reduce the wastes associated with mining activity.
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  • 文章类型: Journal Article
    纤维素和木质素,来自生物质,拥有创新生物过程和生物材料的潜力。然而,传统的分馏和纯化方法通常依赖于有害化学物质和高温,使这些过程既危险又昂贵。这项研究介绍了一种可持续的方法来分离金合欢木,重点是使用由氯化胆碱(ChCl)和乙酰丙酸(LA)组成的低共熔溶剂(DES)提取纤维素和木质素。采用实验设计来优化最相关的分馏参数:时间和温度。在木质素的情况下,发现这两个参数都是分馏过程中的重要变量(时间和温度的p值为0.0128和0.0319,分别),有积极的影响。同样,在纤维素的情况下,时间和温度也显示出积极的影响,p值分别为0.0103和0.028。最后进行了优化研究以确定木质素和纤维素的最大分馏产率。在160°C的处理温度下8h,在1:3ChCl:LA中发现优化的条件为15%(w/v)的木材样品。通过可重复性和中间精密度研究验证了所开发的方法,其变异系数低于5%。成功评估了DES的回收和再利用,即使经过五个周期,也能显示出显着的分馏产量。这项工作证明了使用可持续溶剂从木质生物质中选择性提取木质素和纤维素的可行性,从而为入侵物种生物量的增值铺平了道路。
    Cellulose and lignin, sourced from biomass, hold potential for innovative bioprocesses and biomaterials. However, traditional fractionation and purification methods often rely on harmful chemicals and high temperatures, making these processes both hazardous and costly. This study introduces a sustainable approach for fractionating acacia wood, focusing on both cellulose and lignin extraction using a deep eutectic solvent (DES) composed of choline chloride (ChCl) and levulinic acid (LA). A design of experiment was employed for the optimization of the most relevant fractionation parameters: time and temperature. In the case of the lignin, both parameters were found to be significant variables in the fractionation process (p-values of 0.0128 and 0.0319 for time and temperature, respectively), with a positive influence. Likewise, in the cellulose case, time and temperature also demonstrated a positive effect, with p-values of 0.0103 and 0.028, respectively. An optimization study was finally conducted to determine the maximum fractionation yield of lignin and cellulose. The optimized conditions were found to be 15% (w/v) of the wood sample in 1:3 ChCl:LA under a treatment temperature of 160 °C for 8 h. The developed method was validated through repeatability and intermediate precision studies, which yielded a coefficient of variation lower than 5%. The recovery and reuse of DES were successfully evaluated, revealing remarkable fractionation yields even after five cycles. This work demonstrates the feasibility of selectively extracting lignin and cellulose from woody biomass using a sustainable solvent, thus paving the way for valorization of invasive species biomass.
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  • 文章类型: Journal Article
    这项研究旨在开发一种从烘焙咖啡豆中提取咖啡因的快速程序。微波辅助提取在微波炉中以2450MHz的工作频率进行。基于Box-Behnken设计的响应面法用于建模和优化提取过程。在分析的提取参数(因素)中,提取时间(2-6分钟)的影响,液固比(5-15mL/g),并考虑了微波功率(336-595瓦),而提取的咖啡因的产量被观察为系统的反应。使用水作为用于提取咖啡因的选择的溶剂。最佳条件为:提取时间,2分钟;液固比,15毫升/克;和微波功率,500W。在此优化条件下,咖啡因的预期提取率为1.01g/100g干重(通过实验测定证实的值)。1.7kWh/100g纯化咖啡因的总能耗表明,该程序比报告的程序节能约1200-15,000倍。这项研究表明,咖啡因可以通过绿色方法从烘焙咖啡豆中定量提取,并且分离出的咖啡因具有很高的纯度,这通过UHPLC-ESI-MS/MS方法证实。有了这种品质,分离的咖啡因可以进一步用作食品工业的活性成分,而出于制药目的,它必须进一步纯化。
    This study aimed to develop a fast procedure for caffeine extraction from roasted coffee beans. The microwave-assisted extraction was carried out in the microwave oven with an operating frequency of 2450 MHz. The response surface methodology based on a Box-Behnken design was used to model and optimize the extraction process. Among the analyzed extraction parameters (factors), the influence of extraction time (2-6 min), liquid-to-solid ratio (5-15 mL/g), and microwave power (336-595 W) were considered, while the yield of extracted caffeine was observed as the response of the system. Water was used as the solvent of choice for the extraction of caffeine. The optimum conditions were as follows: extraction time, 2 min; liquid-to-solid ratio, 15 mL/g; and microwave power, 500 W. In this optimized condition, the expected extraction yield of caffeine was 1.01 g/100 g dry weight (value confirmed by experimental assays). The total energy consumed of 1.7 kWh/100 g of purified caffeine indicated a more energy-efficient procedure by about 1200-15,000 times than the reported procedures. This study showed that caffeine can be quantitatively extracted from roasted coffee beans through a green approach and that the isolated caffeine has a high purity degree, which was confirmed by the UHPLC-ESI-MS/MS method. With this quality, isolated caffeine could be further used as an active ingredient in the food industry, while for pharmaceutical purposes, it must be further purified.
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  • 文章类型: Journal Article
    增材制造(AM),特别是熔丝制造(FFF),因其设计灵活性和成本效益而获得了极大的关注。本研究的重点是优化FFF参数,采用响应面方法(RSM)来提高聚对苯二甲酸乙二醇酯(PETG)零件的弯曲性能。三个基本参数-层高,打印速度,和喷嘴温度变化,以及它们对弯曲强度的影响,弯曲模量,极限强度的弯曲韧性,5%应变时的弯曲韧性,和极限强度下的应变进行了评估。基于Box-Behnken的设计,实验揭示了这些参数对力学响应的显著影响。方差分析(ANOVA)表明,层高度主要影响弯曲模量和韧性,而喷嘴温度显著影响弯曲强度。RSM模型表现出很高的准确性,R2值超过99%。最佳参数组合可产生显着改善:抗弯强度达到39.55MPa,弯曲模量峰值为1344.60MPa,极限强度的弯曲韧性达到218.22J/mm3,5%应变时的弯曲韧性达到381.47J/mm3,极限强度时的应变达到3.50%。验证实验证实了优化的有效性,误差低于3.17%。
    Additive manufacturing (AM), particularly fused filament fabrication (FFF), has gained significant attention for its design flexibility and cost-effectiveness. This study focuses on optimizing FFF parameters that employ response surface methodology (RSM) to enhance the flexural performance of polyethylene terephthalate glycol (PETG) parts. Three essential parameters-layer height, print speed, and nozzle temperature-were varied, and their effects on flexural strength, flexural modulus, flexural toughness for ultimate strength, flexural toughness at 5% strain, and strain at ultimate strength were evaluated. Based on a Box-Behnken design, the experiments revealed significant effects of these parameters on the mechanical responses. The analysis of variance (ANOVA) indicates that layer height predominantly affects flexural modulus and toughness, while nozzle temperature significantly impacts flexural strength. The RSM models exhibited high accuracy, with R2 values exceeding 99%. Optimal parameter combinations yield remarkable improvements: flexural strength reached 39.55 MPa, flexural modulus peaked at 1344.60 MPa, flexural toughness for ultimate strength reached 218.22 J/mm3, flexural toughness at 5% strain reached 381.47 J/mm3, and strain at ultimate strength reached 3.50%. Validation experiments confirm the effectiveness of the optimization, with errors below 3.17%.
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  • 文章类型: Journal Article
    重金属和污染物染料的存在会对水生生态系统产生不利影响,并损害水生美学。这项研究调查了未加工的废宝石海泡石粉作为一种新的吸附剂,用于从水溶液中去除Cu(II)和亚甲基蓝(MB)以减少水污染。利用红外光谱(FT-IR)对废粉的结构进行了表征,XRD,SEM和BET方法。使用实验设计技术进行了Cu(II)和MB染料去除的优化。在最佳条件下,对Cu(II)的去除率为95.5%(±3.7),对MB的去除率为97.8%(±0.4)。Cu(II)的去除遵循Freundlich等温线模型,而MB染料的去除符合Langmuir等温线模型。两种吸附过程均服从伪二级动力学模型,并自发发生。这种创新方法通过强调可持续和具有成本效益的废物利用的重要性,为水污染提供了一个有希望的解决方案。
    The presence of heavy metals and pollutant dyes can have detrimental effects on aquatic ecosystems and compromise aquatic aesthetics. This study investigates the use of unprocessed waste gem meerschaum powder as a new adsorbent in the removal of both Cu(II) and methylene blue (MB) from aqueous solutions to reduce water pollution. The structure of the waste powder was characterized by FT-IR, XRD, SEM and BET methods. Optimization of Cu(II) and MB dye removal was carried out using design of experiment technique. Under optimum conditions, remarkable removal efficiencies of 95.5% (± 3.7) for Cu(II) and 97.8% (± 0.4) for MB were achieved. The removal of Cu(II) followed the Freundlich isotherm model, while the removal of MB dye adhered to the Langmuir isotherm model. Both adsorption processes obeyed the pseudo-second-order kinetic model and occurred spontaneously. This innovative approach offers a promising solution to water pollution by highlighting the importance of sustainable and cost-effective waste use.
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