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Effects of Ultrasound-Assisted Alkaline Extraction on the Structural and Emulsifying Properties of Chickpea Protein Isolate
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作者 ZHANG Yixue YANG Qing +4 位作者 CHENG Teng ZHENG Ruihan MA Wuchao HE Xiangli LI Ke 《食品科学》 北大核心 2025年第19期236-247,共12页
This study aimed to investigate the effect of ultrasound-assisted alkaline extraction(UAE)(at 20 kHz and different powers of 0,200,300,400,500 and 600 W for 10 min)on the yield,structure and emulsifying properties of ... This study aimed to investigate the effect of ultrasound-assisted alkaline extraction(UAE)(at 20 kHz and different powers of 0,200,300,400,500 and 600 W for 10 min)on the yield,structure and emulsifying properties of chickpea protein isolate(CPI).Compared with the non-ultrasound group,ultrasound treatment at 400 W resulted in the largest increase in CPI yield,and both the particle size and turbidity decreased with increasing ultrasound power from 0 to 400 W.The scanning electron microscope results showed a uniform structural distribution of CPI.Moreover,itsα-helix content increased,β-sheet content decreased,and total sulfhydryl group content and endogenous fluorescence intensity rose,illustrating that UAE changed the secondary and tertiary structure of CPI.At 400 W,the solubility of the emulsion increased to 63.18%,and the best emulsifying properties were obtained;the emulsifying activity index(EAI)and emulsifying stability index(ESI)increased by 85.42%and 46.78%,respectively.Furthermore,the emulsion droplets formed were smaller and more uniform.In conclusion,proper UAE power conditions increased the extraction yield and protein content of CPI,and effectively improved its structure and emulsifying characteristics. 展开更多
关键词 CHICKPEA ULTRASOUND extraction yield protein structure functional properties
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Advances in Industrial Extraction,Biological Activity and Application Value of Rutin
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作者 Guo Hongwei Li Yuanxin +5 位作者 Gui Qi Liu Taiyang Wen Xiuhua Li Yufang Liu Junhe He Nana 《Journal of Northeast Agricultural University(English Edition)》 2025年第3期86-96,共11页
Rutin,also known as vitamin P,belongs to the flavonoid class of compounds and is widely present in plants.Its ability to bind with albumin in the blood helps maintain capillary permeability,leading to its extensive us... Rutin,also known as vitamin P,belongs to the flavonoid class of compounds and is widely present in plants.Its ability to bind with albumin in the blood helps maintain capillary permeability,leading to its extensive use for cardiovascular protection.This review aimed to provide insights into the development of rutin raw material industry in China and its future applications in various fields,such as medicine,healthcare,food,and animal husbandry.The study began by comparing rutin quality standards across China,the United States and Europe,outlined the industrial extraction processes of rutin,and examined the biological activity and potential medical applications of rutin. 展开更多
关键词 RUTIN biological activity extraction process quality standard
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Component Content Soft-sensor Based on Neural Networks in Rare-earth Countercurrent Extraction Process 被引量:13
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作者 YANG Hui CHAI Tian-You 《自动化学报》 EI CSCD 北大核心 2006年第4期489-495,共7页
Throught fusion of the mechanism modeling and the neural networks modeling,a compo- nent content soft-sensor,which is composed of the equilibrium calculation model for multi-component rare earth extraction and the err... Throught fusion of the mechanism modeling and the neural networks modeling,a compo- nent content soft-sensor,which is composed of the equilibrium calculation model for multi-component rare earth extraction and the error compensation model of fuzzy system,is proposed to solve the prob- lem that the component content in countercurrent rare-earth extraction process is hardly measured on-line.An industry experiment in the extraction Y process by HAB using this hybrid soft-sensor proves its effectiveness. 展开更多
关键词 RARE-EARTH countercurrent extraction soft-sensor equilibrium calculation model neural networks
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Strength and failure characteristics of sandstone containing two circular holes filled with two types of inclusions under uniaxial compression 被引量:2
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作者 DU Ming-rui JING Hong-wen +2 位作者 SU Hai-jian ZHU Tan-tan CHEN Min-liang 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第11期2487-2495,共9页
Plate shaped sandstones containing two fabricated circular holes that were filled with gypsum and high-strength concrete respectively were prepared for studying the effects of ligament length L ligament incline angle ... Plate shaped sandstones containing two fabricated circular holes that were filled with gypsum and high-strength concrete respectively were prepared for studying the effects of ligament length L ligament incline angle α, as well as filling modes on their strength properties and failure modes. The results show that the initial cracks can be categorized as wing crack, axial tensile crack and curved tensile crack. The failure modes of ligaments can be categorized as mode of single inclined crack, mode of single axial crack and mode of two parallel cracks. The final failure modes of all specimens can be categorized as the tension-shear mixed failure and shear failure. The strength of inclusions shows little influence on the final failure modes of specimens, while the failure modes vary with L and α. When α is a fixed value, the peak strength σc and elastic modulus Ec of tested specimens increase firstly with increasing L and reaches to the maximum value at L of 16 mm, then declines. When L is a fixed value, σc declines firstly and then turns to increase as α increases to 75° from 45°, while Ec increases linearly. The axial stress σp performs the similar variation trends with those of σc versus increasing L and α when ligaments fail. 展开更多
关键词 SANDSTone TWO circular holes INCLUSIONS UNIAXIAL compression failure modes STRENGTH properties
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Improving extraction yield of humic substances from lignite with anthraquinone in alkaline solution 被引量:3
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作者 姜涛 韩桂洪 +4 位作者 张元波 黄艳芳 李光辉 郭宇峰 杨永斌 《Journal of Central South University》 SCIE EI CAS 2011年第1期68-72,共5页
Based on the characteristics of the lignite sample, effects of assistant anthraquinone (AQ) on extraction yield of humic substances (HS) and the action mechanisms of AQ in alkaline condition were studied by Fouvie... Based on the characteristics of the lignite sample, effects of assistant anthraquinone (AQ) on extraction yield of humic substances (HS) and the action mechanisms of AQ in alkaline condition were studied by Fouvier transform infrared (FT-IR) spectroscopy. The results indicate that assistant AQ can not only increase the extraction yield of HS but also reduce the alkali dosage (NaOH) as well as the extraction temperature and extraction time. Under the optimal conditions of alkali dosage of 9%, AQ dosage of 0.75%, extraction temperature of 80 ℃, extraction time of 30 min, stirring speed of 600 r/min and solid-to-liquid ratio of 1:3, the extraction yield of HS reaches 80.08%, which is increased by more than 20% compared with the conventional extraction. FT-IR spectra show that AQ is able to prevent dissolved HS from being destroyed into undissolved substance by alkali and 1-IS obtained in the presence of AQ possesses more groups of COOR and --COOH than that obtained without AQ. 展开更多
关键词 humic substances extraction LIGNITE FTIR ANTHRAQUINone
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Mass Spectrometry-based Deep Coverage Proteome:Evaluation of Cellular Protein Extraction Methods
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作者 XU Xia QIN Weida +3 位作者 LI Ruomeng WANG Qianqian LIU Ning LI Gongyu 《高等学校化学学报》 SCIE EI CAS CSCD 北大核心 2024年第11期98-107,共10页
The current study comprehensively evaluates four different protein extraction methods based on urea,sodium dodecyl sulfate(SDS),anionic surfactants(BT),and total RNA extractor(Trizol),aiming to optimize the sample pre... The current study comprehensively evaluates four different protein extraction methods based on urea,sodium dodecyl sulfate(SDS),anionic surfactants(BT),and total RNA extractor(Trizol),aiming to optimize the sample preparation workflow for mass spectrometry-based proteomics.Using HeLa cells as an example,we found that the method employing the mass spectrometry-compatible surfactant BT reagent significantly reduces the total time consumed for protein extraction and minimizes protein losses during the sample preparation process.Further integrating the four protein extraction methods,we identified over 7000 proteins from HeLa cells without relying on pre-fractionation techniques,and 2990 of them were quantified using label-free quantification.It is worth noting that the BT and SDS methods demonstrate higher efficiency in extracting membrane proteins,while the Urea and Trizol methods are more effective in extracting proteins from nuclear and cytoplasmic fractions.In summary,this study provides a novel solution for deep proteome coverage,particularly in the context of cellular protein extraction,by integrating mass spectrometry-compatible surfactants with traditional extraction methods to effectively enhance protein identification numbers. 展开更多
关键词 SURFACTANT Protein extraction PROTEOMICS Mass spectrometry
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Quantitative analysis of trace levels of β-ionone in water by liquid-liquidphase extraction-gas chromatography-mass spectrometry(LLE-GC-MS) 被引量:2
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作者 高梦鸿 高乃云 +3 位作者 谢茴茴 安娜 邓扬 戎文磊 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第2期472-477,共6页
A simple and rapid technique based on liquid-liquid extraction coupled to gas chromatography-mass spectrometric detection(LLE-GC-MS) was developed for analysis of taste and odour compound β-ionone in water. Instrumen... A simple and rapid technique based on liquid-liquid extraction coupled to gas chromatography-mass spectrometric detection(LLE-GC-MS) was developed for analysis of taste and odour compound β-ionone in water. Instrument parameters including programmed oven temperature, injection temperature and ion source temperature were evaluated and optimized. Effects of extraction time, ionic strength and p H on the detection efficiency were investigated and optimum conditions were 8 min of extraction time, without Na Cl addition at p H=9. Good linearity(R2=0.9997) was obtained when the linear range was 10-500 μg/L. The recoveries of β-ionone in ultrapure water and tap water samples were 88%-95% and 110%-114%, respectively. The relative standard deviations(RSD) were less than 10%. The method detection limit(MDL) and rejection quality level(RQL) were achieved at1.98 μg/L and 6.53 μg/L, respectively. LLE-GC-MS was demonstrated to be a rapid and convenient method for the determination ofβ-ionone in water samples. 展开更多
关键词 liquid-liquid extraction gas chromatography-mass spectrometry Β-IONone WATER
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基于GLDSC-ConvAutoformer模型的区域电动汽车短期充电负荷预测
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作者 李练兵 郭兴辰 +1 位作者 曾四鸣 梁纪峰 《太阳能学报》 北大核心 2025年第2期90-98,共9页
针对大规模电动汽车并网过程中对电网负荷产生波动的问题,电动汽车短期负荷预测可为电动汽车的优化调度提供决策依据。为更好地保证电网的稳定性与可靠性,提出一种电动汽车短期充电负荷预测方法,以提高负荷预测精度。首先,根据每个充电... 针对大规模电动汽车并网过程中对电网负荷产生波动的问题,电动汽车短期负荷预测可为电动汽车的优化调度提供决策依据。为更好地保证电网的稳定性与可靠性,提出一种电动汽车短期充电负荷预测方法,以提高负荷预测精度。首先,根据每个充电桩上电动汽车充电的时空差异,构建基于受限动态时间弯曲距离算法的灰关联度模型,将关联度矩阵作为谱聚类算法的度矩阵,构建灰色受限动态谱聚类算法,对所有电动汽车日充电负荷曲线进行聚类,使聚类数据有更好的周期性;其次,对聚类数据分别进行双重卷积化处理,将提取的数据特征分别输入到Autoformer,构建ConvAutoformer负荷预测模型,分别对所聚类结果进行负荷预测;最后,采用实际电动汽车充电桩充电负荷数据进行算例分析。实验结果表明,所提方法能有效提高电动汽车短期充电负荷预测准确度。 展开更多
关键词 电动汽车 特征提取 预测 受限动态时间弯曲距离 灰色受限动态谱聚类 ConvAutoformer
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Extraction of essential oil from shaddock peel and analysis of its components by gas chromatography-mass spectrometry 被引量:2
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作者 周尽花 周春山 +1 位作者 蒋新宇 谢练武 《Journal of Central South University of Technology》 EI 2006年第1期44-48,共5页
Essential oil, with more than thirty kinds of compounds separated and identified by gas chromatography-mass spectrometry, was extracted from Shatian shaddock peel and Sweet shaddock peel by squeeze-steam distillation ... Essential oil, with more than thirty kinds of compounds separated and identified by gas chromatography-mass spectrometry, was extracted from Shatian shaddock peel and Sweet shaddock peel by squeeze-steam distillation and direct steam distillation method. Among their composition, the main components are terpene compounds, which account for 93.926% (mass fraction, the same below) and 85.843% of essential oils extracted from Shatian shaddock peel and Sweet shaddock peel, respectively. Although nootkatone is the major contributor of shaddock characteristic scent, and its contents are 1.069% and 1.749% of essential oils from Sweet shaddock peel and Shatian shaddock peel, respectively. The results show that squeeze-steam distillation gives higher yield and good quality of essential oil and the compositions of essential oils from two kinds of shaddock peels are different, but the main contributors of the shaddock scent are the same. 展开更多
关键词 essential oil Shatian shaddock Sweet shaddock gas chromatography - mass spectrometry nootkatone extraction
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Numerical simulations on the photoelectric performance of AlGaN-based ultraviolet VCSELs with a slope-shaped p-type layer
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作者 WEN Xin-xin JIA Wei +4 位作者 ZHAI Guang-mei DONG Hai-liang ZHAO Chao LI Tian-bao XU Bing-she 《中国光学(中英文)》 北大核心 2025年第3期499-509,共11页
Owing to the low p-type doping efficiency in the hole injection layers(HILs)of GaN-based ultra-violet(UV)vertical-cavity surface-emitting laser(VCSEL),effective hole injection in multi-quantum wells(MQW)is not achieve... Owing to the low p-type doping efficiency in the hole injection layers(HILs)of GaN-based ultra-violet(UV)vertical-cavity surface-emitting laser(VCSEL),effective hole injection in multi-quantum wells(MQW)is not achieved,significantly limiting the photoelectric performance of UV VCSELs.We developed a slope-shaped HIL and an EBL structure in AlGaN-based UV VCSELs.In this study,by improving hole in-jection efficiency,the hole concentration in the HIL is increased,and the hole barrier at the electron barrier layer(EBL)/HIL interface is decreased.This minimises the hindering effect of hole injection.A mathematic-al model of this structure was established using a commercial software,photonic integrated circuit simulator in three-dimension(PICS3D).We conducted simulations and theoretical analyses of the band structure and carrier concentration.Introducing polarisation doping through the Al composition gradient in the HIL en-hanced the hole concentration,thereby improving the hole injection efficiency.Furthermore,modifying the EBL eliminated the abrupt potential barrier for holes at the HIL/EBL interface,smoothing the valence band.This improved the stimulated radiative recombination rate in the MQW,increasing the laser power.There-fore,the sloped p-type layer can enhance the optoelectronic performance of UV VCSELs. 展开更多
关键词 UV VCSEL AlGaN polarisation doping electron barrier layer(EBL) hole injection efficiency
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Studies on the anti-hair loss mechanism of Aquilaria sinensis leaf extract by integrated metabolomics and network pharmacology
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作者 Zhengang Peng Zhengwan Huang +1 位作者 Zhe Liu Xiaoxiao Lin 《日用化学工业(中英文)》 北大核心 2025年第6期767-778,共12页
The anti-hair loss mechanism of Aquilaria sinensis leaf extract(ASE)has been studied by using metabolomics and network pharmacology.Metabolomics was utilized to comprehensively identify the active constituents of ASE,... The anti-hair loss mechanism of Aquilaria sinensis leaf extract(ASE)has been studied by using metabolomics and network pharmacology.Metabolomics was utilized to comprehensively identify the active constituents of ASE,and the network pharmacology was used to elucidate their anti-hair loss mechanism,which was verified by molecular docking technology.572 active compounds were identified from the ASE by metabolomics methods,where there are 1447 corresponding targets and 492 targets related to hair loss,totaling 88 targets.20 core active substances were identified by constructing a network between common targets and active substances,which include vanillic acid,chorionic acid,caffeic acid and apigenin.The five key targets of TNF,TP53,IL6,PPARG,and EGFR were screened out by the PPI network analysis on 88 common targets.The GO and KEGG pathway enrichment analysis showed that the inflammation,hormone balance,cell growth,proliferation,apoptosis,and oxidative stress are involved.Molecular docking studies have confirmed the high binding affinity between core active compounds and key targets.The drug similarity assessment on these core compounds suggested that they have the potential to be used as potential hair loss treatment drugs.This study elucidates the complex molecular mechanism of ASE in treating hair loss,and provides a reference for the future applications in hair care products. 展开更多
关键词 metabolomics network pharmacology hair loss Aquilaria sinensis leaf extract molecular docking
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A rapid soil DNA extraction method applied to field detection
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作者 YAN Jingying NI Liang +1 位作者 LI Kunfeng SHEN Xingyu 《浙江大学学报(农业与生命科学版)》 北大核心 2025年第4期586-595,共10页
Soil DNA extraction,such as microbial community analysis and gene drift detection,is an important basis for multiple analyses in different fields.Nevertheless,the soil DNA extraction methods for field detection are st... Soil DNA extraction,such as microbial community analysis and gene drift detection,is an important basis for multiple analyses in different fields.Nevertheless,the soil DNA extraction methods for field detection are still lacking.This study established a rapid soil DNA extraction(RSDE)method that can be used in field detection.In this method,we first utilized the optimized lysate to isolate DNA from soil and then used a filtration membrane and a DNA adsorption membrane to purify the DNA via the column method.Moreover,we used the pressure from the syringe instead of the conventional centrifugal force of the centrifuge to assist the sample filtration,resulting in very low requirements for this method,with an extraction time of less than 20 min.Furthermore,we demonstrated that the RSDE method was applicable for DNA extraction from different types of soils,with the demand for soil samples as low as 0.1 g and that the amount of obtained DNA was,to some extent,greater than that obtained by a commercial kit.Further analysis revealed that this extracted genomic DNA can be used directly for polymerase chain reaction(PCR)analysis,including ordinary PCR,real-time fluorescent quantitative PCR,and recombinase polymerase amplification(RPA)-CRISPR/Cas12a visual assays.In addition,we demonstrated that this method can be used to extract DNA from residual plant roots in addition to soil microbes,which lays a foundation for the comprehensive analysis of soil plants and microorganisms.In summary,the RSDE method proposed in this study may have wide application prospects. 展开更多
关键词 soil DNA DNA extraction field detection polymerase chain reaction recombinase polymerase amplification(RPA)-CRISPR/Cas12a
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Experimental study on the buckling of composite cylinders with reinforced circular hole under hydrostatic pressure
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作者 Zhun Li Xinhu Zhang +3 位作者 Kechun Shen Jing Liu Jian Zhang Guang Pan 《Defence Technology(防务技术)》 2025年第2期231-247,共17页
In this paper,a type of reinforcing structure for composite shell with single and through hole is presented.The experimental tests for the composite shells without hole,with single hole and reinforced structure,with t... In this paper,a type of reinforcing structure for composite shell with single and through hole is presented.The experimental tests for the composite shells without hole,with single hole and reinforced structure,with through hole and reinforced structure subjected to hydrostatic pressure were carried out by the designed experimental test system.The mechanical responses of the composite shells under hydrostatic pressure are obtained by the high-speed camera and strain measurement.The results show that the entire deformation process of the shell can be divided into three:uniform compression,"buckling mode formation"and buckling.The"buckling mode formation"process is captured and reported for the first time.For the composite shell with single hole,the proposed reinforcing structure has a significant reinforcement effect on the shell and the buckling capacity of the shell is not weaker than the complete composite shell.For the composite shell with through hole,sealing effect can be achieved by the proposed reinforcing structure,but the buckling capacity of the shell after reinforcement can only reach 77%of the original buckling capacity. 展开更多
关键词 Composite cylindrical shell Circular hole Reinforcing structure BUCKLING Hydrostatic pressure
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Knowledge map of online public opinions for emergencies
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作者 GUAN Shuang FANG Zihan WANG Changfeng 《Journal of Systems Engineering and Electronics》 2025年第2期436-445,共10页
With the popularization of social media,public opi-nion information on emergencies spreads rapidly on the Internet,the impact of negative public opinions on an event has become more significant.Based on the organizati... With the popularization of social media,public opi-nion information on emergencies spreads rapidly on the Internet,the impact of negative public opinions on an event has become more significant.Based on the organizational form of public opinion information,the knowledge graph is used to construct the knowledge base of public opinion risk cases on the emer-gency network.The emotion recognition model of negative pub-lic opinion information based on the bi-directional long short-term memory(BiLSTM)network is studied in the model layer design,and a linear discriminant analysis(LDA)topic extraction method combined with association rules is proposed to extract and mine the semantics of negative public opinion topics to real-ize further in-depth analysis of information topics.Focusing on public health emergencies,knowledge acquisition and knowl-edge processing of public opinion information are conducted,and the experimental results show that the knowledge graph framework based on the construction can facilitate in-depth theme evolution analysis of public opinion events,thus demon-strating important research significance for reducing online pub-lic opinion risks. 展开更多
关键词 knowledge graph sentiment classification topic extraction association rule.
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基于SPE-HILIC-QTOF-MS技术鉴定巴氏杀菌乳中的磷脂成分
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作者 顾竞一 李夏冰 +6 位作者 廖光琴 王天彩 王子双 贾琪 张星联 钱永忠 邱静 《中国油脂》 北大核心 2025年第5期141-149,共9页
为了全面认识巴氏杀菌乳的磷脂组成,并为乳磷脂研究提供数据基础,建立了一种固相萃取(SPE)结合亲水作用液相色谱(HILIC)-四极杆飞行时间(QTOF)-质谱(MS)技术鉴定巴氏杀菌乳中磷脂的方法,对脂质提取、SPE以及MS条件进行优化,并对4种哺乳... 为了全面认识巴氏杀菌乳的磷脂组成,并为乳磷脂研究提供数据基础,建立了一种固相萃取(SPE)结合亲水作用液相色谱(HILIC)-四极杆飞行时间(QTOF)-质谱(MS)技术鉴定巴氏杀菌乳中磷脂的方法,对脂质提取、SPE以及MS条件进行优化,并对4种哺乳动物(骆驼、山羊、水牛、奶牛)巴氏杀菌乳磷脂组成进行了分析。结果表明:选取4 mL二氯甲烷-甲醇(体积比2∶1)溶剂提取1 mL样品中的脂质,通过10 mL正己烷和10 mL异丙醇-二氯甲烷(体积比3∶7)的两步淋洗与2 mL甲醇一步洗脱分离磷脂组分;选择3次迭代采集样品MS/MS信息;在4种哺乳动物巴氏杀菌乳中共鉴定出涵盖7个磷脂亚类的580个磷脂分子,包括116个鞘磷脂、18个心磷脂、181个磷脂酰乙醇胺、262个磷脂酰胆碱、1个磷脂酰甘油、1个磷脂酰肌醇和1个磷脂酰丝氨酸。综上,SPE-HILIC-QTOF-MS分析方法可有效鉴定乳品中的磷脂组成。 展开更多
关键词 磷脂 固相萃取 亲水作用液相色谱-四极杆飞行时间-质谱
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Experimental and mechanistic study on iron extraction from high-iron red mud under multiple physical field coupling conditions
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作者 DONG Hai-pei YANG Jin-lin +3 位作者 ZHOU Wen-tao YU Xu-yang MA Shao-jian WANG Ding-zheng 《Journal of Central South University》 2025年第7期2476-2486,共11页
Red mud is a solid waste discharged in the process of alumina production,and how to realize the efficient recovery of its iron is an urgent problem to be solved.In this study,the iron extraction test and mechanism stu... Red mud is a solid waste discharged in the process of alumina production,and how to realize the efficient recovery of its iron is an urgent problem to be solved.In this study,the iron extraction test and mechanism study of high iron red mud were carried out under the coupling conditions of multiple physical field(microwave field,gas-solid flow field and temperature field)with biomass as the reducing agent.The test results showed that under the optimal conditions,an iron concentrate with a yield of 78.4%,an iron grade of 59.23%,and a recovery rate of 86.65%was obtained.The analyses of XRD,XPS,TEM,and SEM-EDS showed that during the roasting process,the hematite in the high-iron red mud was completely converted to magnetite,and the biomass produced the reductant that provided the magnetization reaction;A large number of cracks and pores appeared in the surface of the hematite reduction product particles,which helped to induce iron minerals to undergo effective mineral phase transformation.The above study provides ideas for the phase transformation and efficient recovery of iron minerals in red mud. 展开更多
关键词 multiple physical field high-iron red mud BIOMASS mineral phase transformation iron extraction
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基于Soft均值滤波的鲁棒主成分分析算法
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作者 吴沁停 王新景 +3 位作者 潘金艳 张海峰 邵桂芳 高云龙 《光学精密工程》 北大核心 2025年第6期961-978,共18页
降维对于数据的可视化和预处理具有重要意义,主成分分析作为最常用的无监督降维算法之一,在实际应用中面临着对噪声和离群点敏感的问题。为了解决这个问题,研究者们提出了多种鲁棒主成分分析算法,通过减小整体样本的重构误差来减小离群... 降维对于数据的可视化和预处理具有重要意义,主成分分析作为最常用的无监督降维算法之一,在实际应用中面临着对噪声和离群点敏感的问题。为了解决这个问题,研究者们提出了多种鲁棒主成分分析算法,通过减小整体样本的重构误差来减小离群点的影响。然而,这些算法忽略了数据的固有局部结构,导致数据的本质结构信息丢失,从而影响了对噪声和离群点的准确辨识和移除,进而影响了后续算法的性能。因此,该文提出了基于Soft均值滤波的鲁棒主成分分析(Robust Principal Component Analysis Based on Soft Mean Filtering,RPCA-SMF)算法。RPCA-SMF采用Soft均值滤波的思想,通过两步走的形式,不仅在模型学习前对噪声处理,同时在模型学习后也引入了噪声处理机制。具体而言,RPCA-SMF算法首先引入了均值滤波的相关思想,通过对比样本与其局部近邻这两者和局部均值的偏差对样本进行Soft加权,从而对噪声进行判定。随后,通过第一步获取的关于噪声的“判别知识”处理噪声信息。由于均值滤波能有效保留数据的整体轮廓信息,因此对于被识别为噪声的样本,RPCA-SMF算法强调保留其低频整体轮廓信息,而非高频的噪声信息。这样能够有效地保留数据中的有用信息,提高对数据整体结构特征的保留能力,使得算法具有较强的鲁棒性和较好的泛化性。 展开更多
关键词 降维 无监督特征提取 主成分分析 Soft均值滤波 鲁棒性
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MOF-801/聚合物整体柱的制备及对异牡荆素的固相萃取
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作者 柳苹 刘海燕 《河北大学学报(自然科学版)》 北大核心 2025年第2期165-175,共11页
异牡荆素是一种天然的碳苷黄酮类活性物质,具有抗癌、抗炎等多种药理活性,但是其有效成分的分离纯化是开发的难点和关键.因此,制备了MOF材料MOF-801,利用MOF材料上带有的—COOH基团,对其进行衍生化反应,使其表面带有C=C终端,然后与共聚... 异牡荆素是一种天然的碳苷黄酮类活性物质,具有抗癌、抗炎等多种药理活性,但是其有效成分的分离纯化是开发的难点和关键.因此,制备了MOF材料MOF-801,利用MOF材料上带有的—COOH基团,对其进行衍生化反应,使其表面带有C=C终端,然后与共聚单体(甲基丙烯酸月桂酯,LMA)、交联剂(乙二醇二甲基丙烯酸酯)、致孔剂(正己醇)和引发剂(偶氮二异丁腈)混合均匀后制备MOF-801/聚合物整体柱.通过扫描电子显微镜(SEM)、红外光谱(FT-IR)和氮气吸附-脱附等方法进行表征,结果显示,MOF-801和MOF-801/聚合物整体柱均已成功合成.将MOF-801/聚合物整体柱用作固相萃取(SPE)吸附剂,通过与高效液相色谱(HPLC)仪联用对中药中的抗癌活性成分异牡荆素进行在线富集纯化.结果显示,所制备的聚合物整体柱对异牡荆素具有较好的富集能力,并能去除中药中的部分杂质. 展开更多
关键词 聚合物整体柱 固相萃取(SPE) 异牡荆素 Mof-801
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基于UPLC-Q-TOF-MS/MS结合响应面法与主成分分析优化肠炎合剂Ⅱ提取工艺
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作者 汪树林 商晶 +6 位作者 刘文君 蔡泽荣 钱梦雨 胡晓欣 曹亮 王振中 肖伟 《南京中医药大学学报》 北大核心 2025年第4期501-512,共12页
目的基于UPLC-Q-TOF-MS/MS技术结合响应面分析构建肠炎合剂Ⅱ提取工艺方法,并对其提取工艺进行优化。方法通过UPLC-Q-TOF-MS/MS技术对肠炎合剂Ⅱ中化学成分进行定性分析,并挑选出质谱响应度有较好线性关系的化学成分为工艺考察指标;利用... 目的基于UPLC-Q-TOF-MS/MS技术结合响应面分析构建肠炎合剂Ⅱ提取工艺方法,并对其提取工艺进行优化。方法通过UPLC-Q-TOF-MS/MS技术对肠炎合剂Ⅱ中化学成分进行定性分析,并挑选出质谱响应度有较好线性关系的化学成分为工艺考察指标;利用Box-Behnken设计对提取工艺参数(加水量、提取时间及浸泡时间)进行考察;通过主成分分析(Principal component analysis,PCA)得到综合评分,并以综合得分结合响应面分析确定最优工艺。结果通过定性分析从肠炎合剂Ⅱ中推测和鉴定了110个成分,包括有机酸2种、黄酮类82种、萜类化合物13种、生物碱类13种,基于定性分析结果,通过UPLC-Q-TOF-MS/MS结合Masshunter质谱数据分析软件导出48个具有良好线性关系的指标成分质谱响应度,进行PCA并计算综合得分,以综合得分为指标进行响应面分析,综合响应面预测结果及生产实际得到的最优提取工艺为:浸泡45 min,溶剂倍量8倍,提取2次,每次120 min。结论为中药复方提取工艺的考察提供了一种新思路,为中药复方开发拓展一种新方法。 展开更多
关键词 提取工艺 Box-Behnken设计-响应面法 主成分分析 葛根素 甘草酸 木香烃内酯 芍药苷
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Tomato Growth Height Prediction Method by Phenotypic Feature Extraction Using Multi-modal Data
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作者 GONG Yu WANG Ling +3 位作者 ZHAO Rongqiang YOU Haibo ZHOU Mo LIU Jie 《智慧农业(中英文)》 2025年第1期97-110,共14页
[Objective]Accurate prediction of tomato growth height is crucial for optimizing production environments in smart farming.However,current prediction methods predominantly rely on empirical,mechanistic,or learning-base... [Objective]Accurate prediction of tomato growth height is crucial for optimizing production environments in smart farming.However,current prediction methods predominantly rely on empirical,mechanistic,or learning-based models that utilize either images data or environmental data.These methods fail to fully leverage multi-modal data to capture the diverse aspects of plant growth comprehensively.[Methods]To address this limitation,a two-stage phenotypic feature extraction(PFE)model based on deep learning algorithm of recurrent neural network(RNN)and long short-term memory(LSTM)was developed.The model integrated environment and plant information to provide a holistic understanding of the growth process,emploied phenotypic and temporal feature extractors to comprehensively capture both types of features,enabled a deeper understanding of the interaction between tomato plants and their environment,ultimately leading to highly accurate predictions of growth height.[Results and Discussions]The experimental results showed the model's ef‐fectiveness:When predicting the next two days based on the past five days,the PFE-based RNN and LSTM models achieved mean absolute percentage error(MAPE)of 0.81%and 0.40%,respectively,which were significantly lower than the 8.00%MAPE of the large language model(LLM)and 6.72%MAPE of the Transformer-based model.In longer-term predictions,the 10-day prediction for 4 days ahead and the 30-day prediction for 12 days ahead,the PFE-RNN model continued to outperform the other two baseline models,with MAPE of 2.66%and 14.05%,respectively.[Conclusions]The proposed method,which leverages phenotypic-temporal collaboration,shows great potential for intelligent,data-driven management of tomato cultivation,making it a promising approach for enhancing the efficiency and precision of smart tomato planting management. 展开更多
关键词 tomato growth prediction deep learning phenotypic feature extraction multi-modal data recurrent neural net‐work long short-term memory large language model
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