OBJECTIVE To explore the protective effects of total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja on STZ-stimulated INS-1 cells through regulating of autophagy and apoptosis.METHODS INS-1cells wer...OBJECTIVE To explore the protective effects of total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja on STZ-stimulated INS-1 cells through regulating of autophagy and apoptosis.METHODS INS-1cells were cultured in media containing 3n M STZ and different doses of total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja.The proliferation of cells was examined by MTT assay,ROS content were detected by fluorescence enzyme label.The levels of superoxide dismutase(SOD),glutathione peroxidase(GSH-Px),hydrogen peroxidase(CAT),malondialdehyde(MDA)were also measured by colorimetry.The activities of caspase-3,9 were also observed by Caspase colorimetric assay kit in each group.The expressions of Bcl-2 m RNA and Bax m RNA were detected by Real time PCR,protein expression of LC3-Ⅱand PARP were detected by Western blotting.RESULTS Compared with the control group,total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja could promote the proliferation of INS-1 cells no matter with STZ or not when its concentration lower than 25μg·m L^(-1);but when its concentration higher than 100μg·m L^(-1)(use individually)or 50μg·m L^(-1)(combined use),total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja might significantly inhibite the growth of the cells whether STZ existed or not.Total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja(6.25,12.5,25μg·m L^(-1))might inhibit INS-1cell apoptosis,decrease intra-cellular ROS contents,improve the s upernatant liquid SOD,GSH-PX,CAT activities,decrease MDA level,promote INS-1 cell secreting insulin,decrease the protein expressions of autophagy protein LC3Ⅱand apoptosis regulating protein cleaved PARP protein,up-regulate the anti-apoptotic protein Bcl-2 m RNA expression,down-regulate the pro-apoptotic protein Bax m RNA expression and Bcl-2and Bax,reduce the activity of caspase-9 and caspase-3(P<0.05 or P<0.01).CONCLUSION Total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja has good protective effect on STZ-stimulated INS-1cells.It can inhibit STZ injured INS-1 cells to overproduce ROS production,enhance endogenous antioxidant enzymes(GSH-Px,SOD,CAT activities),reduce the expression of autophagy protein LC3Ⅱand apoptosisregulating protein cleaved PARP,up-reglute the antiapoptosis protein Bcl-2 expression,down-regulate the pro-apoptotic protein Bax expression,decrease the caspase-9 and caspase-3 activities,and improve the INS-1cell survival rate,and then play a protective effect on damaged INS-1 cells.展开更多
The purpose of this study is to isolate the active fraction from the crude extract of Prinsepia utilis Royle and to determine its antibacterial activity against the standard and drug-resistant bacteria strains in vitr...The purpose of this study is to isolate the active fraction from the crude extract of Prinsepia utilis Royle and to determine its antibacterial activity against the standard and drug-resistant bacteria strains in vitro. The Prinsepia utilis Royle was extracted in three portions by using petroleum ether, ethanol and water by the continuation recirculate extraction. The antibacterial activity of the extracts were evaluated by the determination of Minimum Inhibitory Concentration （MIC） and Minimum Bactericidal Concentration （MBC） values. The results showed that the ethanol extract and aqueous extract of petroleum ether showed the weakest inhibition. MIC values of the aqueous Prinsepia utilis Royle were found that they had significant effects against bacteria, while ethanol extracts against three standard bacteria （S. aureus ATCC25923, E. coli 44102, Salmonella 50041） were 25, 25, 50 mg·mL^-1 and 50, 100, 100 mg·mL^-1, MIC values of three drug-resistant bacteria （S. aureus GL17, E. coli EYAC08-56, Salmonella STQD2G.） were 50, 50, 50 mg·mL^-1 and 100, 100, 200 mg·mL^-1, respectively. MBC values of two extracts against three standard strains were 25, 50, 100mg·mL^-1 and 50, 100, 200 mg·mL^-1, MBC values of three drug-resistant bacteria were 100, 100, 100mg·mL^-1 and 200, 200, 200 mg·mL^-1, respectively.展开更多
OBJECTIVE To investigate the anit-inflammatory effect of extracts of Dendropanax dentiger(Harms)Merr and Lycopodiastrum casuarinoides(Spring)Holub on rheumatoid arthritis(RA)using adjuvant arthritis(AA)rat model and p...OBJECTIVE To investigate the anit-inflammatory effect of extracts of Dendropanax dentiger(Harms)Merr and Lycopodiastrum casuarinoides(Spring)Holub on rheumatoid arthritis(RA)using adjuvant arthritis(AA)rat model and possible mechanisms.METHODS The AA rat model of RA was induced in adult SparagueDawley(SD)rats by injecting of the adjuvant at base oftail.One-week-old male SD rats were randomly divided into the following groups:normal saline group(blank control),D.dentiger decoction group(80g·kg-1·d-1),L.Casuarinoides decoction group(80 g·kg·d-1),the total of glucoside Tripterygium(GTT)group(positive control,2 mg·kg-1·d-1).They were administered orally for 6weeks.Histopathology of tissues arthritis rats was observed by H.E staining.The volume of paw swelling was measured and the arthritis inflammation index was calculated.The expressions of tumor necrosis factor-α(TNF-α)and interlukin-1β(IL-1β)were detected by the ELISA assay.In addition,previous study has reported that plant-derived mi RNAs play a role for cross kingdom regulatory potential.Thus,we also performed RNA-seq technique to identify bioactive mi RNAs via comparative transcriptome analysis between D.dentiger and L.Casuarinoides.RESULTS Comparing with AA model group,the volume of paw swelling and the arthritis index were increased significantly in the AA rat model group(P<0.01),suggesting that the AA model rats were prepared properly.Compared with the AA model group,the volume of paw swelling of D.dentiger decoction group,L.Casuarinoides decoction group was decreased by 25.2%and 10.3%,respectively,and the arthritis index was decreased by 27.2%and 18.3%,respectively.Compared with AA model group,TNF-αprotein expression of D.dentiger decoction group and L.Casuarinoides decoction groups were decreased by 16.3%and 14.7%,and IL-1βprotein expression was decreased by 23.6%,18.9%(P<0.05,P<0.01),respectively.Besides,we found that some plant-derived homologous mi RNAs(such as mi RNA192 and mi RNA30a)associated with cell apoptosis processing have been screened out via comparative transcriptome analysis.But the underlying mechanisms about two mi RNAs function needs much more investigate.CONCLUSION Results showed significant anti-inflammatory effect of aqueous extracts of D.dentiger and L.Cauarinoides and justifying their therapeutic role in inflammatory condition.Furthermore,anti-inflammatory effect of D.dentiger and L.Cauarinoides may be attribute to the herb-derived mi RNAs cross-kingdom regulation.展开更多
OBJECTIVE Ticks are economically important parasites all over the world.They are vectors of different animal and human infectious diseases.Tick control is globally based on chemical acaricides,but the developing tick ...OBJECTIVE Ticks are economically important parasites all over the world.They are vectors of different animal and human infectious diseases.Tick control is globally based on chemical acaricides,but the developing tick resistance to most of the currently used synthetic acaricides encouraged to look for alternative ways to control ticks,especially natural products that are relatively environment friendly.METHODS An in vitro screening of the effects of some indigenous plants was carried out.Twenty-one plant species were extracted and tried to have effects on the most prevalent tick species;Hyalomma drommederi of camels.Fully engorged female ticks of the same weight,were immersed in the different extracts for 5,15,30 and 60min.RESULTS Treated ticks were revived and incubated with the control groups for daily observation of their activity and egg production.While some plant extracts have killing effects after 30-60 min exposure(Rhanterium epapposum,Achillea fragrantissima and Eragrostis poaeodes)others have stopped oviposition(Artemisia herba alba,Haloxylon salicornicum,Plantago coronopus,Moltkiopsis ciliate and Lasiurus hirsutus).Most of the extracts have reducing effect on the egg mass.Marked reduction of the egg masses associated with delayed oviposition was recorded on exposure to Lepidium sativum seeds extract.CONCLUSION The phytoconstituents were determined by a standard methods and further studies are on going to determine the bioactive components that may have the above mentioned acaricidal effects.展开更多
Induction of tumor-specific cellular immune responseis very important in the cancer therapy. In this study,we used tumor antigen obtained by thaw of melanomacells to pulse M-CSF or/and IFN-γ gene-modificdmacrophages ...Induction of tumor-specific cellular immune responseis very important in the cancer therapy. In this study,we used tumor antigen obtained by thaw of melanomacells to pulse M-CSF or/and IFN-γ gene-modificdmacrophages before in viro infusion. Tumor membraneantigens could be phagocytosed by macrophages inculture. Antigen processing and mcxlulation of thepresentation can be achieved before macrophageinjection. The tumor antigens will be processedintracellularly by macrophages and thereafter展开更多
OBJECTIVE The purpose of the present study was to evaluate the antidiarrheal effects and the phytochemical constituents of methanol extracts of some plants used traditionally in kingdom of Saudi Arabia using castor oi...OBJECTIVE The purpose of the present study was to evaluate the antidiarrheal effects and the phytochemical constituents of methanol extracts of some plants used traditionally in kingdom of Saudi Arabia using castor oil-induced diarrhea and gastrointestinal motility test using charcoal meal method were examined.METHODS The methanolic extracts were initially assayed for their effects in castor oil-induced diarrhea at different doses(250and 500mg·kg-1 followed by their evaluation on the peristaltic movements in charcoal meal test.RESULTS The results of the present study indicates that,administration of the following methanol plant extracts;Rhazya stricta,Heliotropium bacciferum,Tribulus longipetalus,Achillea fragrantissima,Artemisia herba alba,Haloxylon salicornicum,Plantago coronopus,Cyperus conglomerates,Hordeum distichon,Eragrostis poaeoides,Astragalus spinosus,Lepidium sativum seeds induced a higher percentages of inhibition of diarrhea.While,the administration of Rhanterium epapposum,Moltkiopsis ciliate,Lasiurus hirsutus,Deverra triradiata,Lycium shawii.Echinops spinosus,Echinops hussoni,and Prosopis farcta were the least efficacy.The antidiarrheal effects of these plants might be due to their high contents of flavonoids and tannins.CONCLUSION It could be concluded that,the remarkable antidiarrheal effects of these plants attest to their utility in a wide range of stats of diarrhea.展开更多
A reliable ultrasound-assisted extraction （UAE） method combined with HPLC-UV for quantification of eight active alkaloids in fruits of Macleaya cordata （Willd） R. Br. was developed. The optimization conditions of ...A reliable ultrasound-assisted extraction （UAE） method combined with HPLC-UV for quantification of eight active alkaloids in fruits of Macleaya cordata （Willd） R. Br. was developed. The optimization conditions of UAE were obtained by using Box-Behnken design of response surface methodology. Chromatography was carried out using a Kromasil C18 column by gradient elution with 0.1% phosphoric acid aqueous solution for HPLC-UV. All calibration curves showed good linear correlation coefficients （R^2〉0.999 6） and recoveries （from 97.3% to 104.9%） were acceptable. 1,1-diphenyl-2-picrylhydrazyl （DPPH） method was employed to test the antioxidant activity of the extract from the samples. The proposed method was successfully applied to quantifying eight components in nine samples of M.cordata, and significant variations of alkaloid contents and antioxidant aetivity of the samples from different habitats were demonstrated. It presents a powerful proof for the selection of the best sources to extract eight kinds of alkaloids.展开更多
Some factors that affect the free radical-scavenging activety of two tea extracts were studied in vitro. It was found that concentration of tea extract or heating tea extract or treating with activated carbon and di...Some factors that affect the free radical-scavenging activety of two tea extracts were studied in vitro. It was found that concentration of tea extract or heating tea extract or treating with activated carbon and diatomite all had obvious effect on the scavenging activety of green tea extract ,but heating or treating with diaomite had less effect on the scavenging activity of black tea extract. Ascorbic acid, for having synergic effect with tea extracts, could enhance the scavenging activity of tea extracts markedly, and the contrary was cupric ion. Reducing sugars such as fructose and glucose also had some syncrgic effect to tea extracts.展开更多
Bioassay method was used to study the biological activity of different polar solvent extracts of False ragweed seed. Specially, water extracts of False ragweed has an effect on plant germination and root length. The s...Bioassay method was used to study the biological activity of different polar solvent extracts of False ragweed seed. Specially, water extracts of False ragweed has an effect on plant germination and root length. The study found that False ragweed seed extracts had different degrees of inhibition on many plant seed germinations, and inhibited the germination of cucumber seeds best, the maximum inhibition rate was 79.5%, for cabbage, sorghum and maize seed germination inhibition rate was more than 30%. False ragweed seed extracts also had strong inhibition on cucumber and many other plant root length, and inhibited the root length of cucumber best followed by red beans. The result showed that False ragweed seed extracts contained some materials that could inhibit germination and growth of some plants.展开更多
The aim of the study was to investigate the hepatoprotective effects of Folium syringae(FS) extracts against ethanolinduced acute liver injury. Mice and primary hepatocytes were pretreated with FS extracts at differen...The aim of the study was to investigate the hepatoprotective effects of Folium syringae(FS) extracts against ethanolinduced acute liver injury. Mice and primary hepatocytes were pretreated with FS extracts at different dosages before ethanol administration. Transaminases, glutathione S-transferase A1 level and hepatic biochemical indices(malondialdehyde, superoxide dismutase, glutathione and glutathione peroxidase) were determined. Pretreatment with FS extracts significantly inhibited the damage caused by ethanol and the hepatoprotective effects of FS were almost similar to Silymarin that was used to treat alcoholic liver injury. GSTA1 contents in all the FS extract-treated groups were significantly different from those in the ethanol-induced acute liver injury model group(p<0.01), and similar trends were observed in transaminases and hepatic indices level both in vitro and in vivo. The results showed that FS extracts had hepatoprotective effects against ethanol-induced injury. Those effects might be related to the enhancement of antioxidant capacity of liver cells, and FS extracts could reduce the release of liver GSTA1, which contributed to improve liver detoxification.展开更多
采用顶空固相微萃取(headspace solid-phase microextraction,HS-SPME)和液液萃取(liquid-liquid extraction,LLE)结合全二维气相色谱飞行时间质谱(comprehensive two-dimensional gas chromatography time of flight mass spectrometry...采用顶空固相微萃取(headspace solid-phase microextraction,HS-SPME)和液液萃取(liquid-liquid extraction,LLE)结合全二维气相色谱飞行时间质谱(comprehensive two-dimensional gas chromatography time of flight mass spectrometry,GC×GC-TOF-MS)以及香气活度值(odour active value,OAV),对红星二锅头白酒的挥发性成分进行全面解析。研究发现,HS-SPME、LLE分别定性出928、802种挥发性化合物,共计定性出1304种挥发性化合物,共同定性出426种挥发性化合物。基于HS-SPME数据,通过香气数据库筛选出具有香气特征的382种香气化合物,其中酯类相对百分含量占比最高,其次是醇类、酸类和醛类。计算得到了49种香气化合物OAV>1,其中酯类(辛酸乙酯、异戊酸乙酯等)和萜烯类(β-大马酮)对白酒风味的贡献最大,醛类(异戊醛、己醛等)和含硫类(二甲基三硫)其次,醇类(1-辛烯-3-醇)和含氮类(2,3,5-三甲基吡嗪)也有一定风味贡献。该研究丰富了红星二锅头白酒的风味研究,也为下一步生产研究及调控提供了理论和数据支撑。展开更多
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
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
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
Removing copper from nickel electrolysis anode solution has been a major keypoint in the nickel metallurgy industry.In this study,we proposed a novel process flow to promote removing copper from nickel electrolysis an...Removing copper from nickel electrolysis anode solution has been a major keypoint in the nickel metallurgy industry.In this study,we proposed a novel process flow to promote removing copper from nickel electrolysis anode solution.A simulated nickel anode solution was designed,and static and dynamic adsorption experiments were conducted to determine the best of solution pH,adsorption time and temperature,resin dosage and particle size,and stirring speed.The optimal conditions were explored for copper removal from nickel electrolysis anode solution.Based on the optimal experimental conditions and the relevant experimental data,a novel process for copper removal from nickel electrolysis anodes was designed and verified.This novel process of copper removal from nickel electrolysis anodes was confirmed with nickel anolyte solution with nickel 50−60 g/L and copper 0.5 g/L.After finishing the novel process of copper removal,the nickel in the purified nickel anolyte became undetectable and copper concentration was 3 mg/L,the novel process of resin adsorption to remove copper from nickel anode solution through static and dynamic adsorptions has an efficacious copper removal.It is a beneficial supplement to traditional methods.展开更多
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
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
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
[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
Existing specific emitter identification(SEI)methods based on hand-crafted features have drawbacks of losing feature information and involving multiple processing stages,which reduce the identification accuracy of emi...Existing specific emitter identification(SEI)methods based on hand-crafted features have drawbacks of losing feature information and involving multiple processing stages,which reduce the identification accuracy of emitters and complicate the procedures of identification.In this paper,we propose a deep SEI approach via multidimensional feature extraction for radio frequency fingerprints(RFFs),namely,RFFsNet-SEI.Particularly,we extract multidimensional physical RFFs from the received signal by virtue of variational mode decomposition(VMD)and Hilbert transform(HT).The physical RFFs and I-Q data are formed into the balanced-RFFs,which are then used to train RFFsNet-SEI.As introducing model-aided RFFs into neural network,the hybrid-driven scheme including physical features and I-Q data is constructed.It improves physical interpretability of RFFsNet-SEI.Meanwhile,since RFFsNet-SEI identifies individual of emitters from received raw data in end-to-end,it accelerates SEI implementation and simplifies procedures of identification.Moreover,as the temporal features and spectral features of the received signal are both extracted by RFFsNet-SEI,identification accuracy is improved.Finally,we compare RFFsNet-SEI with the counterparts in terms of identification accuracy,computational complexity,and prediction speed.Experimental results illustrate that the proposed method outperforms the counterparts on the basis of simulation dataset and real dataset collected in the anechoic chamber.展开更多
基金The project supported by National Natural and Science Foundation of China(81341141)Yichang Qingqianliu Biotechnology Co.,Ltd.(SDHZ201602)Science and Technology Bureau of Yichang city(A15301-25)
文摘OBJECTIVE To explore the protective effects of total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja on STZ-stimulated INS-1 cells through regulating of autophagy and apoptosis.METHODS INS-1cells were cultured in media containing 3n M STZ and different doses of total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja.The proliferation of cells was examined by MTT assay,ROS content were detected by fluorescence enzyme label.The levels of superoxide dismutase(SOD),glutathione peroxidase(GSH-Px),hydrogen peroxidase(CAT),malondialdehyde(MDA)were also measured by colorimetry.The activities of caspase-3,9 were also observed by Caspase colorimetric assay kit in each group.The expressions of Bcl-2 m RNA and Bax m RNA were detected by Real time PCR,protein expression of LC3-Ⅱand PARP were detected by Western blotting.RESULTS Compared with the control group,total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja could promote the proliferation of INS-1 cells no matter with STZ or not when its concentration lower than 25μg·m L^(-1);but when its concentration higher than 100μg·m L^(-1)(use individually)or 50μg·m L^(-1)(combined use),total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja might significantly inhibite the growth of the cells whether STZ existed or not.Total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja(6.25,12.5,25μg·m L^(-1))might inhibit INS-1cell apoptosis,decrease intra-cellular ROS contents,improve the s upernatant liquid SOD,GSH-PX,CAT activities,decrease MDA level,promote INS-1 cell secreting insulin,decrease the protein expressions of autophagy protein LC3Ⅱand apoptosis regulating protein cleaved PARP protein,up-regulate the anti-apoptotic protein Bcl-2 m RNA expression,down-regulate the pro-apoptotic protein Bax m RNA expression and Bcl-2and Bax,reduce the activity of caspase-9 and caspase-3(P<0.05 or P<0.01).CONCLUSION Total triterpenoids extracts from Cyclocarya paliurus(Batal.)Iljinskaja has good protective effect on STZ-stimulated INS-1cells.It can inhibit STZ injured INS-1 cells to overproduce ROS production,enhance endogenous antioxidant enzymes(GSH-Px,SOD,CAT activities),reduce the expression of autophagy protein LC3Ⅱand apoptosisregulating protein cleaved PARP,up-reglute the antiapoptosis protein Bcl-2 expression,down-regulate the pro-apoptotic protein Bax expression,decrease the caspase-9 and caspase-3 activities,and improve the INS-1cell survival rate,and then play a protective effect on damaged INS-1 cells.
基金Supported by Program for Changjiang Scholars and Innovative Research Team in University (PCSIRT0848)
文摘The purpose of this study is to isolate the active fraction from the crude extract of Prinsepia utilis Royle and to determine its antibacterial activity against the standard and drug-resistant bacteria strains in vitro. The Prinsepia utilis Royle was extracted in three portions by using petroleum ether, ethanol and water by the continuation recirculate extraction. The antibacterial activity of the extracts were evaluated by the determination of Minimum Inhibitory Concentration （MIC） and Minimum Bactericidal Concentration （MBC） values. The results showed that the ethanol extract and aqueous extract of petroleum ether showed the weakest inhibition. MIC values of the aqueous Prinsepia utilis Royle were found that they had significant effects against bacteria, while ethanol extracts against three standard bacteria （S. aureus ATCC25923, E. coli 44102, Salmonella 50041） were 25, 25, 50 mg·mL^-1 and 50, 100, 100 mg·mL^-1, MIC values of three drug-resistant bacteria （S. aureus GL17, E. coli EYAC08-56, Salmonella STQD2G.） were 50, 50, 50 mg·mL^-1 and 100, 100, 200 mg·mL^-1, respectively. MBC values of two extracts against three standard strains were 25, 50, 100mg·mL^-1 and 50, 100, 200 mg·mL^-1, MBC values of three drug-resistant bacteria were 100, 100, 100mg·mL^-1 and 200, 200, 200 mg·mL^-1, respectively.
基金The project supported by Science and Technology External Cooperation Key Foundation of Jiangxi Province(20151BDH80020)
文摘OBJECTIVE To investigate the anit-inflammatory effect of extracts of Dendropanax dentiger(Harms)Merr and Lycopodiastrum casuarinoides(Spring)Holub on rheumatoid arthritis(RA)using adjuvant arthritis(AA)rat model and possible mechanisms.METHODS The AA rat model of RA was induced in adult SparagueDawley(SD)rats by injecting of the adjuvant at base oftail.One-week-old male SD rats were randomly divided into the following groups:normal saline group(blank control),D.dentiger decoction group(80g·kg-1·d-1),L.Casuarinoides decoction group(80 g·kg·d-1),the total of glucoside Tripterygium(GTT)group(positive control,2 mg·kg-1·d-1).They were administered orally for 6weeks.Histopathology of tissues arthritis rats was observed by H.E staining.The volume of paw swelling was measured and the arthritis inflammation index was calculated.The expressions of tumor necrosis factor-α(TNF-α)and interlukin-1β(IL-1β)were detected by the ELISA assay.In addition,previous study has reported that plant-derived mi RNAs play a role for cross kingdom regulatory potential.Thus,we also performed RNA-seq technique to identify bioactive mi RNAs via comparative transcriptome analysis between D.dentiger and L.Casuarinoides.RESULTS Comparing with AA model group,the volume of paw swelling and the arthritis index were increased significantly in the AA rat model group(P<0.01),suggesting that the AA model rats were prepared properly.Compared with the AA model group,the volume of paw swelling of D.dentiger decoction group,L.Casuarinoides decoction group was decreased by 25.2%and 10.3%,respectively,and the arthritis index was decreased by 27.2%and 18.3%,respectively.Compared with AA model group,TNF-αprotein expression of D.dentiger decoction group and L.Casuarinoides decoction groups were decreased by 16.3%and 14.7%,and IL-1βprotein expression was decreased by 23.6%,18.9%(P<0.05,P<0.01),respectively.Besides,we found that some plant-derived homologous mi RNAs(such as mi RNA192 and mi RNA30a)associated with cell apoptosis processing have been screened out via comparative transcriptome analysis.But the underlying mechanisms about two mi RNAs function needs much more investigate.CONCLUSION Results showed significant anti-inflammatory effect of aqueous extracts of D.dentiger and L.Cauarinoides and justifying their therapeutic role in inflammatory condition.Furthermore,anti-inflammatory effect of D.dentiger and L.Cauarinoides may be attribute to the herb-derived mi RNAs cross-kingdom regulation.
基金The project supported by King AbdulAziz City for Science&Technology(A-T-32)
文摘OBJECTIVE Ticks are economically important parasites all over the world.They are vectors of different animal and human infectious diseases.Tick control is globally based on chemical acaricides,but the developing tick resistance to most of the currently used synthetic acaricides encouraged to look for alternative ways to control ticks,especially natural products that are relatively environment friendly.METHODS An in vitro screening of the effects of some indigenous plants was carried out.Twenty-one plant species were extracted and tried to have effects on the most prevalent tick species;Hyalomma drommederi of camels.Fully engorged female ticks of the same weight,were immersed in the different extracts for 5,15,30 and 60min.RESULTS Treated ticks were revived and incubated with the control groups for daily observation of their activity and egg production.While some plant extracts have killing effects after 30-60 min exposure(Rhanterium epapposum,Achillea fragrantissima and Eragrostis poaeodes)others have stopped oviposition(Artemisia herba alba,Haloxylon salicornicum,Plantago coronopus,Moltkiopsis ciliate and Lasiurus hirsutus).Most of the extracts have reducing effect on the egg mass.Marked reduction of the egg masses associated with delayed oviposition was recorded on exposure to Lepidium sativum seeds extract.CONCLUSION The phytoconstituents were determined by a standard methods and further studies are on going to determine the bioactive components that may have the above mentioned acaricidal effects.
文摘Induction of tumor-specific cellular immune responseis very important in the cancer therapy. In this study,we used tumor antigen obtained by thaw of melanomacells to pulse M-CSF or/and IFN-γ gene-modificdmacrophages before in viro infusion. Tumor membraneantigens could be phagocytosed by macrophages inculture. Antigen processing and mcxlulation of thepresentation can be achieved before macrophageinjection. The tumor antigens will be processedintracellularly by macrophages and thereafter
基金The project supported by King AbdulAziz City for Science&Technology(A-T-32)
文摘OBJECTIVE The purpose of the present study was to evaluate the antidiarrheal effects and the phytochemical constituents of methanol extracts of some plants used traditionally in kingdom of Saudi Arabia using castor oil-induced diarrhea and gastrointestinal motility test using charcoal meal method were examined.METHODS The methanolic extracts were initially assayed for their effects in castor oil-induced diarrhea at different doses(250and 500mg·kg-1 followed by their evaluation on the peristaltic movements in charcoal meal test.RESULTS The results of the present study indicates that,administration of the following methanol plant extracts;Rhazya stricta,Heliotropium bacciferum,Tribulus longipetalus,Achillea fragrantissima,Artemisia herba alba,Haloxylon salicornicum,Plantago coronopus,Cyperus conglomerates,Hordeum distichon,Eragrostis poaeoides,Astragalus spinosus,Lepidium sativum seeds induced a higher percentages of inhibition of diarrhea.While,the administration of Rhanterium epapposum,Moltkiopsis ciliate,Lasiurus hirsutus,Deverra triradiata,Lycium shawii.Echinops spinosus,Echinops hussoni,and Prosopis farcta were the least efficacy.The antidiarrheal effects of these plants might be due to their high contents of flavonoids and tannins.CONCLUSION It could be concluded that,the remarkable antidiarrheal effects of these plants attest to their utility in a wide range of stats of diarrhea.
基金Project(20576142) supposed by the National Natural Science Foundation of China Project(2009DFA31270) supported by the International Cooperation Project of Ministry of Science and Technology of China
文摘A reliable ultrasound-assisted extraction （UAE） method combined with HPLC-UV for quantification of eight active alkaloids in fruits of Macleaya cordata （Willd） R. Br. was developed. The optimization conditions of UAE were obtained by using Box-Behnken design of response surface methodology. Chromatography was carried out using a Kromasil C18 column by gradient elution with 0.1% phosphoric acid aqueous solution for HPLC-UV. All calibration curves showed good linear correlation coefficients （R^2〉0.999 6） and recoveries （from 97.3% to 104.9%） were acceptable. 1,1-diphenyl-2-picrylhydrazyl （DPPH） method was employed to test the antioxidant activity of the extract from the samples. The proposed method was successfully applied to quantifying eight components in nine samples of M.cordata, and significant variations of alkaloid contents and antioxidant aetivity of the samples from different habitats were demonstrated. It presents a powerful proof for the selection of the best sources to extract eight kinds of alkaloids.
文摘Some factors that affect the free radical-scavenging activety of two tea extracts were studied in vitro. It was found that concentration of tea extract or heating tea extract or treating with activated carbon and diatomite all had obvious effect on the scavenging activety of green tea extract ,but heating or treating with diaomite had less effect on the scavenging activity of black tea extract. Ascorbic acid, for having synergic effect with tea extracts, could enhance the scavenging activity of tea extracts markedly, and the contrary was cupric ion. Reducing sugars such as fructose and glucose also had some syncrgic effect to tea extracts.
基金Supported by Study of Biological,Ecological Environment Security of Herbicide-resistant Genetically Modified Soybeans (LBH-Q05034)Youth Science Foundation of Heilongjiang Province of China (QC2010123)
文摘Bioassay method was used to study the biological activity of different polar solvent extracts of False ragweed seed. Specially, water extracts of False ragweed has an effect on plant germination and root length. The study found that False ragweed seed extracts had different degrees of inhibition on many plant seed germinations, and inhibited the germination of cucumber seeds best, the maximum inhibition rate was 79.5%, for cabbage, sorghum and maize seed germination inhibition rate was more than 30%. False ragweed seed extracts also had strong inhibition on cucumber and many other plant root length, and inhibited the root length of cucumber best followed by red beans. The result showed that False ragweed seed extracts contained some materials that could inhibit germination and growth of some plants.
基金Supported by the National Natural Science Foundation of China(31472241)the Application Technology Research and Development Projects in Heilongjiang Province of China(PC13S03)
文摘The aim of the study was to investigate the hepatoprotective effects of Folium syringae(FS) extracts against ethanolinduced acute liver injury. Mice and primary hepatocytes were pretreated with FS extracts at different dosages before ethanol administration. Transaminases, glutathione S-transferase A1 level and hepatic biochemical indices(malondialdehyde, superoxide dismutase, glutathione and glutathione peroxidase) were determined. Pretreatment with FS extracts significantly inhibited the damage caused by ethanol and the hepatoprotective effects of FS were almost similar to Silymarin that was used to treat alcoholic liver injury. GSTA1 contents in all the FS extract-treated groups were significantly different from those in the ethanol-induced acute liver injury model group(p<0.01), and similar trends were observed in transaminases and hepatic indices level both in vitro and in vivo. The results showed that FS extracts had hepatoprotective effects against ethanol-induced injury. Those effects might be related to the enhancement of antioxidant capacity of liver cells, and FS extracts could reduce the release of liver GSTA1, which contributed to improve liver detoxification.
文摘采用顶空固相微萃取(headspace solid-phase microextraction,HS-SPME)和液液萃取(liquid-liquid extraction,LLE)结合全二维气相色谱飞行时间质谱(comprehensive two-dimensional gas chromatography time of flight mass spectrometry,GC×GC-TOF-MS)以及香气活度值(odour active value,OAV),对红星二锅头白酒的挥发性成分进行全面解析。研究发现,HS-SPME、LLE分别定性出928、802种挥发性化合物,共计定性出1304种挥发性化合物,共同定性出426种挥发性化合物。基于HS-SPME数据,通过香气数据库筛选出具有香气特征的382种香气化合物,其中酯类相对百分含量占比最高,其次是醇类、酸类和醛类。计算得到了49种香气化合物OAV>1,其中酯类(辛酸乙酯、异戊酸乙酯等)和萜烯类(β-大马酮)对白酒风味的贡献最大,醛类(异戊醛、己醛等)和含硫类(二甲基三硫)其次,醇类(1-辛烯-3-醇)和含氮类(2,3,5-三甲基吡嗪)也有一定风味贡献。该研究丰富了红星二锅头白酒的风味研究,也为下一步生产研究及调控提供了理论和数据支撑。
文摘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.
文摘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.
基金the Experimental Technology Research Project of Zhejiang University(SYB202138)National Natural Science Foundation of China(32000195).
文摘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.
基金Project(2019yff0216502)supported by the National Key Research&Development Plan of Ministry of Science and Technology of ChinaProject(2021SK1020-4)supported by the Major Science and Technological Innovation Project of Hunan Province,China。
文摘Removing copper from nickel electrolysis anode solution has been a major keypoint in the nickel metallurgy industry.In this study,we proposed a novel process flow to promote removing copper from nickel electrolysis anode solution.A simulated nickel anode solution was designed,and static and dynamic adsorption experiments were conducted to determine the best of solution pH,adsorption time and temperature,resin dosage and particle size,and stirring speed.The optimal conditions were explored for copper removal from nickel electrolysis anode solution.Based on the optimal experimental conditions and the relevant experimental data,a novel process for copper removal from nickel electrolysis anodes was designed and verified.This novel process of copper removal from nickel electrolysis anodes was confirmed with nickel anolyte solution with nickel 50−60 g/L and copper 0.5 g/L.After finishing the novel process of copper removal,the nickel in the purified nickel anolyte became undetectable and copper concentration was 3 mg/L,the novel process of resin adsorption to remove copper from nickel anode solution through static and dynamic adsorptions has an efficacious copper removal.It is a beneficial supplement to traditional methods.
基金Supported by the Scientific and Technological Research Project Foundation of Henan Provincial Scientific and Technological Department(242102310530,242102310119,252102310498)the Zhumadian Science and Technology Innovation Youth Special Project(QNZX202413)+1 种基金the Henan Provincial Medical Science and Technology Tackling Program(LHGJ20241009,LHGJ20241006)the Key Scientific Research Project of Higher Education Institutions in Henan Province(25B180015,25B230006)。
文摘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.
基金supported by the National Social Science Foundation Major Project(22&ZD135)the National Social Science Fund National Emergency Management System Construction Research Project(20VYJ061).
文摘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.
基金Project(MMCS2023OF02)supported by the Open Foundation of State Key Laboratory of Featured Metal Materials and Life-cycle Safety for Composite Structures,ChinaProject(AA23073018)supported by the Guangxi Science and Technology,ChinaProject(2024M751861)supported by the China Postdoctoral Science Foundation。
文摘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.
文摘[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.
基金supported by the National Natural Science Foundation of China(62061003)Sichuan Science and Technology Program(2021YFG0192)the Research Foundation of the Civil Aviation Flight University of China(ZJ2020-04,J2020-033)。
文摘Existing specific emitter identification(SEI)methods based on hand-crafted features have drawbacks of losing feature information and involving multiple processing stages,which reduce the identification accuracy of emitters and complicate the procedures of identification.In this paper,we propose a deep SEI approach via multidimensional feature extraction for radio frequency fingerprints(RFFs),namely,RFFsNet-SEI.Particularly,we extract multidimensional physical RFFs from the received signal by virtue of variational mode decomposition(VMD)and Hilbert transform(HT).The physical RFFs and I-Q data are formed into the balanced-RFFs,which are then used to train RFFsNet-SEI.As introducing model-aided RFFs into neural network,the hybrid-driven scheme including physical features and I-Q data is constructed.It improves physical interpretability of RFFsNet-SEI.Meanwhile,since RFFsNet-SEI identifies individual of emitters from received raw data in end-to-end,it accelerates SEI implementation and simplifies procedures of identification.Moreover,as the temporal features and spectral features of the received signal are both extracted by RFFsNet-SEI,identification accuracy is improved.Finally,we compare RFFsNet-SEI with the counterparts in terms of identification accuracy,computational complexity,and prediction speed.Experimental results illustrate that the proposed method outperforms the counterparts on the basis of simulation dataset and real dataset collected in the anechoic chamber.
