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Extraction of Perilla Seed Oil Using Supercritical Carbon Dioxide and GC-MS Analysis 被引量:5
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作者 杨丽嫔 周游 +2 位作者 耿姗姗 刘末 雷红 《Agricultural Science & Technology》 CAS 2017年第8期1509-1512,共4页
[Objective] This study was aimed to determine the optimal parameters for the extraction of perilla seed oil to obtain high-quality perilla seed oil and analyze its compositions. [Method] In this study, perilla seed oi... [Objective] This study was aimed to determine the optimal parameters for the extraction of perilla seed oil to obtain high-quality perilla seed oil and analyze its compositions. [Method] In this study, perilla seed oil was extracted using supercritical CO2 (SC-CO2). The effects of extraction time, temperature and pressure were investigated by single-factor experiments and orthogonal array testing (ORT). The chemical compositions of extracted perilla seed oil were investigated by GC-MS. [Result] The optimal conditions for the extraction of perilla seed oil using SC-CO2 were extraction time of 4 h, extraction temperature at 40 ℃, and extraction pressure at 23 MPa. Under these conditions, the extraction yield of perilla seed oil was maximized to 12.43%. GC-MS analysis revealed that perilla seed oil was a complex mixture containing 76.183% α-linolenic acid. [Conclusion] Supercritical CO2 extraction was proven to be an effective technology to extract oil from perilla seed, and GCMS was also a satisfactory method for analyzing the compositions of perilla seed oil. 展开更多
关键词 Perilla seed essential oil supercritical carbon dioxide extraction Or-thogonal array testing (OAT) GC-MS
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Experimental optimization and mathematical modeling of supercritical carbon dioxide extraction of essential oil from Pogostemon cablin 被引量:3
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作者 Kangning Xiong Yun Chen Shuai Shen 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2019年第10期2407-2417,共11页
The supercritical carbon dioxide extraction was applied to obtain essential oil from Pogostemon cablin in this work.Effect of extraction parameters including temperature,pressure,extraction time and particle size on e... The supercritical carbon dioxide extraction was applied to obtain essential oil from Pogostemon cablin in this work.Effect of extraction parameters including temperature,pressure,extraction time and particle size on extraction yield was investigated,and the response surface methodology with a Box–Behnken Design was used to achieve the optimized extraction conditions.The maximum yield of essential oil was 2.4356%under the conditions of extraction temperature 47°C,pressure 24.5 MPa and extraction time 119 min.Moreover,based on the Brunauer–Emmett–Teller theory of adsorption,a mathematical modeling was performed to correlate the measured data.The model shows a function relationship between extraction yield and time by a simple equation with three significantly adjustable parameters.These model parameters have been optimized through simulated annealing algorithm.The predicted data from the mathematical model show a good agreement with the experimental data of the different extraction parameters. 展开更多
关键词 supercritical carbon dioxide extraction Pogostemon cablin Response surface METHODOLOGY MATHEMATICAL modeling SIMULATED ANNEALING algorithm
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Supercritical Carbon Dioxide Extraction of Andrographolide from Andrographis paniculata: Effect of the Solvent Flow Rate, Pressure, and Temperature 被引量:3
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作者 A.C. Kumoro Masitah Hasan 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2007年第6期877-883,共7页
Andrographis paniculata Nees has been extensively used for traditional medicine and help against fever dysentery, diarrhoea, inflammation, and sore throat. In this study, andrographolide, the main component of this pl... Andrographis paniculata Nees has been extensively used for traditional medicine and help against fever dysentery, diarrhoea, inflammation, and sore throat. In this study, andrographolide, the main component of this plant was extracted from the leaves of A. paniculata using supercritical carbon dioxide. The operating pressures were varied from 7.50 to 20MPa, the temperatures were varied from 30℃ to 60℃, and the flow rates were varied from 0.5 to 4ml.min^-1. The best extraction condition occurred at 10MPa, 40℃, and a flow rate of 2ml.min^-1 for a 3g sample of A. paniculata ground-dried leaves. The measured extraction rate was found to be about 0.0174g of andrographolide per gram of andrographolide present in the leaves per hour of operation. The future studies must focus on the interaction between the various operating parameters such as temperature, pressure, and flow rate of supercritical carbon dioxide. 展开更多
关键词 supercritical carbon dioxide extraction andROGRAPHOLIDE andrographis paniculata
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Response Surface Optimization of Nigella glandulifera Freyn Seed Oil Yield by Supercritical Carbon Dioxide Extraction 被引量:3
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作者 ZHANG Jun-ping HOU Xi-lin +2 位作者 YU Tian LI Ying DONG Hai-yan 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2012年第1期151-158,共8页
Supercritical carbon dioxide (SC-CO2) extraction was employed to extract oil from Nigella glandulifera Freyn seed in this study. Response surface methodology (RSM) was applied to evaluate the effects of the proces... Supercritical carbon dioxide (SC-CO2) extraction was employed to extract oil from Nigella glandulifera Freyn seed in this study. Response surface methodology (RSM) was applied to evaluate the effects of the process parameters (pressure, temperature, and CO2 flow rate) on oil yield of N. glandulifera seed. A Box-Behnken design was used to optimize the extraction parameters. The analysis of variance indicated that the linear coefficients of pressure and CO2 flow rate, the quadratic term coefficients of pressure and temperature and the interactions between pressure and temperature, as well as temperature and CO2 flow rate, had significant effects on the oil yield (P〈0.05). The optimal conditions to obtain the maximum oil yield from N. glandulifera seed were pressure 30.84 MPa, temperature 40.57°C, and CO2 flow rate 22.00 L h-1. Under these optimal conditions, the yield of oil was predicted to be 38.19%. The validation experiment results agreed with the predicted values. The fatty acid composition of N. glandulifera seed oil extracted using SC-CO2 was compared with that of oil obtained by Soxhlet method. The results showed that the fatty acid compositions of oil extracted by the two methods were similar. Identification of oil compounds with gas chromatography-mass spectrometry (GC-MS) showed that the contents of unsaturated fatty acids linoleic acid (48.30%), oleic acid (22.28%) and saturated fatty acids palmitic acid (16.65%), stearic acid (4.17%) were the most abundant fatty acids in seed oil from N. glandulifera. 展开更多
关键词 supercritical carbon dioxide extraction Nigella glandulifera Freyn seed oil response surface methodology gas chromatography-mass spectrometry fatty acids
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Optimization of Supercritical Carbon dioxide Extraction of Ginger Essential Oil by Response Surface Method 被引量:5
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作者 雷红 周仁杰 +2 位作者 魏巧年 李晓乐 吴静 《Agricultural Science & Technology》 CAS 2016年第9期2178-2182,共5页
[Objective] Ginger essential oil (GEO) is widely used in food production and medical field in recent years due to its prominent biological functions, and this study was conducted to obtain high-quality and high-puri... [Objective] Ginger essential oil (GEO) is widely used in food production and medical field in recent years due to its prominent biological functions, and this study was conducted to obtain high-quality and high-purity ginger essential oil from the fresh ginger. [Method] GEO was extracted from ginger roots by supercritical fluid extraction (SFE) method. The effects of flow rate of CO2, mesh size of ginger powder and volume of entrainer were investigated by single-factor experiments and response surface method. The content and extraction rate of 6-gingerol represented the extraction index of GEO. [Result] The conditions were optimized as follows: flow rate of CO2 at 25 L/h, mesh size of ginger power of 80 mesh, and volume of anhydrous ethanol as entrainer of 92.46 ml. The optimal extraction rate of 6-gingerol was 3.21%, which was predicted by RSM. [Conclusion] The optimal process of supercritical carbon dioxide extraction of ginger essential oil was identified by singlefactor experiments and response surface method. The present study provides a satisfactory method for purifying GEO from ginger for industrial purpose. 展开更多
关键词 Ginger essential oil (GEO) supercritical carbon dioxide extraction Response surface methodology
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Supercritical Fluid Carbon Dioxide in the Extraction of Lanolin and Its Alcohol
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作者 林苗 陈小立 杨勇 《Journal of Donghua University(English Edition)》 EI CAS 2003年第1期105-108,共4页
The use of supercritical fluid carbon dioxide (SFCO2) in extraction of lanolin and its alcohol is superior to the conventional solvent extraction method. Its distinctive advantages include high extractive ratio, nonto... The use of supercritical fluid carbon dioxide (SFCO2) in extraction of lanolin and its alcohol is superior to the conventional solvent extraction method. Its distinctive advantages include high extractive ratio, nontoxic and nonflammable solvents, and minimal by -product pollution. The resulting refined lanolin and its alcohol have light color and little odor, and can be used as raw materials for high grade cosmetic products. 展开更多
关键词 supercritical fluid carbon dioxide (SF - CO_2) extraction LANOLIN lanolin alcohol acid value iodine value.
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Supercritical Carbon Dioxide Extraction of Organic Matter from Petroleum Source Rocksand Its Implications
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作者 沈忠民 周光甲 +2 位作者 李辉祥 苗得玉 李佩珍 《Chinese Journal Of Geochemistry》 EI CAS 1996年第4期324-330,共7页
Organic matter was experimentally extracted by supercritical fiuids (CO2 +1% isopropanol) from petroleum source rocks of different thermo-maturities at different buried depths in the same stratigraphic unit in the D... Organic matter was experimentally extracted by supercritical fiuids (CO2 +1% isopropanol) from petroleum source rocks of different thermo-maturities at different buried depths in the same stratigraphic unit in the Dongying Basin. The results show that supercritical fluid extraction (SFE) is more effective than Soxhlet extraction (SE), with higher amounts and greater varieties of hydrocarbons and soluble organic matter becoming extractive. The supercritical CO2 extraction is therefore considered more valuable in evaluation of petroleum source rocks and oil resources, particularly those of immature types. 展开更多
关键词 石油 有机物 岩石 二氧化碳 未成熟油 超临界流体
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Metal Ions Extraction with Glucose Derivatives as Chelating Reagents in Supercritical Carbon Dioxide 被引量:3
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作者 Guo Chen YANG Hai Jian YANG 《Chinese Chemical Letters》 SCIE CAS CSCD 2006年第11期1489-1492,共4页
A series of glucose derivatives have been used as chelating reagents to extract metal ions in supercritical carbon dioxide. With perfluoro-l-octanesulfonic acid tetraethylammonium salt as additive, glucose derivatives... A series of glucose derivatives have been used as chelating reagents to extract metal ions in supercritical carbon dioxide. With perfluoro-l-octanesulfonic acid tetraethylammonium salt as additive, glucose derivatives were selective for Sr^2+ and Pb^2+ extraction in supercritical carbon dioxide. 展开更多
关键词 supercritical carbon dioxide metal ions extraction glucose derivatives selectivity.
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Kinetics of Reactive Extraction of Nd from Nd2O3 with TBP-HNO3 Complex in Supercritical Carbon Dioxide 被引量:3
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作者 朱礼洋 段五华 +1 位作者 徐景明 朱永 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2009年第2期214-218,共5页
The process based on supercritical fluid extraction for reprocessing of the spent nuclear fuel has some remarkable advantages over the plutonium-uranium extraction(PUREX) process.Especially,it can minimize the generat... The process based on supercritical fluid extraction for reprocessing of the spent nuclear fuel has some remarkable advantages over the plutonium-uranium extraction(PUREX) process.Especially,it can minimize the generation of secondary waste.Dynamic reactive extraction of neodymium oxide(Nd2O3) in supercritical carbon dioxide(SC-CO2) containing tri-n-butyl phosphate-nitric acid(TBP-HNO3) complex was investigated.Temperature showed a positive effect on the extraction efficiency,while pressure showed a negative effect when the unsaturated TBP-HNO3 complex was employed for the dynamic reactive extraction of Nd2O3 in SC-CO2.Both temperature and pressure effects indicated that the kinetic process of the reactive extraction was controlled by the chemical reaction.A kinetic model was proposed to describe the extraction process. 展开更多
关键词 supercritical carbon dioxide KINETICS reactive extraction TBP-HNO3 complex ND2O3
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Supercritical Equilibrium Data of the Systems Carbon Dioxide—Linalool and Carbon Dioxide—Orange Essential Oil
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作者 Claudio Capparucci Sara Frattari Fausto Gironi 《American Journal of Analytical Chemistry》 2013年第12期763-770,共8页
In this paper experimental equilibrium data on the system supercritical CO2-orange essential oil and the system supercritical CO2-linalool are reported at 323.15 K and 343.15 K, for pressures in the ranges of 7.6-13.5... In this paper experimental equilibrium data on the system supercritical CO2-orange essential oil and the system supercritical CO2-linalool are reported at 323.15 K and 343.15 K, for pressures in the ranges of 7.6-13.5 MPa. The behavior of the system supercritical CO2-orange essential oil was represented by means of thermodynamic model, based on Peng-Robinson equation of state. To this aim the orange essential oil was represented by a mixture of limonene, linalool and β-caryophyllene, selected to represent the classes of monoterpenes, oxygenated terpenes and sesquiterpenes respectively. The model uses only regression parameters calculated from binary sub-systems, CO2-limonene and CO2-β-caryophyllene (taken from literature) and CO2-linalool (calculated from the fitting of original data reported in the present work) thus being predictive with respect to the multicomponent mixture. 展开更多
关键词 supercritical extraction carbon dioxide ORANGE Essential Oil LINALOOL Phase EQUILIBRIUM
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Separation of Molybdenum Isotopes at Supercritical Fluid Extraction with Carbon Dioxide in a Vertical Gradient Field of Temperatures
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作者 Boris Viktorovich Borts Stella Fedorovna Skoromnaya Viktor Ivanovich Tkachenко 《Open Journal of Metal》 2020年第1期1-15,共15页
Separation of molybdenum isotope complexes by supercritical fluid extraction (SFE) with carbon dioxide was studied experimentally. The extraction of molybdenum isotope complexes was carried out in the updated extracti... Separation of molybdenum isotope complexes by supercritical fluid extraction (SFE) with carbon dioxide was studied experimentally. The extraction of molybdenum isotope complexes was carried out in the updated extraction chamber (reactor) of the SFE-U installation, which provided an initial pressure of P ≤ 20 MPa at constant temperatures of the upper T1 = 35&deg;C and bottom T2 = 45&deg;C flanges. The device, through which the eluent was discharged, involved a set of four thin tubes of different lengths located inside the reactor. The axes of the tubes and the reactor are parallel and the tubes are equally spaced circumferentially inside the reactor. The extract was removed from each tube through channels isolated from each other and located in the bottom flange with cylindrical expansion, in which several layers of filter paper were placed. After passing through the filters the extract entered a restrictor designed to remove the eluent from the reactor. The initial pressure of carbon dioxide and the holding time of the extract were specified in the experiments. The level of the eluent sampling was set by the lengths of the tubes depending on the reactor height. A method of producing molybdenum complexes was described. It was experimentally shown that at an initial pressure of 20 MPa and a given holding time a difference from the natural content of Mo isotopes for given heights of extract sampling depending on the reactor height was observed in extracts removed through filters. The ranges of deviation of the content of molybdenum isotopes in extracts from natural one were determined. 展开更多
关键词 carbon dioxide supercritical FLUIDS extraction MOLYBDENUM ISOTOPES SEPARATION
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Separation of Biomass Pyrolysis Oil by Supercritical CO2 Extraction 被引量:2
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作者 Jinghua Wang Hongyou Cui +4 位作者 Shuqin Wei Shuping Zhuo Lihong Wang Zhihe Li Weiming Yi 《Smart Grid and Renewable Energy》 2010年第2期98-107,共10页
Supercritical CO2 extraction was employed to separate simulated and real bio-oils. Effects of extraction pressure, temperature and adsorbents on distribution coefficient (or enrichment coefficient) of five representat... Supercritical CO2 extraction was employed to separate simulated and real bio-oils. Effects of extraction pressure, temperature and adsorbents on distribution coefficient (or enrichment coefficient) of five representative compounds were investigated using a simulated bio-oil, which was composed of acetic acid (AC), propanoic acid (PA), furfural (FR), acetylacetone (AA) and 2-methoxyphenol (MP). The distribution coefficients of AA, FR and MP between super-critical CO2 phase and liquid phase were bigger than 1.5, while those of AC and PA characteristic of relatively strong polarity were less than 1. Temperature and pressure also had impacts on the distribution coefficients of AA, FR and MP, especially remarkable for AA. The extraction of simulated bio-oil spiked on three adsorbents shows that adsorbents influence extraction efficiency and selectivity by changing intermolecular forces. High extraction pressure and relative low temperature are beneficial to reduce the water content in the extract. In addition, the feasibility of supercritical CO2 extraction of real bio-oil was examined. After extraction in the extraction fraction total ketones increased from 14.1% to 21.15~25.40%, phenols from 10.74% to 31.32~41.25%, and aldehydes from 1.92% to 3.95~8.46%, while the acids significantly dropped from 28.15% to 6.92~12.32%, and water from 35.90% to 6.64~4.90%. In view of extraction efficiency, the optimal extraction temperature was determined to be 55℃. Extraction efficiency of the real bio-oil increased with rising pressure. The maximal extraction efficiency of real bio-oil on water-free basis could reach to 88.6%. After scCO2 extraction, the calorific value and stability of the extract fraction evidently increased and the acidity slight decreased with nearly 100% volatility below 140℃, suggesting potentially applicable as substitute for engine fuel. 展开更多
关键词 supercritical extraction SIMULATED BIO-OIL ADSORBENT carbon dioxide
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Essential Oil from Inula britannica Extraction with SF-CO_2 and Its Antifungal Activity 被引量:1
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作者 ZHAO Te GAO Fei +1 位作者 ZHOU Lin SONG Tian-you 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2013年第10期1791-1798,共8页
The aim of this study was to determine the extraction technique of supercritical fluid carbon dioxide(SF-CO 2) for the essential oil from Inula britannica flowers and its antifungal activities against plant pathogen... The aim of this study was to determine the extraction technique of supercritical fluid carbon dioxide(SF-CO 2) for the essential oil from Inula britannica flowers and its antifungal activities against plant pathogenic fungi for its potential application as botanical fungicide.The effects of factors,including extraction temperature,extraction pressure,SF-CO 2 flow rate,flower powder size,and time on the essential oil yield were studied using the single factor experiment.An orthogonal experiment was conducted to determine the best operating conditions for the maximum extraction oil yield.Adopting the optimum conditions,the maximum yield reached 10.01% at 40°C temperature,30 MPa pressure,60 mesh flower powder size,20 L h-1SF-CO 2 flow rate,and 90 min extraction time.The antifungal activities of I.britannica essential oil using the SF-CO 2 against the most important plant pathogenic fungi were also examined through in vitro and in vivo tests.Sixteen plant pathogenic fungi were inhibited to varying degrees at 1 mg mL-1concentration of the essential oil.The mycelial growth of Gaeumannomyces graminis var.tritici was completely inhibited.The radial growths of Phytophthora capsici and Fusarium monilifome were also inhibited by 83.76 and 64.69%,respectively.In addition,the essential oil can inhibit the spore germination of Fusarium oxysporum f.sp.vasinfectum,Phytophthora capsici,Colletotrichum orbiculare,and Pyricularia grisea,and the corresponding inhibition rates were 98.26,96.54,87.89,and 87.35% respectively.The present study has demonstrated that the essential oil of I.britannica flowers extracted through the SF-CO 2 technique is one potential and promising antifungal agent that can be used as botanical fungicide to protect crops. 展开更多
关键词 Inula britannica essential oil supercritical fluid carbon dioxide extraction optimization antifungal activity botanical fungicide
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The Solubility of Styrene from Polystyrene in Supercritical CO_2
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作者 蒋春跃 潘勤敏 潘祖仁 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 1998年第3期55-63,共9页
The solubility of styrene from polystyrene in supercritical carbon dioxide is measuredat 323 K,333 K,and 343 K in the pressure range from 12 to 28 MPa.Based on the associationconcept and the theory of dense gas sorpti... The solubility of styrene from polystyrene in supercritical carbon dioxide is measuredat 323 K,333 K,and 343 K in the pressure range from 12 to 28 MPa.Based on the associationconcept and the theory of dense gas sorption in polymers,a displacement and association mechanismon supercritical fluid extraction of the monomer from the polymer is proposed.And,a novel math-ematical model for correlating the solubility data obtained from the experiments is also proposed inthe paper. 展开更多
关键词 supercritical fluid extraction supercritical carbon dioxide equilibrium SOLUBILITY polymer PURIFICATION STYRENE
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Supercritical carbon dioxide extraction of CLA-ethyl ester
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作者 Yingdi CHEN Peng XU Jian CHENG 《Frontiers of Chemical Science and Engineering》 SCIE EI CSCD 2011年第1期102-106,共5页
Supercritical carbon dioxide(SC-CO_(2))extraction of Conjugated linoleic acid(CLA)ethyl ester was investigated at pressures in the range of 9 to 10.5 MPa and temperature gradients ranging from 0℃ to 21℃.The content ... Supercritical carbon dioxide(SC-CO_(2))extraction of Conjugated linoleic acid(CLA)ethyl ester was investigated at pressures in the range of 9 to 10.5 MPa and temperature gradients ranging from 0℃ to 21℃.The content of CLA-ethyl ester in the fraction was analyzed with gas chromatography(GC).The experimental results indicated that the rate of extraction would rise with the increase of pressure when temperature gradient was given.Moreover,the extraction pressure had insignificant influence on the selectivity of CLA-ethyl ester in SCCO_(2).When pressure was fixed,setting certain temperature gradient can improve the selectivity of CLA-ethyl ester in SC-CO_(2),and CLA-ethyl ester can be concentrated more effectively than without a temperature gradient.The acid value and peroxide value of the fractions were reduced obviously,compared to the raw material.The optimal condition is pressure at 10 MPa and temperature gradient at 11℃. 展开更多
关键词 supercritical carbon dioxide extraction CLAethyl ester temperature gradient
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超临界二氧化碳与页岩相互作用机制
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作者 李一波 陈耀旺 +3 位作者 赵金洲 王志强 魏兵 Kadet Valeriy 《石油与天然气地质》 EI CAS CSCD 北大核心 2024年第4期1180-1194,共15页
超临界二氧化碳与页岩相互作用机制及规律对页岩油气开发非常重要。目前缺少对超临界二氧化碳注入页岩储层后页岩润湿性、孔隙度和渗透率变化规律的研究。为了明确在不同条件下经过超临界二氧化碳浸泡处理后页岩矿物成分和微观结构的变... 超临界二氧化碳与页岩相互作用机制及规律对页岩油气开发非常重要。目前缺少对超临界二氧化碳注入页岩储层后页岩润湿性、孔隙度和渗透率变化规律的研究。为了明确在不同条件下经过超临界二氧化碳浸泡处理后页岩矿物成分和微观结构的变化规律,以四川盆地龙马溪地区页岩为研究对象,对其总有机碳含量、矿物成分、表面形貌及低压N2和CO_(2) 吸附进行了测试。通过对不同浸泡时间、压力和含水条件下页岩处理前、后的物理性质和微观结构进行定量表征,研究了超临界二氧化碳对页岩孔隙度、渗透率以及润湿性的影响。研究结果表明:①随着浸泡时间和浸泡压力的增加,页岩中的黏土矿物和碳酸盐矿物(方解石和白云石)含量降低,石英含量增加,有机质含量降低明显。②扫描电镜图像显示页岩中微观孔隙结构变化受萃取作用、溶蚀作用和吸附膨胀作用共同影响。页岩中微观孔隙结构的变化导致了页岩孔隙度和渗透率的改变。页岩渗透率变化受到黏土矿物、碳酸盐矿物和有机质含量的影响。③超临界二氧化碳浸泡处理后页岩的润湿性发生改变,随着浸泡时间和压力的增加,页岩-水接触角增大,页岩的润湿性由强水湿转变为弱水湿和中等润湿。 展开更多
关键词 溶蚀 萃取 渗透率 润湿性 超临界二氧化碳 页岩 四川盆地
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机器学习在超临界二氧化碳制膜技术教学中的应用实践
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作者 眭志强 李树华 +4 位作者 林璟 杨伟 梁红 蔡史佳 乔智威 《电镀与涂饰》 CAS 北大核心 2024年第6期93-101,共9页
[目的]探索将超临界二氧化碳(CO_(2))辅助制备金属-有机框架(MOF)膜与机器学习技术相结合的创新教学模式,以提高本科生在实验数据处理、分析和预测方面的能力。[方法]在教学过程中,学生首先使用数据提取工具从复杂的实验图表中提取CO_(2... [目的]探索将超临界二氧化碳(CO_(2))辅助制备金属-有机框架(MOF)膜与机器学习技术相结合的创新教学模式,以提高本科生在实验数据处理、分析和预测方面的能力。[方法]在教学过程中,学生首先使用数据提取工具从复杂的实验图表中提取CO_(2)在MOF材料上的吸附等温线数据,构建包含数据点和材料性能参数的数据集。随后,学生应用极致梯度提升(XGB)和随机森林(RF)两种机器学习算法对提取的数据集进行训练和测试,建立材料性能预测模型。[结果]数据提取工具显著提高了数据处理的效率和准确性,XGB模型在材料性能参数预测方面表现出良好的准确性和可解释性。通过这种结合数据提取和机器学习的教学模式,学生在数据处理和预测方面取得了显著进步,增强了他们的数据分析和科研能力。[结论]本工作提出的教学模式为化学工程和材料科学领域的实验数据处理和分析提供了有效的解决方案,具有较高的应用价值。 展开更多
关键词 金属-有机框架 超临界二氧化碳 制膜技术 机器学习 数据提取
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松花粉超临界CO_(2)萃取物抑制小鼠良性前列腺增生
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作者 宋世浩 尹利端 +5 位作者 吕素媛 王桐 吴秋 赵发 梁秀清 耿越 《现代食品科技》 CAS 北大核心 2024年第10期105-112,共8页
该研究探讨了使用超临界CO_(2)流体技术对云南松花粉进行萃取,并考察萃取物对良性前列腺增生小鼠的作用。发现萃取时间、温度、流速、压力对得率的影响由大到小,最佳得率为9.9%(m/m)。对萃取物的气相色谱-质谱联用(Gas Chromatography-M... 该研究探讨了使用超临界CO_(2)流体技术对云南松花粉进行萃取,并考察萃取物对良性前列腺增生小鼠的作用。发现萃取时间、温度、流速、压力对得率的影响由大到小,最佳得率为9.9%(m/m)。对萃取物的气相色谱-质谱联用(Gas Chromatography-Mass Spectrometry,GC-MS)分析结果表明,有机酸占比50.63%,然后依次为烷类、醇类等。腹腔注射丙酸睾酮建立小鼠BPH模型。每天灌胃松花粉萃取物[0.8 mg/(kg·d)],持续28 d。结果显示,相对于对照组,BPH组前列腺质量及前列腺指数明显增加、前列腺组织上皮细胞明显增厚并向内呈脊状凸起,白介素-6(IL-6)、肿瘤坏死因子α(TNF-α)、二氢睾酮(DHT)、前列腺酸性磷酸酶(PAP)、超氧化物歧化酶(SOD)含量升高,白介素-6(IL-10)、胱天蛋白酶-3(CASP-3)的含量降低。基于代谢组学分析,发现氨基酸-tRNA的生物合成、苯丙氨酸和酪氨酸以及色氨酸的生物合成等代谢通路发生差异性变化。经松花粉萃取物干预后,上述情况均得到不同程度的逆转。说明松花粉萃取物可通过调节炎性因子、BPH通路、增殖与凋亡、氧化应激、代谢通路等方面缓解丙酸睾酮诱导的良性前列腺增生。为松花粉的资源开发利用提供了理论支持。 展开更多
关键词 松花粉萃取物 超临界二氧化碳萃取 良性前列腺增生 代谢组学
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基于响应曲面法的超临界CO_(2)萃取油基钻屑油相工艺优化
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作者 王道乐 杜国勇 李绥昌 《石油与天然气化工》 CAS CSCD 北大核心 2024年第3期141-146,共6页
目的对超临界CO_(2)萃取油基钻屑中油相工艺参数进行优化。方法采用响应曲面法对影响超临界CO_(2)萃取工艺的重要参数进行具体实验并根据实验结果进行数值模拟,通过模拟得出萃取时间、压力、温度和超临界CO_(2)流量等参数的优化数据。... 目的对超临界CO_(2)萃取油基钻屑中油相工艺参数进行优化。方法采用响应曲面法对影响超临界CO_(2)萃取工艺的重要参数进行具体实验并根据实验结果进行数值模拟,通过模拟得出萃取时间、压力、温度和超临界CO_(2)流量等参数的优化数据。结果响应曲面分析了各变量之间对萃取效果的影响,基于萃取数据建立了二次多项式模型,能够较好地拟合实验结果,得出最佳萃取条件为萃取压力25 MPa、温度323.15 K、时间90 min和流量25.0 L/h。结论通过具体实验数据结合响应曲面法得出了最佳萃取条件,在该条件下油类最大去除率为95.22%。利用气相色谱仪-质谱联用仪(GC-MS)分析萃取物前后性状未发生明显变化,该方法能够更好地实现固液分离和资源回收。 展开更多
关键词 超临界二氧化碳 响应曲面法 萃取 油基钻屑
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超临界二氧化碳萃取元宝枫籽油工艺优化
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作者 蒋雨桥 赵仲恺 张文斌 《中国油脂》 CAS CSCD 北大核心 2024年第9期10-15,共6页
为了得到品质优良的元宝枫籽油产品,采用超临界二氧化碳萃取元宝枫籽油,以油脂萃取率为指标,通过单因素试验和响应面试验优化工艺条件,并对所得元宝枫籽油的脂肪酸组成、理化指标、甾醇和生育酚含量进行分析。结果表明:超临界二氧化碳... 为了得到品质优良的元宝枫籽油产品,采用超临界二氧化碳萃取元宝枫籽油,以油脂萃取率为指标,通过单因素试验和响应面试验优化工艺条件,并对所得元宝枫籽油的脂肪酸组成、理化指标、甾醇和生育酚含量进行分析。结果表明:超临界二氧化碳萃取元宝枫籽油的最优工艺条件为原料粒度380~830μm(20~40目)、二氧化碳流量28 L/h、萃取温度37℃、萃取压力44 MPa、萃取时间100 min,在该条件下油脂萃取率达(98.7±0.2)%;元宝枫籽油中神经酸含量高达9.34%,总不饱和脂肪酸含量为86.7%,各项理化指标均符合相关标准,总甾醇和总生育酚含量分别为988.1μg/g和991.4μg/g,综合品质优于正己烷萃取和低温压榨制取的油脂。综上,超临界二氧化碳萃取元宝枫籽油的萃取率高,产品品质优良,是一种绿色、高效的提油技术。 展开更多
关键词 元宝枫籽油 超临界二氧化碳萃取 脂肪酸组成 油脂品质
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