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Prediction of Bubble Point Pressure Using New Hybrid Computationail Intelligence Models 利用新的混合计算智能模型预测气泡点压力
Q4 Chemical Engineering Pub Date : 2021-06-30 DOI: 10.22059/JCHPE.2021.314719.1341
Mohammad Naveshki, Ali Naghiei, Pezhman Soltani Tehrani, Mehdi Ahmadi Alvar, Hamzeh Ghorbani, N. Mohamadian, J. Moghadasi
Determining BPP is one of the critical parameters for the development of oil and gas reservoirs and have this parameter requires a lot of time and money. As a result, this study aims to develop a new predictive model for BPP that uses some available input variables such as solution oil ratio (Rs), gas specific gravity (γg), API Gravity (API). In this study, two innovatively combined hybrid algorithms, DWKNN-GSA and DWKNN-ICA, are developed to predict BPP. The outcomes of the study show the models developed are capable of predicting BPP with promising performance, where the best result was achieved for DWKNN-ICA (RMSE = 0.90276 psi and R2 = 1.000 for the test dataset). Moreover, the performance comparison of the developed hybrid models with some previously developed models revealed that the DWKNN-ICA outperforms the former empirical models with respect to perdition accuracy. In addition to presenting new techniques in the present study, the effect of each of the input parameters on BPP was evaluated using Spearman's correlation coefficient, where the API and Rs have the lowest and the highest impact on the BPP.
BPP的确定是油气藏开发的关键参数之一,确定BPP需要花费大量的时间和金钱。因此,本研究旨在开发一种新的BPP预测模型,该模型使用一些可用的输入变量,如溶液油比(Rs)、气体比重(γg)、API比重(API)。本研究采用DWKNN-GSA和DWKNN-ICA两种创新的混合算法来预测BPP。研究结果表明,所开发的模型能够预测BPP,并具有良好的性能,其中DWKNN-ICA取得了最好的结果(测试数据集的RMSE = 0.90276 psi, R2 = 1.000)。此外,将所建立的混合模型与先前开发的一些模型进行性能比较,结果表明DWKNN-ICA在预测精度方面优于先前的经验模型。除了介绍本研究中的新技术外,还使用Spearman相关系数评估了每个输入参数对BPP的影响,其中API和Rs对BPP的影响最低和最高。
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引用次数: 10
Effects of Hydrophobic Silica on the Performance of Silicone-Based Antifoams 疏水二氧化硅对硅基防泡沫材料性能的影响
Q4 Chemical Engineering Pub Date : 2021-06-01 DOI: 10.22059/JCHPE.2021.318037.1345
M. Ghiass, A. Askarizadeh, Hossien Bouhendi, Gholam Bagheri Marandi, G. Naderi
The efficiency of an antifoam consists of polydimethylsiloxane oil, hydrophobe silica particles, and either Sodium Dodecyl Sulfate (SDS) as an anionic surfactant, or Octyl phenyl deca ethylene oxide (Triton X-100) as nonionic surfactant for use in aqueous system is investigated. The performance of different combinations of oil, silica particles, and surfactant in control of foam height was determined using Bickerman Shaking test. The effect of surfactant in reducing the surface tension was determined using Wilhelmy test. The sizes of dispersed oil droplets and silica particles were determined using both optical and electronic microscopy. It was found that increasing the silica content of the antifoam mixture and using sharp-edged particles increase the performance of antifoam and decrease the foam disappearance time. This Observation was the same for both cases of using anionic and nonionic surfactants. It was also found that, as the inert gas purging rate increases, the time of deactivation decreases to less than a minute; a favorable performance for good quality antifoam.
研究了由聚二甲基硅氧烷油、疏水二氧化硅颗粒和十二烷基硫酸钠(SDS)作为阴离子表面活性剂或辛基苯基十乙烷(Triton X-100)作为非离子表面活性剂组成的消泡剂在水体系中的效率。采用Bickerman振动试验,研究了不同油、硅颗粒和表面活性剂组合对泡沫高度的控制效果。采用Wilhelmy试验确定了表面活性剂降低表面张力的效果。用光学显微镜和电子显微镜测定了分散的油滴和二氧化硅颗粒的大小。结果表明,增加消泡剂中二氧化硅的含量和使用锐边颗粒可以提高消泡剂的性能,缩短消泡时间。对于使用阴离子和非离子表面活性剂的两种情况,这一观察结果是相同的。同时发现,随着惰性气体吹扫速率的增加,失活时间缩短至1分钟以内;优良的消泡性能。
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引用次数: 1
Catecholamine Coated Maghemite Nanoparticles for Asphaltene Adsorption/Desorption Process 儿茶酚胺包覆磁赤铁矿纳米颗粒用于沥青质的吸附/解吸
Q4 Chemical Engineering Pub Date : 2021-06-01 DOI: 10.22059/JCHPE.2021.314481.1339
B. Mirzayi, A. Nematollahzadeh, M. Rasouli, H. Seyyedbagheri
In this study, a nano-layer polydopamine (PDA) coated superparamagnetic maghemite nanoparticles (MNPs) was applied to investigate the asphaltene adsorption-desorption behavior using a model solution. In this process, Fourier-transform infrared spectrum (FT-IR) spectroscopy of the polydopamine/MNP core/shell (MNP@PDA) before and after asphaltene adsorption was indicated the attachment of asphaltene molecules on the polymeric nano-adsorbent surface. The isotherms and kinetics of the asphaltene adsorption process on the MNP@PDA were studied. The good prediction of asphaltene adsorption by the modified Langmuir model indicated that adsorption occurs on an MNP@PDA surface by multilayer adsorption. Also, within the kinetic models, the double-exponential model can fit the experimental data well. The obtained results revealed that about 90% removal for asphaltene happened within 30 min which can be acceptable. The results of this study showed that natural polymers can be used for surface modification of nanoparticles and use it successfully for asphaltene adsorption from prepared asphaltene-toluene solution.
在本研究中,采用纳米层聚多巴胺(PDA)包覆超顺磁性磁铁矿纳米颗粒(MNPs),在模型溶液中研究沥青质的吸附-解吸行为。在此过程中,聚多巴胺/MNP核/壳(MNP@PDA)在沥青质吸附前后的傅里叶变换红外光谱(FT-IR)光谱显示了沥青质分子在聚合物纳米吸附剂表面的附着。研究了沥青质在MNP@PDA上吸附过程的等温线和动力学。修正的Langmuir模型对沥青质的吸附进行了较好的预测,表明沥青质的吸附是在MNP@PDA表面发生的多层吸附。在动力学模型中,双指数模型能很好地拟合实验数据。结果表明,在30 min内沥青质的去除率达到90%左右,可以接受。研究结果表明,天然聚合物可用于纳米颗粒的表面改性,并成功地用于制备的沥青烯-甲苯溶液中的沥青烯吸附。
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引用次数: 1
An Intelligent Approach to Predict the Viscosity of Water/Glycerin Containing Cu Nanoparticles: Neuro-Fuzzy Inference System (ANFIS) Model 预测含铜纳米颗粒水/甘油粘度的智能方法:神经模糊推理系统(ANFIS)模型
Q4 Chemical Engineering Pub Date : 2021-06-01 DOI: 10.22059/JCHPE.2021.303675.1317
R. Beigzadeh
The ability to approximate the nanofluid properties such as viscosity, thermal conductivity, and specific heat capacity will greatly assist in the modeling and design of nanofluidic systems. The purpose of this study was to present an adaptive neuro-fuzzy inference system (ANFIS) model for estimating the viscosity of Water/Glycerin nanofluid-containing Cu nanoparticles. The model inputs consist of two variables of temperature and volume concentration of nanofluids which have a great influence on the nanofluid viscosity. The experimental data were divided into two categories: training (three-quarters) and testing (a quarter of the data). The grid partition and subtractive clustering approaches were employed to determine the ANFIS configuration. The mean value of the relative error of 5.18% and the root mean square error of 0.0794 were obtained by comparing the target and model output values for the testing data. Proper matching of ANFIS prediction results with the test data set indicates the validity of the model. In addition, an empirical correlation was developed based on the form presented in the literature. The constants of the equation were determined by the genetic algorithm (GA) searching technique. The comparison of the prediction accuracy of the two models showed the complete superiority of the ANFIS.
近似纳米流体特性如粘度、导热系数和比热容的能力将极大地帮助纳米流体系统的建模和设计。本研究的目的是提出一种自适应神经模糊推理系统(ANFIS)模型,用于估计含有Cu纳米颗粒的水/甘油纳米流体的粘度。模型输入由纳米流体的温度和体积浓度两个变量组成,这两个变量对纳米流体粘度有很大的影响。实验数据分为两类:训练数据(四分之三)和测试数据(四分之一)。采用网格划分和减法聚类方法确定ANFIS结构。将测试数据的目标输出值与模型输出值进行比较,得到相对误差的平均值为5.18%,均方根误差为0.0794。ANFIS预测结果与测试数据集的匹配表明了模型的有效性。此外,根据文献中提出的形式,开发了经验相关性。采用遗传算法(GA)搜索技术确定了方程的常数。两种模型的预测精度比较表明,ANFIS具有完全的优越性。
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引用次数: 1
Conversion of Gas-Solid Reactions of the Flat Plate Particles with Unchanged Size Using the Shrinking Core Model 用收缩核模型研究不变尺寸平板颗粒气固反应的转化
Q4 Chemical Engineering Pub Date : 2021-06-01 DOI: 10.22059/JCHPE.2020.239139.1206
Ehsan Zangooei, M. R. Talaghat
In this paper, a mathematical model is developed to calculate the conversion and the residence time reaction for plug flow and mixed flow in the fluidized reactors filled with flat plate particles using the shrinking core model. In this modeling, the size of the particles is unchanged during the reaction. Also, the reaction rate is controlled by the gas layer resistance, the ash layer resistance, and the reaction resistance as well as the combination of them. It is also assumed that the gas diffuses from the side, whereas the effect of diffusion in the axial direction is neglected. Equations are solved by numerical methods. This paper's innovation is investigating the combination of resistances effect on the conversion of the reaction. The results for a specific time show that when the reaction rate is controlled by each of the resistances individually, the conversion rate is greater. For example when the reaction is controlled by the ash layer resistance versus when the other two resistance regimes control it. Finally, the effect of the combination of different controlling regimes on the conversion and residence time of reaction for plug flow and mixed flow of particles is studied and it is found that the overall results are similar to each other. In addition, the results that the curves for the gas film layer resistance and the chemical reaction resistance, are the same and correspond to each other. Because the equations of the conversion rate are the same.
本文采用收缩堆芯模型,建立了平板颗粒流化反应器内塞流和混合流转化反应和停留时间反应的数学模型。在这个模型中,颗粒的大小在反应过程中是不变的。反应速率受气层阻力、灰层阻力和反应阻力及其组合的控制。还假设气体从侧面扩散,而忽略轴向扩散的影响。方程用数值方法求解。本文的创新之处在于研究了各种阻力对反应转化的影响。特定时间的结果表明,当反应速率由各电阻单独控制时,转化率较大。例如,当反应由灰层电阻控制时,与其他两种电阻控制时。最后,研究了不同控制机制的组合对颗粒塞流和混合流的转化和反应停留时间的影响,发现总体结果相似。此外,所得的气膜层电阻曲线与化学反应电阻曲线是一致且相互对应的。因为转化率的方程是一样的。
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引用次数: 0
The Comparison of Three Metallic, Organic, and Polymeric Crosslinked HPAM Gels for Water Conformance Applications 三种金属、有机和聚合物交联HPAM凝胶在水相容性应用中的比较
Q4 Chemical Engineering Pub Date : 2021-06-01 DOI: 10.22059/JCHPE.2021.316915.1343
Mohammad Dehdari, G. H. Motlagh, A. Nakhaee
Unwanted production of water in oil and gas reservoirs due to water coning is one of the headaches of the petroleum industry. Despite mechanical methods, some chemicals are also developed to delay or prevent this problem. Polymer gels have been proved to be a reliable and economical solution for water production. In this paper, we present a summary of tests for three different gel systems for a pre-determined reservoir condition. A metallic crosslinker (Chromium(III) Acetate), a polymeric crosslinker (Polyethylenimine), and an organic crosslinker mixture (Hexamethyleneteramine + Hydroquinone) are used for crosslinking HPAM polymer. The tests are performed for different concentrations of polymer and cross-linker. Gel strength and stability of these polymer gels are recorded over six weeks. The apparent viscosity of these gels is recoded and compared. The impact of salinity on gel strength and stability is also investigated. The results show that for the determined reservoir conditions HPAM-Chromium(III) Acetate and HPAM-Hexamethyleneteramine-Hydroquinone gels could form a stable and rigid barrier against water.
油气储层中由于水锥而产生的不需要的水是石油工业的头痛问题之一。除了机械方法外,还开发了一些化学品来延缓或防止这个问题。聚合物凝胶已被证明是一种可靠和经济的水生产解决方案。在本文中,我们总结了三种不同凝胶体系在预先确定的储层条件下的测试结果。用金属交联剂(醋酸铬)、聚合物交联剂(聚亚胺)和有机交联剂混合物(六亚胺+对苯二酚)交联HPAM聚合物。对不同浓度的聚合物和交联剂进行了试验。这些聚合物凝胶的凝胶强度和稳定性记录超过六周。对这些凝胶的表观粘度进行了记录和比较。研究了矿化度对凝胶强度和稳定性的影响。结果表明,在确定的储层条件下,hpam -醋酸铬凝胶和hpam -六亚甲基二胺-对苯二酚凝胶可以形成稳定的刚性水屏障。
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引用次数: 0
Optimization Technique for the Evaluation of Physiochemical Properties of Cationic Surfactant in Presence of Alkali / Metal Halide Salt and their Effects on Acidic Crude Oil 碱性/金属卤化物盐存在下阳离子表面活性剂理化性能评价优化技术及其对酸性原油的影响
Q4 Chemical Engineering Pub Date : 2021-06-01 DOI: 10.22059/JCHPE.2020.305791.1320
Mohd Bilal Khan, S. Anwar
Despite the considerable progress in the safe and effective use of renewable energy, oil is still the world's first choice as an energy source. Meanwhile, after the traditional oil recovery methods, a large quantity of crude oil remains deposited in the oil well. The chemical enhances oil recovery method implies the injection of surfactants to increase oil recovery. The basic principle of surfactant flooding is to decrease the imbalance tension force to increase the mobility ratio of oil. In this study, extensive lab work has been done to identify the synergic effect of surfactant, alkali, and salt on acidic crude oil. The design expert generated the composition of the injection fluid, and the obtained results in terms of viscosity, surface tension, pH, and conductivity are reported in this paper. Also, the optimum point or the concentration combination of surfactant, alkali, and salt generated by the design expert has the maximum effect on the acidic crude oil. A remarkable decline was noticed in the acidic crude and surface tension's viscosity at an optimum point. In contrast, an increase in pH and conductivity of acidic oil was observed. The results reported herein correspond to a significant understanding of the interaction of surfactant-alkali and salt solution with acidic crude and change in the crude oil properties.
尽管在安全有效地利用可再生能源方面取得了相当大的进展,但石油仍然是世界能源的首选。同时,采用传统采油方法后,仍有大量原油残留在油井中。化学提高采收率的方法意味着注入表面活性剂以提高采收率。表面活性剂驱油的基本原理是降低不平衡张力,提高油的流动性比。在这项研究中,进行了大量的实验室工作,以确定表面活性剂、碱和盐对酸性原油的协同作用。设计专家生成了注入液的成分,并在粘度、表面张力、pH和电导率方面得到了结果。设计专家给出的最佳点或表面活性剂、碱、盐的浓度组合对酸性原油的影响最大。酸性原油和表面张力黏度在最佳点上显著下降。相反,观察到酸性油的pH值和电导率增加。本文报道的结果对表面活性剂-碱和盐溶液与酸性原油的相互作用以及原油性质的变化有了重要的认识。
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引用次数: 3
Molecular Design and Dynamic Simulations of Some Novel Antioxidant Lubricant Additives 新型抗氧化润滑剂添加剂的分子设计与动力学模拟
Q4 Chemical Engineering Pub Date : 2021-06-01 DOI: 10.22059/JCHPE.2020.282070.1279
Abdul Usman, A. Uzairu, S. Uba, Gideon Adamu Shallangwa
A quantitative structure-property relationship (QSPR) in-silico study was performed to develop a mathematical model that correlates 2D and 3D descriptors of 37 antioxidant lubricant additives (compounds) with their properties. A molecular dynamics simulation study was also carried out to access these additives' binding strength on diamond-like carbon (DLC) and steel crystal surfaces. Five novel antioxidant lubricant additives were designed from the information derived from the QSPR mathematical model’s high coefficient molecular descriptors. All the novel lubricant additive’s antioxidant properties were found to be better than our previous study, with the lubricant additive (Z)-3-(4-(5-amino-1-phenyl-1H-pyrazol-3-yl)-3,5-dimethylphenyl)-2-phenyl-5-(thiophen-2-ylmethylene)-3,5-dihydro-4H-imidazol-4-one found to possessed excellent antioxidant properties of 0.850281 total acid values (T.A.V 0.1g/L) than its co-additives.  Moreover, all the designed additives dynamically bind to steel crystal surfaces excellently from our dynamic simulation study than the DLC crystal surface. The molecular dynamics simulation results were found to be better than the one reported by our previous study. This investigation will help synthesize novel and excellent antioxidant lubricant additives that will hinder the base oil from undergoing a complete oxidation cycle and meet environmental requirements as these novel additives do not contain Zinc and Phosphorus, which often rendered exhaust pipes catalytic converter inactive, thereby increasing environmental pollution.
通过定量结构-性能关系(QSPR)计算机研究,建立了一个数学模型,将37种抗氧化润滑剂添加剂(化合物)的二维和三维描述符与其性能联系起来。通过分子动力学模拟研究了这些添加剂在类金刚石(DLC)和钢晶体表面的结合强度。利用QSPR数学模型的高系数分子描述符信息,设计了5种新型抗氧化润滑油添加剂。结果表明,新型润滑油添加剂(Z)-3-(4-(5-氨基-1-苯基- 1h -吡唑-3-基)-3,5-二甲苯基)-2-苯基-5-(噻吩-2-基亚甲基)-3,5-二氢- 4h -咪唑-4- 1的抗氧化性能为0.850281总酸值(T.A.V 0.1g/L),较其共添加剂具有较好的抗氧化性能。此外,我们的动态模拟研究表明,所设计的添加剂与钢晶体表面的动态结合优于DLC晶体表面。分子动力学模拟结果优于我们之前的研究结果。该研究将有助于合成新型优良的抗氧化润滑剂添加剂,这些添加剂不含锌和磷,可以阻止基础油进行完整的氧化循环,从而满足环境要求,而锌和磷通常会使排气管催化转化器失去活性,从而增加环境污染。
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引用次数: 0
An Experimental Assessment of Iraqi Local Cement and Cement Slurry Design for Iraqi Oil Wells Using Cemcade 伊拉克局部水泥和伊拉克油井水泥浆设计试验评价
Q4 Chemical Engineering Pub Date : 2021-03-30 DOI: 10.31699/IJCPE.2021.1.1
A. Assi, Faleh H.M. Almehdawi
This effort is related to describe and assess the performance of the Iraqi cement sample planned for oil well-cementing jobs in Iraq. In this paper, major cementing properties which are thickening time, compressive strength, and free water in addition to the rheological properties and filtration of cement slurry underneath definite circumstances are experimentally tested. The consequences point to that the Iraqi cement after special additives encounter the requests of the API standards and can consequently is used in cementing jobs for oil wells. At this research, there is a comparative investigation established on experimental work on the effectiveness of some additives that considered as waste materials which are silica fume, bauxite, and glass powder, and other conventional additives which are: (SCR -100 Retarder, HR-5, FWCA, Hollow Glass Spheres (HGS) and Halad-9) that currently used in our fields on local Iraqi cement and putting foreign cement results as a governor. Chemical analysis for Iraqi cement, imported cement, and waste materials samples was determined using the X-ray fluorescence (XRF) technique and found minor differences in composition between those samples and depending on the results of X-ray, we selecting the appropriate additives to prepare cement slurry samples. The X-ray fluorescence (XRF) results show that Iraqi Cement has a low value of silica which is about 18.63% while Omani cement about 37.58%. This research examined the potential of micro silica, bauxite, and waste glass powder to produce sustainable cement slurry. The results showed that adding micro silica and bauxite enhances the performance of Iraqi cement but also leads to a slight decrease in thickening time. To avoid this problem, Superplasticizer is used to make the process of cement pumping more easily, in other words, increase thickening time and increase compressive strength. Furthermore, adding glass powder increase the value of compressive strength. Both additives (waste and conventional) are used for the slurry design for achieving better slurry properties, but waste additives increase and enhance Iraqi cement performance than conventional additives, in other words, making it more effective than commercial cement. Depending on the results of the compressive strength test, the optimal concentration of the waste materials used in this research was found, and then the optimal concentration was used to prepare cement samples. The results showed that the use of waste materials to prepare cement slurry is a promising way to improve the efficiency of cement work and to reduce the negative environmental impact resulting from the industry. The results of the program CemCADE proved to be the sample A and C showed good performance through high cement bonding and ideal distribution of fluids designed to accomplish the cementing process.
这项工作与描述和评估伊拉克水泥样品的性能有关,该样品计划用于伊拉克油井固井作业。本文通过实验测试了水泥浆在一定条件下的流变性能和滤过性,并对其主要的胶凝性能,即稠化时间、抗压强度和游离水进行了测试。结果表明,经过特殊添加剂处理的伊拉克水泥符合API标准要求,可用于油井固井作业。在本研究中,对一些被认为是废料的添加剂(硅灰、铝土矿和玻璃粉)和其他常规添加剂(SCR -100缓凝剂、HR-5、FWCA、空心玻璃球(HGS)和Halad-9)的有效性进行了实验研究,这些添加剂目前在我国的水泥领域使用,并将国外水泥的结果作为调控剂。使用x射线荧光(XRF)技术对伊拉克水泥、进口水泥和废料样品进行化学分析,发现这些样品之间的成分存在微小差异,并根据x射线结果选择适当的添加剂来制备水泥浆样品。x射线荧光(XRF)结果表明,伊拉克水泥的二氧化硅含量较低,约为18.63%,阿曼水泥约为37.58%。本研究考察了微二氧化硅、铝土矿和废玻璃粉生产可持续水泥浆的潜力。结果表明,微硅土和铝土矿的掺入提高了伊拉克水泥的性能,但也使其稠化时间略有缩短。为了避免这个问题,使用高效减水剂使水泥泵送过程更容易,即增加稠化时间,提高抗压强度。此外,玻璃粉的加入提高了抗压强度值。为了获得更好的泥浆性能,泥浆设计中使用了两种添加剂(废液和常规添加剂),但废液添加剂比常规添加剂增加和增强了伊拉克水泥的性能,换句话说,使其比商用水泥更有效。根据抗压强度试验的结果,找到本研究所用废料的最优浓度,然后利用该最优浓度制备水泥样品。结果表明,利用废料制备水泥浆是提高水泥作业效率和减少行业对环境的负面影响的一种有希望的方法。CemCADE程序的结果证明,样品A和C具有良好的性能,通过高水泥胶结和理想的流体分布来完成固井过程。
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引用次数: 1
Treating Drill Cuttings Waste with Oil Contamination by Microwave Treatment then by Earthworms Technique 采用微波法和蚯蚓法处理含油钻屑废弃物
Q4 Chemical Engineering Pub Date : 2021-03-30 DOI: 10.31699/IJCPE.2021.1.3
Ahmed Ameen Khdair, Ayad A. Alhaleem
In this research paper, two techniques were used to treat the drill cuttings resulting from the oil-based drilling fluid. The drill cuttings were taken from the southern Rumaila fields which prepared for testing and fixed with 100 gm per sample and contaminated with two types of crude oil, one from Rumaila oilfields with Sp.gr of 0.882 and the other from the eastern Baghdad oilfield with Sp.gr of 0.924 besides contamination levels of 10% and 15% w/w in mass . Samples were treated first with microwave with a power applied of 540 & 180 watts as well as a time of 50 minutes. It was found that the results reached below 1% w/w in mass, except for two samples they reached below 1.5% w/w in mass . Then, the sample of 1.41% w/w in mass, which has the highest contamination level after microwave treatment, was treated on three groups of earthworms. After the appropriate conditions, samples were prepared for treating by earthworms and for an incubation period of 21 days, the results highlighted the effectiveness of the succession process by reaching concentrations below 0.92%, 0.65%, and 0.42% w/w in mass.
在本研究中,采用了两种技术来处理油基钻井液产生的钻屑。钻屑采自鲁迈拉南部油田,每样100 gm准备测试和固定,污染两种原油,鲁迈拉油田Sp.gr为0.882,巴格达东部油田Sp.gr为0.924,污染水平分别为10%和15% w/w。样品首先用功率为540瓦和180瓦的微波处理,时间为50分钟。结果表明,除两个样品质量均低于1.5%外,其余样品质量均低于1% w/w。然后将微波处理后污染程度最高的质量为1.41% w/w的样品分别处理在三组蚯蚓上。在适当的条件下,制备样品进行蚯蚓处理,孵育21 d,结果表明演替过程的有效性,其质量浓度分别低于0.92%,0.65%和0.42% w/w。
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引用次数: 0
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Journal of Chemical and Petroleum Engineering
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