fractional factorial design

分数阶乘设计
  • 文章类型: Journal Article
    nZVI(S-nZVI)的硫化作用显著提高了nZVI的除砷能力,同时修改隔离机制。然而,为了更好地将S-NZVI应用于地下水砷修复,需要研究地下水共存离子对S-nZVI吸收砷功效的影响。本研究评估了S-nZVI在典型地下水共存离子如Cl-的存在下去除砷的潜力,HA,HCO3-,PO43-和SO42-通过批量吸附实验。个别地,PO43-和HA具有显性抑制作用,而SO42-促进了S-nZVI对As(III)的去除。相反,对于As(V)移除,HCO3-和SO42-阻碍了去除过程。X射线光谱研究表明,共存离子可以与砷竞争吸附位点,影响S-nZVI腐蚀速率和/或产生不同的腐蚀产物,从而干扰S-nZVI去除砷。为了研究这些离子的累积效应,采用25-1分数阶乘实验设计,其中所有离子的浓度以优化的方式同时变化,并观察了它们对S-nZVI除砷的影响。我们的结果表明,当这些离子同时存在时,PO43-,SO42-和HA仍然对As(III)的去除产生主要影响,而HCO3-是影响As(V)去除的主要离子,尽管离子的综合影响不仅仅是它们各自影响的总和。总的来说,我们的研究发现可能为预测S-nZVI在修复砷污染地下水的田间应用中的实际性能提供有价值的见解。
    Sulphidation of nZVI (S-nZVI) has shown to significantly improve the arsenic removal capacity of nZVI, concurrently modifying the sequestration mechanism. However, to better apply S-nZVI for groundwater arsenic remediation, the impact of groundwater coexisting ions on the efficacy of arsenic uptake by S-nZVI needs to be investigated. This present study evaluates the potential of S-nZVI to remove arsenic in the presence of typical groundwater coexisting ions such as Cl-, HA, HCO3-, PO43- and SO42- through batch adsorption experiments. Individually, PO43- and HA had a dominant inhibition effect, while SO42- promoted As(III) removal by S-nZVI. Conversely, for As(V) removal, HCO3- and SO42- impeded the removal process. X-ray spectroscopic investigation suggests that the coexisting ions can either compete with arsenic for the adsorption sites, influence the S-nZVI corrosion rates and/or generate distinct corrosion products, thereby interfering with arsenic removal by S-nZVI. To investigate the cumulative effects of these ions, a 25-1 Fractional Factorial Design of experiments was employed, wherein the concentration of all the ions were varied simultaneously in an optimized manner, and their impact on arsenic removal by S-nZVI was observed. Our results shows that when these ions are present concurrently, PO43-, SO42- and HA still exerted a dominant influence on As(III) removal, whereas HCO3- was the main ions affecting As(V) removal, although the combined influence of the ions was not merely a summation of their individual effects. Overall, the finding of our study might provide valuable insight for predicting the actual performance of S-nZVI in field-scale applications for the remediation of arsenic-contaminated groundwater.
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  • 文章类型: Journal Article
    用于肿瘤学登记试验的传统剂量选择通常采用一步或两步单一最大耐受剂量(MTD)方法。然而,这种方法可能不适合分子靶向治疗,其往往具有与细胞毒性剂明显不同的毒性特征。美国食品和药物管理局启动了Optimus项目,以改革肿瘤药物开发中的剂量优化,并在最近发布了相关的行业指南。
    我们提出了“剂量优化的三个步骤”程序,为了响应这些倡议,并讨论剂量优化设计和分析中的细节。第一步是剂量递增,以通过有效的混合设计确定MTD或最大给药剂量。这可以提供良好的过量控制,并增加推荐的MTD接近真实MTD的可能性。第二步是选择适当的推荐剂量进行扩展(RDE),基于所有可用的数据,包括新兴的安全,药代动力学,药效学,和其他生物标志物信息。第三步是剂量优化,它使用来自随机分数阶乘设计的数据,在扩展阶段在多个肿瘤队列中探索多个RDE,以确保为注册试验选择可行的剂量,并确定对研究治疗最敏感的肿瘤类型。
    我们相信使用这种三步方法可以增加为注册试验选择最佳剂量的可能性,该试验证明了平衡的安全性,同时保留了在MTD中观察到的大部分功效。
    UNASSIGNED: Traditional dose selection for oncology registration trials typically employs a one- or two-step single maximum tolerated dose (MTD) approach. However, this approach may not be appropriate for molecularly targeted therapy, which tends to have toxicity profiles that are markedly different than cytotoxic agents. The US Food and Drug Administration launched Project Optimus to reform dose optimization in oncology drug development and has recently released a related guidance for industry.
    UNASSIGNED: We propose a \"three steps toward dose optimization\" procedure, in response to these initiatives, and discuss the details in dose-optimization designs and analyses. The first step is dose escalation to identify the MTD or maximum administered dose with an efficient hybrid design, which can offer good overdose control and increases the likelihood of the recommended MTD being close to the true MTD. The second step is the selection of appropriate recommended doses for expansion (RDEs), based on all available data, including emerging safety, pharmacokinetics, pharmacodynamics, and other biomarker information. The third step is dose optimization, which uses data from a randomized fractional factorial design with multiple RDEs explored in multiple tumor cohorts during the expansion phase to ensure a feasible dose is selected for registration trials, and that the tumor type most sensitive to the investigative treatment is identified.
    UNASSIGNED: We believe using this three-step approach can increase the likelihood of selecting an optimal dose for a registration trial that demonstrates a balanced safety profile while retaining much of the efficacy observed at the MTD.
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  • 文章类型: Journal Article
    单流体静电纺丝从具有活性成分的熔融聚合物溶液中产生纳米纤维。本研究利用分数阶乘设计和Box-Behnken设计的组合来检查多个参数中的关键因素,并优化影响纤维垫形态和番泻叶叶提取物包封效率的静电纺丝条件。结果表明,虫胶含量对纤维直径和珠子形成的影响最大。最佳静电纺丝条件确定为24kV的电压,溶液进料速率为0.8mL/h,紫胶提取物的比例为38.5:3.8。这些条件产生了直径为306nm的纳米纤维,0.29的低珠与纤维比,纤维内的提取物截留率为96%。通过体外释放研究证实了优化的纳米纤维的双相分布。该配置文件包括第一个小时内88%的初始爆发释放,在接下来的12小时内,持续释放模式超过90%,正如零级释放动力学所预测的那样。优化的纳米纤维对多种病原体具有抗菌功效,提出了在伤口敷料和保护性纺织品中的有希望的应用。
    Single-fluid electrospinning creates nanofibers from molten polymer solutions with active ingredients. This study utilized a combination of a fractional factorial design and a Box-Behnken design to examine crucial factors among a multitude of parameters and to optimize the electrospinning conditions that impact fiber mats\' morphology and the entrapment efficiency of Senna alata leaf extract. The findings indicated that the shellac content had the greatest impact on both fiber diameter and bead formation. The optimum electrospinning conditions were identified as a voltage of 24 kV, a solution feed rate of 0.8 mL/h, and a shellac-extract ratio of 38.5:3.8. These conditions produced nanosized fibers with a diameter of 306 nm, a low bead-to-fiber ratio of 0.29, and an extract entrapment efficiency of 96% within the fibers. The biphasic profile of the optimized nanofibers was confirmed with an in vitro release study. This profile consisted of an initial burst release of 88% within the first hour, which was succeeded by a sustained release pattern surpassing 90% for the next 12 h, as predicted with zero-order release kinetics. The optimized nanofibers demonstrated antimicrobial efficacy against diverse pathogens, suggesting promising applications in wound dressings and protective textiles.
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  • 文章类型: Journal Article
    这项工作提出了一个简单的,成本效益高,采用电感耦合等离子体发射光谱法(ICPOES)测定砷的环境友好消解方法,Ca,Cd,Cr,Cu,Fe,K,Mg,Mn,Na,P,Pb,Sr,和草药中的锌。分数阶乘设计使用多变量策略来优化实验参数。在180ºC和120分钟的样品消化,用由1.38mLHNO365%mm-1、1.00mLH2O230%m-1和2.62mL去离子水组成的混合物实现了封闭块消化器的最佳条件,使用0.10克质量的中草药样品。优化的程序导致低的溶解有机碳含量和残留酸度浓度。检测限(LOD)和定量限(LOQ)的值范围为0.06(Cd)至1.9(P)mgkg-1和0.2(Cd)至6.3mgkg-1(P),分别。通过对三种认证参考材料的分析,证实了准确性,其中所有分析物的一致性范围为83(Sr)至116%(As)。AGREE度量证实了所提出方法的绿色性。使用27种草药样品来评估所开发程序的适用性。应用主成分分析(PCA)对无机成分浓度数据进行分类,一个很好的工具来分类样品。
    This work presents a simple, cost-effective, and environmentally friendly digestion method employing inductively coupled plasma optical emission spectrometry (ICP OES) for the determination of As, Ca, Cd, Cr, Cu, Fe, K, Mg, Mn, Na, P, Pb, Sr, and Zn in medicinal herbs. A fractional factorial design uses a multivariate strategy to optimize the experimental parameters. At 180 ºC and 120 min of sample digestion, the optimal condition for a closed block digester was achieved with a mixture consisting of 1.38 mL of HNO3 65% m m-1, 1.00 mL of H2O2 30% m m-1, and 2.62 mL of deionized water, using a mass of 0.10 g medicinal herb sample. The optimized procedure resulted in low dissolved organic carbon content and residual acidity concentration. The values of limits of detection (LOD) and of quantification (LOQ) ranging from 0.06 (Cd) to 1.9 (P) mg kg-1 and 0.2 (Cd) to 6.3 mg kg-1 (P), respectively. Accuracy was confirmed through the analysis of three certified reference materials, where agreement ranged from 83 (Sr) to 116% (As) for all analytes. The AGREE metric has confirmed the greenness of the proposed method. Twenty-seven medicinal herbs samples were used to assess the applicability of the developed procedure. Principal component analysis (PCA) was applied to inorganic constituent concentration data to classify the medicinal herbs, an excellent tool for classifying samples.
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  • 文章类型: Journal Article
    真菌是众所周知的化学多样性和生物活性次级代谢产物的生产者。然而,它们通过发酵的产量可能会阻碍下游的结构分析和生物活性研究。在这里,一个系统的实验设计,可以改变多个培养参数,然后对HPLC-UV-MS或UHPLC-HRMS/MS数据进行化学计量学分析,旨在提高真菌天然产物的产量。在首次开发时,整个程序通常需要3-4个月的工作,和长达3个月的常规程序。
    Fungi are well-known producers of chemically diverse and biologically active secondary metabolites. However, their production yields through fermentation may hamper structural analysis and biological activity downstream investigations. Herein, a systematic experimental design that varies multiple cultivation parameters, followed by chemometrics analysis on HPLC-UV-MS or UHPLC-HRMS/MS data, is presented to enhance the production yield of fungal natural products. The overall procedure typically requires 3-4 months of work when first developed, and up to 3 months as a routine procedure.
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  • 文章类型: Journal Article
    鉴定了两种潜在的基因毒性杂质(PGTI)-即。4-氨基-1-((2R,3R,4S,5R)-3,4-二羟基-5-(羟甲基)四氢呋喃-2-基)嘧啶-2(1H)-酮(PGTI-1),和1-(2R,3R,4S,5R)-3,4-二羟基-5-(羟甲基)四氢呋喃-2-基)嘧啶-2,4(1H,Molnupiravir(MOPR)合成途径中的3H)-一(PGTI-II)。当出现轻度至中度症状时,用MOPR治疗COVID-19疾病。两种(Q)-SAR方法用于评估遗传毒性,和预测结果是积极的,并分类为3类的PGTI。一个简单的,准确和高灵敏度的超高效液相色谱-质谱(UPLC-MS/MS)方法进行了优化,以及MOPR原料药和制剂剂型中的这些杂质。利用多反应监测(MRM)技术进行定量。在验证研究之前,使用分数阶乘设计(FrFD)优化UPLC-MS方法条件。优化的临界方法参数(CMP)包括MPB中乙腈的百分比,甲酸在MPA中的浓度,锥形电压,毛细管电压,根据数值优化确定碰撞气体流量和脱溶剂化温度为12.50%,0.13%,13.6V,2.6kV,850L/hr和375°C,分别。在WatersAcquityHSST3C18色谱柱(100mm×2.1mm,1.8µm)以梯度洗脱模式,以0.13%甲酸在水中和乙腈中作为流动相,柱温保持在35°C,流速为0.5mL/min。该方法已按照ICH指南成功验证,并且对于两种PGTI在0.5-10ppm的浓度范围内表现出优异的线性。发现每种杂质和MOPR的Pearson相关系数均高于0.999,PGTI的回收率在94.62至104.05%之间,MOPR的回收率在99.10至100.25%之间。利用这种快速方法准确定量生物样品中的MOPR也是可行的。
    Two potential genotoxic impurities were identified (PGTIs)-viz. 4-amino-1-((2R,3R,4S,5R)-3,4-dihydroxy-5-(hydroxymethyl)tetrahydrofuran-2-yl)pyrimidin-2(1H)-one (PGTI-1), and 1-(2R,3R,4S,5R)-3,4-dihydroxy-5-(hydroxymethyl)tetrahydrofuran-2-yl)pyrimidin-2,4(1H,3H)-one (PGTI-II) in the Molnupiravir (MOPR) synthetic routes. COVID-19 disease was treated with MOPR when mild to moderate symptoms occurred. Two (Q)-SAR methods were used to assess the genotoxicity, and projected results were positive and categorized into Class-3 for both PGTIs. A simple, accurate and highly sensitive ultra-performance liquid chromatography-mass spectrometry (UPLC-MS/MS) method was optimized for the simultaneous quantification of the assay, and these impurities in MOPR drug substance and formulation dosage form. The multiple reaction monitoring (MRM) technique was utilized for the quantification. Prior to the validation study, the UPLC-MS method conditions were optimised using fractional factorial design (FrFD). The optimized Critical Method Parameters (CMPs) include the percentage of Acetonitrile in MP B, Concentration of Formic acid in MP A, Cone Voltage, Capillary Voltage, Collision gas flow and Desolvation temperature were determined from the numerical optimization to be 12.50 %, 0.13 %, 13.6 V, 2.6 kV, 850 L/hr and 375 °C, respectively. The optimized chromatographic separation achieved on Waters Acquity HSS T3 C18 column (100 mm × 2.1 mm, 1.8 µm) in a gradient elution mode with 0.13% formic acid in water and acetonitrile as mobile phases, column temperature kept at 35 °C and flow rate at 0.5 mL/min. The method was successfully validated as per ICH guidelines, and demonstrated excellent linearity over the concentration range of 0.5-10 ppm for both PGTIs. The Pearson correlation coefficient of each impurity and MOPR was found to be higher than 0.999, and the recoveries were in between the range of 94.62 to 104.05% for both PGTIs and 99.10 to 100.25% for MOPR. It is also feasible to utilise this rapid method to quantify MOPR accurately in biological samples.
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  • 文章类型: Clinical Trial
    迫切需要有效的行为干预措施,以提高在HIV护理连续体中参与严重障碍的人群的HIV病毒抑制率。我们进行了一项优化试验,以测试五个行为干预组件的效果,这些组件旨在解决非洲裔美国人/黑人和拉丁裔艾滋病毒感染者(PLWH)艾滋病毒病毒载量未受到抑制的艾滋病毒护理连续参与的障碍:动机访谈(MI),重点支持小组(SG),同伴指导(PM),遵守前技能建设(SB),和两个级别的导航,短(NS)和长(NL)。主要结局是HIV病毒抑制(VS),绝对病毒载量(VL)和与健康相关的生活质量是次要结局。参与者是512名非洲裔美国人/黑人和拉丁裔PLWH,他们在纽约市从事艾滋病毒护理工作不力,并且具有可检测的艾滋病毒载量水平,主要通过同行推荐招募。总的来说,VS增加到37%,或敏感性分析中的45%。MI和SG似乎对VS有拮抗作用(z=-1.90;p=0.057);当MI或SG被分配时,VS的概率最高,但不是两者都有。MI(平均差=0.030;95%CI0.007-0.053;t(440)=2.60;p=0.010)和SB(平均差=0.030;95%CI0.007-0.053;t(439)=2.54;p=0.012)改善了与健康相关的生活质量。这是HIV治疗领域的第一个优化试验。该研究对改善PLWH中HIV病毒抑制的方法产生了许多见解,严重阻碍了HIV护理连续体的参与。包括长期贫困,并强调了这样做所固有的挑战。
    There is an urgent need for efficient behavioral interventions to increase rates of HIV viral suppression for populations with serious barriers to engagement along the HIV care continuum. We carried out an optimization trial to test the effects of five behavioral intervention components designed to address barriers to HIV care continuum engagement for African American/Black and Latino persons living with HIV (PLWH) with non-suppressed HIV viral load levels: motivational interviewing sessions (MI), focused support groups (SG), peer mentorship (PM), pre-adherence skill building (SB), and navigation with two levels, short (NS) and long (NL). The primary outcome was HIV viral suppression (VS) and absolute viral load (VL) and health-related quality of life were secondary outcomes. Participants were 512 African American/Black and Latino PLWH poorly engaged in HIV care and with detectable HIV viral load levels in New York City, recruited mainly through peer referral. Overall, VS increased to 37%, or 45% in a sensitivity analysis. MI and SG seemed to have antagonistic effects on VS (z = - 1.90; p = 0.057); the probability of VS was highest when either MI or SG was assigned, but not both. MI (Mean Difference = 0.030; 95% CI 0.007-0.053; t(440) = 2.60; p = 0.010) and SB (Mean Difference = 0.030; 95% CI 0.007-0.053; t(439) = 2.54; p = 0.012) improved health-related quality of life. This is the first optimization trial in the field of HIV treatment. The study yields a number of insights into approaches to improve HIV viral suppression in PLWH with serious barriers to engagement along the HIV care continuum, including chronic poverty, and underscores challenges inherent in doing so.
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  • 文章类型: Journal Article
    在这项研究中,五种多环芳烃(苯并[b]荧蒽(BbF),菲(Phe),荧蒽(流感),芴(Fl),苯并[A]芘(Bap),和五个FQ(氧氟沙星(OFL),恩诺沙星(ENR),环丙沙星(CIP),诺氟沙星(NOR),选择洛美沙星(LOM)作为配体;选择过氧化物酶(1NML)作为受体降解蛋白。在植物微生物降解中,具有显著抑制作用的因素是NOR,巴普,CIP,ENR,OFL,流感,LOM,Phe,Fl,和BbF通过分数阶乘设计实验和分子对接辅助分子动力学方法。利用田口实验和分子动力学模拟方法,在Bap-CIP和BbF-NOR复合污染情景下,设计并筛选了主要的外场措施,以有效促进PAHs-FQs的降解,分别。然后通过预测过氧化物酶的虚拟关键氨基酸,使用DS软件设计并筛选具有增强底物亲和力的过氧化物酶突变设计方案。新型可生物降解的酶2YCD-1,2YCD-4,2YCD-5,2YCD-7和2YCD-9具有更好的结构,并对PAHs和FQs表现出优异的降解性。本研究探索了复合污染物在多种PAHs和FQs共存体系中的降解规律,为控制和处理不同PAHs和FQs的综合污染效应提供最佳的外部场措施。总的来说,该研究对于促进PAHs-FQs污染的植物-微生物联合修复和减少农田系统中PAHs和FQs的联合污染具有重要的现实意义。
    In this study, five PAHs (benzo [b] fluoranthene (BbF), phenanthrene (Phe), fluoranthene (Flu), fluorene (Fl), benzo [A] pyrene (Bap)), and five FQs (ofloxacin (OFL), enrofloxacin (ENR), ciprofloxacin (CIP), norfloxacin (NOR), lomefloxacin (LOM)) were selected as ligands; peroxidase (1NML) was selected as receptor degrading protein. In the plant-microbial degradation, the factors with significant inhibitory effects are NOR, Bap, CIP, ENR, OFL, Flu, LOM, Phe, Fl, and BbF by the fractional factorial design experiment and molecular docking-assisted molecular dynamics methods. Using Taguchi experiment and molecular dynamics simulation methods, the main external field measures were designed and screened to effectively promote the degradation of PAHs-FQs under the combined pollution scenarios of Bap-CIP and BbF-NOR, respectively. The peroxidase mutation design plans with enhanced substrate affinity were then designed and screened using the DS software by predicting the virtual key amino acid of peroxidase. The novel biodegradable enzymes 2YCD-1, 2YCD-4, 2YCD-5, 2YCD-7, and 2YCD-9 had better structures and showed excellent degradability for PAHs and FQs. This study explored the degradation rules of the composite pollutants in the coexistence systems of multiple PAHs and FQs, providing the best external field measures for the control and treatment of the combined pollution effects of different PAHs and FQs. Overall, the current study has important practical significance for promoting the plant-microbial joint remediation of PAHs-FQs pollution and for reducing the combined pollution of PAHs and FQs in farmland systems.
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  • 文章类型: Journal Article
    在这项研究中,毛细管电泳-光电二极管阵列检测器(CE-PAD)用于分析龙胆中的四种环烯醚萜类化合物(RGM),并基于设计质量分析(AQbD)的概念对方法进行了优化。选择四种分析物的峰面积RSD(n=3)和分辨率作为关键方法属性。采用分数阶乘设计试验结合帕累托分析筛选关键方法参数(缓冲液浓度、pH值,SDS胶束浓度,温度,和电压)。随后,三个主要因素(缓冲液浓度,缓冲液pH值,SDS浓度)通过中央复合材料设计测试选择用于构建设计空间。最佳分离条件为:毛细管柱(50.2cm×50μm,检测长度40厘米)。工作背景电解质由51mmol/L硼砂溶液(pH=9.47)和40mmol/LSDS组成。通过压力(在0.5psi下5s)注入样品,并在254nm下进行检测。施加电压为20kV,柱温为23°C。该方法快速可靠地用于RGM中4种环烯醚萜类化合物的定量分析,为AQbD概念在天然产物分析中的应用提供参考。本文受版权保护。保留所有权利。
    In this study, the capillary electrophoresis-photodiode array detector was employed for the analysis of four iridoid compounds in Gentiana macrophylla Radix (RGM), and the method was optimized based on the concept of analytical quality by design (AQbD). The peak areas relative standard deviation (n = 3) and resolution of the four analytes were selected as critical method attributes. Fractional factorial design test combined with Pareto analysis were employed to screen critical method parameters (buffer concentration, pH, sodium dodecyl sulfate [SDS] micelle concentration, temperature, and voltage). Subsequently, three main factors (buffer concentration, buffer pH, and SDS concentration) were selected by central composite design test for constructing the design space. The optimal separation conditions as follows: capillary column (50.2 cm × 50 µm, detection length 40 cm). Working background electrolyte consisted of 51 mmol/L borax solution (pH = 9.47) and 40 mmol/L SDS. The samples were injected by pressure (5 s at 0.5 psi) and the detection was performed at 254 nm. Applied voltage was 20 kV and column temperature was 23°C. The developed method is rapid and reliable for the quantitative analysis of four iridoid compounds in RGM, providing a reference for the application of AQbD concept in the analysis of natural products.
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  • 文章类型: Journal Article
    根据最近的研究,草莓挤出物的厌氧消化是在浆果工业生物炼制中具有潜力的有前途的选择。然而,一些农业工业残留物中金属浓度的缺乏和/或不平衡可能会阻碍这些废物厌氧消化过程中甲烷的产生。在这项研究中,采用分数阶乘设计来筛选关于六种金属的补充要求(Co,Ni,Fe,Cu,Mn,和Zn)用于从草莓挤出物(SE)生产甲烷。采用Logistic模型对产甲烷时间实验数据进行拟合。它允许识别厌氧过程中的两个不同阶段,并获得每个步骤的动力学参数。在第一(Bmax)动力学阶段获得的最大甲烷产量,第二阶段的甲烷产量(P),最大产甲烷率(Rmax)得出了对Ni和Zn具有统计学意义的影响。第二组实验是用Ni和Zn通过中心复合设计进行的,以研究草莓挤出物在厌氧消化过程中的浓度效应。参数P和Rmax表明Ni和Zn之间存在正相互作用。虽然,Bmax没有证明Ni和Zn之间的统计学显著影响。
    According to recent studies, the anaerobic digestion of strawberry extrudate is a promising option with potential in the berry industry biorefinery. However, the lack and/or unbalance of concentrations of metals in some agro-industrial residues could hamper methane production during the anaerobic digestion of these kinds of wastes. In this study, a fractional factorial design was applied to screen the supplementation requirements regarding six metals (Co, Ni, Fe, Cu, Mn, and Zn) for methane production from strawberry extrudate (SE). The logistic model was used to fit the experimental data of methane production-time. It allowed identifying two different stages in the anaerobic process and obtaining the kinetic parameters for each step. Maximum methane production obtained in the first (Bmax) kinetic stage, the methane production in the second stage (P), and the maximum methane production rates (Rmax) concluded a statistically significant effect for Ni and Zn. The second set of experiments was carried out with Ni and Zn through a central composite design to study the concentration effect in the anaerobic digestion process of the strawberry extrudate. The parameters P and Rmax demonstrated a positive interaction between Ni and Zn. Although, Bmax did not prove a statistically significant effect between Ni and Zn.
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