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Bioproduction of Chitin Hydrolysate Containing N-Acetylglucosamine by Serratia marcescens PT6 Crude Chitinase and Its Effects on Bacterial Growth Inhibition in Various Temperature 粘质沙雷氏菌PT6粗几丁质酶生产含n -乙酰氨基葡萄糖水解几丁质及其对细菌生长的抑制作用
Q4 Chemical Engineering Pub Date : 2023-04-29 DOI: 10.22146/ajche.69794
I. D. Puspita, S. Ratnawati, Hendri Setiawan, M. Murwantoko, Ustadi Ustadi, D. Ratkowsky, M. Tamplin
N-acetylglucosamine (GlcNAc), a chitin monomer, can be used as a natural preservative to ensure food quality and safety. Combining natural preservatives with low storage temperature offers physical hurdles to bacterial growth in food. This study aimed to produce chitin hydrolysate containing GlcNAc using Serratia marcescens PT6 crude chitinase and investigate its effect on bacterial growth rate as a function of temperature. Crude chitinase from partial purification was used to hydrolyze 1.3% colloidal chitin. The optimal enzymatic conditions were pH 6 and 45˚C for 120 min, at an enzyme:substrate ratio of 1:1, yielding a 65.6 µg/mL GlcNAc. Inhibitory activity of hydrolysate containing 2.5-7.5 ppm GlcNAc on Escherichia coli, Staphylococcus aureus, Bacillus cereus, and Vibrio parahaemolyticus was measured at 4, 15, and 30oC in nutrient broth. Bacterial growth was measured using of optical density for each combination of GlcNAc concentration and temperature. Growth curves fitted by the Baranyi and Roberts model were developed using DMFit software. The growth rate was converted to the square root and then modeled as a function of temperature using the Ratkowsky square root model. Incubation temperature exerted a pronounced effect on the inhibition of all bacterial species (P<0.0001), with the greatest effect observed for E. coli at 30°C (P<0.0001), and the least effect for V. parahaemolyticus (P=0.0878). The inhibitory effect of GlcNAc in chitin hydrolysate was only significant for E. coli (P<0.0001) and S. aureus (P=0.0041). This study revealed that the effect of temperature in growth inhibition was more significant than GlcNAc addition. However, a reduction in bacterial growth with the addition of GlcNAc at 30°C was observed, which may be effective for food encountered thermal abuse conditions. Further investigation of the effect of GlcNAc on bacteria structure and metabolism is required to elucidate the mechanism of GlcNAc as a food preservative.
N-乙酰葡糖胺(GlcNAc)是一种甲壳素单体,可作为天然防腐剂,确保食品质量和安全。将天然防腐剂与低储存温度相结合,为食品中的细菌生长提供了物理障碍。本研究旨在利用粘质沙雷氏菌PT6粗几丁质酶生产含有GlcNAc的几丁质水解产物,并研究其作为温度函数对细菌生长速率的影响。用部分纯化的粗几丁质酶水解1.3%的胶体几丁质。最佳酶促条件为pH 6和45˚C,持续120分钟,酶与底物的比例为1:1,产生65.6µg/mL的GlcNAc。在营养肉汤中,在4、15和30℃下测量含有2.5-7.5ppm GlcNAc的水解产物对大肠杆菌、金黄色葡萄球菌、蜡样芽孢杆菌和副溶血性弧菌的抑制活性。使用GlcNAc浓度和温度的每种组合的光密度来测量细菌生长。使用DMFit软件开发了Baranyi和Roberts模型拟合的生长曲线。将生长速率转换为平方根,然后使用Ratkowsky平方根模型将其建模为温度的函数。培养温度对所有细菌种类的抑制作用显著(P<0.0001),其中在30°C时对大肠杆菌的抑制作用最大(P<0.001),对副溶血性弧菌的抑制作用最小(P=0.00878)。几丁质水解物中的GlcNAc仅对大肠杆菌(P<0.0001)和金黄色葡萄球菌(P=0.0041)具有显著的抑制作用。本研究表明,温度对生长的抑制作用比添加GlcNAc更显著。然而,在30°C下添加GlcNAc可减少细菌生长,这可能对遇到热滥用条件的食物有效。需要进一步研究GlcNAc对细菌结构和代谢的影响,以阐明GlcNAc作为食品防腐剂的作用机制。
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引用次数: 0
Parametric Study and Characterization of Sappan Wood (Caesalpinia Sappan Linn) Natural Red Colorant Extract with Ultrasonic Assisted Extraction Method 超声辅助提取Sappan木天然红色素的参数研究与表征
Q4 Chemical Engineering Pub Date : 2023-04-29 DOI: 10.22146/ajche.77249
Y. Yuniati, Dhiya Dini Azmi, Eric Nurandriea, L. Qadariyah, M. Mahfud
In this study, the optimization and characterization of the colorant extraction process from sappan wood were carried out using the ultrasound-assisted extraction method. Sappan is proposed as a source of natural material wealth, producing a natural red colorant that is being needed by the community in the food sector. Based on this research, the optimum operating conditions for the extraction of sappan wood were obtained using a frequency of 40 kHz, a temperature of 60 °C, a ratio of 0.0050 g mL-1, an extraction time of 20 min, and the use of 60% ethanol solvent. Sappan wood extract created a yellow to reddish orange color at acidic pH (2-6), red at neutral pH (7) and shifted towards purplish red with increasing pH. The extract was qualitatively positive containing quinone, flavonoid, quinone, and tannin compounds, as well as several phenolic compounds detected in the Gas Chromatography Mass Spectroscopy qualitative test.
本研究采用超声波辅助提取法对蓝宝石木材中着色剂的提取工艺进行了优化和表征。Sappan被认为是天然物质财富的来源,生产食品行业社区所需的天然红色着色剂。在本研究的基础上,确定了频率为40kHz、温度为60°C、萃取比为0.0050 g mL-1、萃取时间为20min、使用60%乙醇溶剂提取蓝宝石木材的最佳操作条件。Sappan木提取物在酸性pH(2-6)下呈现黄色至红橙色,在中性pH(7)下呈现红色,并随着pH的增加而变为紫红色。该提取物含有醌、类黄酮、醌和单宁化合物,以及气相色谱-质谱定性测试中检测到的几种酚类化合物。
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引用次数: 1
Box-Behnken Design for Optimization on Esterification of Free Fatty Acids in Waste Cooking Oil Using Modified Smectite Clay Catalyst 改性蒙脱石-粘土催化剂优化废食用油中游离脂肪酸酯化反应的Box-Behnken设计
Q4 Chemical Engineering Pub Date : 2023-04-29 DOI: 10.22146/ajche.77009
A. Buasri, Suthita Lertnimit, Arnon Nisapruksachart, Issara Khunkha, V. Loryuenyong
A potential alternative fuel option is biodiesel, which is produced mostly from natural resources due to the limited availability of petroleum supplies and environmental issues. Waste cooking oil (WCO) containing a high concentration of free fatty acid (FFA) can be transformed into biodiesel, which substantially benefits the environment and for reducing the fuel . The use of smectite clay as a catalyst in the esterification reaction of WCO with methanol was studied. Smectite was chemically activated by sulfuric acid (H2SO4) to obtain the acid-modified smectite. The utilization of an acid-catalyzed esterification procedure as a pre-treatment for WCO for biodiesel synthesis has been studied in some detail. However, there aren't many effective ways to optimize this operation. The process variables used in this study's esterification of FFAs in WCO were optimized using a Box-Behnken design (BBD). At atmospheric pressure, the catalyst amount of 5.03 wt%, the methanol to WCO molar ratio of 22.38, and the reaction time of 3.01 h are the optimal running parameters for accomplishing 97.96% FFA conversion. The catalyst was employed five times in a row without noticeably lowering its catalytic effectiveness. The results showed that smectite clay is an essential, low-cost, and recyclable catalyst for the esterification of FFA in WCO.
一种潜在的替代燃料选择是生物柴油,由于石油供应有限和环境问题,生物柴油主要由自然资源生产。含有高浓度游离脂肪酸(FFA)的废弃食用油(WCO)可以转化为生物柴油,这对环境和减少燃料都有很大好处。研究了蒙脱石粘土在WCO与甲醇酯化反应中的应用。用硫酸(H2SO4)对蒙脱石进行化学活化,得到酸改性蒙脱石。采用酸催化酯化法对WCO预处理合成生物柴油进行了较为详细的研究。然而,没有太多有效的方法来优化这种操作。使用Box-Behnken设计(BBD)优化了WCO中FFA酯化过程中使用的工艺变量。在大气压下,催化剂用量为5.03wt%,甲醇与WCO摩尔比为22.38,反应时间为3.01h是实现97.96%FFA转化率的最佳运行参数。该催化剂连续使用五次而没有显著降低其催化效率。结果表明,蒙脱石粘土是WCO中FFA酯化反应的一种重要、低成本、可回收的催化剂。
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引用次数: 1
Hydrogel Preparation from Shrimp Shell-Based Chitosan: The Degree of Crosslinking and Swelling Study 虾壳壳聚糖制备水凝胶:交联度及溶胀研究
Q4 Chemical Engineering Pub Date : 2023-04-29 DOI: 10.22146/ajche.73716
D. Barleany, J. Jayanudin, Nasihin Nasihin, Mela Widiawati, Meri Yulvianti, D. K. Sari, Akbar Gunawan
Chitosan is a natural polymer derived from different starting materials such as fish scales, crab and shrimp shells. Due to the advantages like biocompatibility and biodegradability, chitosan has been widely used in hydrogel development. This current study aims to make chitosan from shrimp shells, synthesize hydrogel from chitosan, and observe the effect of various chitosan preparation treatments on the properties of the hydrogel. The preparation of chitosan was carried out through demineralization, deproteinization, and deacetylation process. HCl concentration during demineralization and NaOH concentration during deproteinization were varied (1; 1,5; 2) M and (1; 1,5; 2) M, respectively. Chitin deacetylation was conducted using 60% (w/v) of NaOH at the temperature of 90oC for 120 min, and chitosan was resulted. Chitosan based hydrogel was then synthesized with the addition of alginate and glutaraldehyde. The effect of HCl and NaOH concentrations during demineralization and deproteinization on the deacetylation degree of chitosan was observed. The effect of deacetylation degree of chitosan on the degree of crosslinking and swelling property of the hydrogel were also evaluated. Chitosan resulted from this study has the optimum degree of deacetylation at 57.28 %, resulting from demineralization by using HCl 2M and deproteinization with NaOH2 M. Higher deacetilation degree of chitosan causing the increase of the degree of cross-linking and decrease of the swelling capacity of the hydrogel. The highest degree of cross-linking is 78.85 %, and the swelling capacity is 47 %.
壳聚糖是一种从鱼鳞、蟹壳和虾壳等不同原料中提取的天然聚合物。由于壳聚糖具有生物相容性和可生物降解性等优点,在水凝胶开发中得到了广泛的应用。本研究以虾壳为原料制备壳聚糖,合成壳聚糖水凝胶,并观察壳聚糖制备工艺对水凝胶性能的影响。壳聚糖的制备经过脱矿、脱蛋白、脱乙酰等过程。脱矿过程中的HCl浓度和脱蛋白过程中的NaOH浓度是不同的(1;1、5;2) M和(1);1、5;2)分别为M。用60% (w/v)的NaOH在90℃下反应120 min使甲壳素脱乙酰,得到壳聚糖。然后以海藻酸盐和戊二醛为原料合成壳聚糖基水凝胶。考察了脱矿和脱蛋白过程中HCl和NaOH浓度对壳聚糖脱乙酰程度的影响。考察了壳聚糖脱乙酰度对水凝胶交联度和溶胀性能的影响。经HCl 2M脱矿和NaOH2 m脱蛋白处理得到的壳聚糖脱乙酰度为57.28%,脱乙酰度越高,水凝胶的交联度越高,溶胀能力越弱。交联度最高为78.85%,溶胀率为47%。
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引用次数: 0
Thermal and Physical Properties of Hybrid Composites Made from Used PET Bottles and Date Palm Fibers Filled with Unsaturated Polyester 用旧PET瓶与椰枣纤维填充不饱和聚酯复合材料的热物理性能
Q4 Chemical Engineering Pub Date : 2023-04-29 DOI: 10.22146/ajche.82419
T. Habila, Y. Meftah, S. Maou
Recycling polyethylene terephthalate (r-PET) bottles is a sustainable solution for reducing the accumulation of r-PET in landfills. The primary goal of this study is to determine the viability of combining fibers derived from waste r-PET bottles (r-PET) and date palm fibers (DPF) to produce hybrid unsaturated polyester (UP)-based composites. Hand lay-up was used to make the UP/r-PET/DPF composites, which had 10%, 20%, and 30% r-PET and date palm fibers by weight, with equal weights of the two. Recycled r-PET bottles and date palm leaflets were cut into 5–10 mm lengths and incorporated into the UP matrix. The composites were characterized by their flexural, morphological, thermal, dynamical mechanical, and water absorption characteristics. The thermal behavior of the composites improved when r-PET and DPF were added at high temperatures. However, the composites' flexural strength and storage modulus decreased due to their non-uniform distribution, which made it hard for the fillers to adhere to the UP matrix. SEM micrographs of the composite's fracture surfaces showed that the amount of agglomeration eventually increased as the filler loading increased. Lastly, the composites showed significant resistance to water absorption with lower proportions of DPF and r-PET fibers.
回收聚对苯二甲酸乙二醇酯(r-PET)瓶是减少垃圾填埋场中r-PET积累的可持续解决方案。本研究的主要目标是确定将来自废弃r-PET瓶(r-PET)的纤维和椰枣纤维(DPF)结合以生产混合不饱和聚酯(UP)基复合材料的可行性。采用手铺法制备了up/r-PET/DPF复合材料,其含有10%、20%和30%重量的r-PET和椰枣纤维,两者重量相等。将回收的r-PET瓶和椰枣叶切成5-10毫米长,并加入UP基质中。对复合材料的弯曲、形态、热、动态力学和吸水性能进行了表征。当r-PET和DPF在高温下加入时,复合材料的热行为得到改善。然而,由于复合材料的分布不均匀,其弯曲强度和储能模量降低,使填料难以粘附在UP基体上。复合材料断裂表面的SEM显微照片显示,随着填料负载量的增加,团聚量最终增加。最后,DPF和r-PET纤维比例较低时,复合材料表现出显著的吸水性。
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引用次数: 1
Spent Coffee Grounds Biochar Composite Phase Change Material Design Challenges in a Lab-Scale Solar Water Heater System for Thermal Energy Storage 废咖啡渣-生物炭复合相变材料在实验室规模太阳能热水器系统中的设计挑战
Q4 Chemical Engineering Pub Date : 2023-04-29 DOI: 10.22146/ajche.80081
Raphael Angelo Mondragon, Sasipa Boonyubol, Shuo Cheng, J. Cross
Thermal energy storage systems that use composite phase change materials (CPCM), such as paraffin wax and nonbiodegradable high-density polyethylene, are gaining attention in recent years due to the effort to resolve energy issues. There is a need to undertake research and development on how to prepare durable CPCMs from thermo-chemically treated biowastes, a renewable resource. Raw spent coffee grounds (SCG) have been experimented on previously, but more research needs to be conducted on CPCMs prepared from pyrolyzed SCG-biochar (SCGB) for use in a water tank. This research investigated a biodegradable CPCM made from SCGB and carnauba wax in a lab-scale solar water heater system. The carnauba wax loading of 60% was chosen due to the minimized thermal wax leakage from the PCM. Thermal characterization results revealed that the latent heat of SCGB CPCM is 88.47 J/g which was found to be competitive compared to other biodegradable CPCMs reported earlier. The results also show further potential for using SCGB and carnauba wax as a CPCM in a thermal energy storage system.
近年来,由于努力解决能源问题,使用复合相变材料(CPCM)(如石蜡和不可生物降解的高密度聚乙烯)的热能存储系统越来越受到关注。有必要研究和开发如何从经过热化学处理的生物废物(一种可再生资源)中制备耐用的CPCM。生废咖啡渣(SCG)以前已经进行过实验,但还需要对由热解的SCG生物炭(SCGB)制备的用于水箱的CPCM进行更多的研究。本研究在实验室规模的太阳能热水器系统中研究了由SCGB和巴西棕榈蜡制成的可生物降解CPCM。选择60%的巴西棕榈蜡负载是因为PCM的热蜡泄漏最小化。热表征结果显示,SCGB CPCM的潜热为88.47J/g,与先前报道的其他可生物降解CPCM相比,这是有竞争力的。研究结果还显示了在热能存储系统中使用SCGB和巴西棕榈蜡作为CPCM的进一步潜力。
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引用次数: 0
Heat Exchanger Network (HEN) Analysis of The Power Plant Industry Using Aspen Energy Analyzer Software 利用Aspen Energy Analyzer软件对电厂工业换热器网络的分析
Q4 Chemical Engineering Pub Date : 2023-04-29 DOI: 10.22146/ajche.72261
M. Muharja, A. Widjaja, Rizki Fitria Darmayanti, B. Airlangga, R. P. Anugraha, M. Fauziyah, Eko Wijanarto, Mohammad Sholehuddin, Achri Isnan Khamil
Heat recovery is considered as the key to improve energy efficiency in the process design. An appropriate heat exchanger network (HEN) design is an effective tool to maximize heat recovery from the process streams and to minimize energy consumption. The objectives of this study were arranging optimum HEN based on the annual cost in the power industry. HEN in the Paiton Steam Power Plant, East Java, Indonesia, was designed using spreadsheet and Aspen Energy Analyzer with Peng-Robinson equation. Pinch analysis was conducted by comparing Tmin (10°C - 19°C) to obtain Maximum Energy Recovery (MER) and Heat Exchanger Area (HEA). The HEN design was optimized using grid diagram. Simulation in this study succeeded to reduce the annual cost the most effectively at ∆Tmin 16°C. This design optimized the process integration and contributed to the capital, operation, and total annual cost reduction of 14.3%. The maximum energy recovery was 286,706 kW and HEA 138.790 m2. This result is a solution for Steam Power Plant as an effort for enhancing energy efficiency and the company competitiveness.
在工艺设计中,热回收被认为是提高能源效率的关键。适当的热交换器网络(HEN)设计是最大限度地提高工艺流的热回收率和最大限度地降低能耗的有效工具。本研究的目的是根据电力行业的年度成本安排最佳HEN。印度尼西亚东爪哇派顿蒸汽发电厂的HEN是使用电子表格和Aspen Energy Analyzer和Peng-Robinson方程设计的。通过比较Tmin(10°C-19°C)进行夹点分析,以获得最大能量回收率(MER)和换热器面积(HEA)。使用网格图对HEN的设计进行了优化。本研究中的模拟成功地在∆Tmin 16°C下最有效地降低了年度成本。该设计优化了工艺集成,有助于资本、运营和年总成本降低14.3%。最大能量回收为286706千瓦,HEA为138.790平方米。这一结果为蒸汽发电厂提供了一个解决方案,以提高能源效率和公司竞争力。
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引用次数: 2
Zeolite Effect on Solid Product Characteristics in Hydrothermal Treatment of Household Waste 沸石对生活垃圾水热处理固体产物特性的影响
Q4 Chemical Engineering Pub Date : 2023-04-29 DOI: 10.22146/ajche.77544
Lalak Tarbiyatun Nasyin Maleiva, C. Purnomo, Putranty Widha Nugraheni, E. Kusumawardhani, L. Putra
The number of primary energy sources in Indonesia will run out quickly. Therefore, innovation is required to provide renewable energy sources (NRE) that accommodate the increasing energy necessities. Hydrothermal is the potential degradation process of plastic waste to generate NRE. This study aims to examine the effectiveness of the hydrothermal process in breaking down bulky raw materials and the role of zeolite as a catalyst to upgrade the quality of hydrochar as a novel solid fuel by evaluating the essential parameters through proximate and ultimate analysis.  The addition of zeolite in the hydrothermal process can increase the water content, ash content, and volatile matter and slightly decrease the calorific value and fixed carbon. The condition to obtain the best characteristics was temperature of 220 oC and the addition of 20 % zeolite.
印尼一次能源的数量将很快耗尽。因此,需要创新来提供可再生能源(NRE),以适应日益增长的能源需求。水热是塑料垃圾产生NRE的潜在降解过程。本研究旨在通过对基本参数的近似和终极分析来评估水热过程在分解大块原料方面的有效性,以及沸石作为催化剂在提高碳氢化合物作为新型固体燃料的质量方面的作用。在水热过程中加入沸石可以提高水的含水量、灰分和挥发物的含量,并使热值和固定碳略有降低。获得最佳性能的条件是温度220℃,沸石添加量20%。
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引用次数: 0
Statistical Characterization of Bubble Breakup Flow Structures in Swirl-Type Bubble Generator Systems 旋涡式气泡发生器系统中气泡破碎流结构的统计特征
Q4 Chemical Engineering Pub Date : 2023-04-29 DOI: 10.22146/ajche.78558
Drajat Indah Mawarni, W. E. Juwana, I. Catrawedarma, K. A. Yuana, W. Budhijanto, D. Deendarlianto, I. Indarto
The bubble breakup pattern on a swirl-type bubble generator (MBG) with water and air fluids was experimentally studied. The bubble breakup pattern was analyzed visually and characterized using several parameters such as Pressure Drop (∆P), Kolmogorov Entropy, Standard Deviation, and DWT (Discrete Wavelet Transform), which were taken from the extraction of pressure signals at the water inlet and outlet of the bubble generator. The wavelet spectrum of the measured signal was shown to identify the overall bubble breakup pattern, and the wavelet variance vector is proposed as a character vector to identify the bubble breakup pattern. The results show that there were three types of different flow breakup patterns: (1) static breakup, (2) dynamic breakup, and (3) tensile breakup. The observed bubble breakup sub-patterns can be categorized into tensile, moderate tensile, high tensile, dynamic, low dynamic, static, and high static sub-patterns. The static clustered breakup pattern has the highest wavelet energy compared to the tensile and dynamic clustered breakup.
对旋流式气泡发生器(MBG)在水和空气流体作用下的气泡破碎模式进行了实验研究。对气泡破裂模式进行了可视化分析,并使用几个参数进行了表征,如压降(∆P)、Kolmogorov熵、标准差和DWT(离散小波变换),这些参数取自气泡发生器进水口和出水口的压力信号提取。测量信号的小波谱可以识别整个气泡破裂模式,并提出小波方差向量作为识别气泡破裂模式的特征向量。结果表明,有三种不同的流动破碎模式:(1)静态破碎,(2)动态破碎,(3)拉伸破碎。观察到的气泡破裂子模式可分为拉伸、中等拉伸、高拉伸、动态、低动态、静态和高静态子模式。与拉伸和动态集群破裂相比,静态集群破裂模式具有最高的小波能量。
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引用次数: 0
Supervised Machine Learning and Multiple Regression Approach to Predict Successfulness of Matrix Acidizing in Hydraulic Fractured Sandstone Formation 有监督机器学习和多元回归预测水力压裂砂岩地层基质酸化成功与否
Q4 Chemical Engineering Pub Date : 2023-04-29 DOI: 10.22146/ajche.78255
Candra Kurniawan, M. M. Azis, T. Ariyanto
The success rate of matrix acidizing in hydraulic fractured sandstone formation is less than 55%, much lower compared to the more than 91% success rate in carbonate formation. The need for alternative approaches to help the success ratio in matrix acidizing is crucial. This paper demonstrates a modeling technique to improve the success ratio of matrix acidizing in a hydraulic fractured sandstone formation. Supervised machine learning with 4 models of a neural network, logistic regression, tree, and random forest was selected to predict the successfulness of matrix acidizing in hydraulic fracturing. In parallel, multivariate analysis of principal component regression and partial least square regression approach were utilized to predict the oil gain of the job. For qualitative prediction, the results showed that the random forest was the best model to predict the successfulness of the job with the area under the curve (AUC) of 0.68 and precision of 0.73 in the training model with 70% of the data. Subsequently, the validation test with the rest of the data (30% data) gave 0.51 AUC and 61% precision. For quantitative prediction, the net oil gain was evaluated by using principal component regression (PCR) and partial least square regression (PLS-R). The PCR and PLS-R model gave a coefficient of determination (Rsquare) of 0.22 and 0.35, respectively. The p-value of PLS-R was 0.047 (95% confidence interval) which indicates that the model is significant. The results of this work demonstrate the potential application of supervised machine learning, principal component regression, and partial least square regression to improve candidate selection of oil wells for matrix acidizing especially in hydraulic fractured wells with limited design data.
水力压裂砂岩地层基质酸化的成功率不到55%,远低于碳酸盐岩地层91%以上的成功率。需要替代方法来帮助基质酸化的成功率是至关重要的。本文介绍了一种提高水力压裂砂岩地层基质酸化成功率的建模技术。选择神经网络、逻辑回归、树和随机森林4个模型的监督机器学习来预测基质酸化在水力压裂中的成功率。同时,采用主成分回归的多元分析和偏最小二乘回归方法来预测作业的增油量。对于定性预测,结果表明,随机森林是预测作业成功率的最佳模型,在70%的数据下,训练模型中曲线下面积(AUC)为0.68,精度为0.73。随后,对其余数据(30%的数据)进行验证测试,得出0.51 AUC和61%的准确度。对于定量预测,通过使用主成分回归(PCR)和偏最小二乘回归(PLS-R)来评估净石油收益。PCR和PLS-R模型给出的决定系数(Rsquare)分别为0.22和0.35。PLS-R的p值为0.047(95%置信区间),这表明该模型是显著的。这项工作的结果证明了监督机器学习、主成分回归和偏最小二乘回归在改进基质酸化油井候选选择方面的潜在应用,特别是在设计数据有限的水力压裂井中。
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引用次数: 1
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ASEAN Journal of Chemical Engineering
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