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Class-incremental open-set radio-frequency fingerprints identification based on prototypes extraction and self-attention transformation
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作者 XIE Cunxiang ZHONG Zhaogen ZHANG Limin 《Journal of Systems Engineering and Electronics》 2026年第1期112-126,共15页
In wireless sensor networks,ensuring communication security via specific emitter identification(SEI)is crucial.However,existing SEI methods are limited to closed-set scenarios and lack the ability to detect unknown de... In wireless sensor networks,ensuring communication security via specific emitter identification(SEI)is crucial.However,existing SEI methods are limited to closed-set scenarios and lack the ability to detect unknown devices and perform classincremental training.This study proposes a class-incremental open-set SEI approach.The open-set SEI model calculates radiofrequency fingerprints(RFFs)prototypes for known signals and employs a self-attention mechanism to enhance their discriminability.Detection thresholds are set through Gaussian fitting for each class.For class-incremental learning,the algorithm freezes the parameters of the previously trained model to initialize the new model.It designs specific losses:the RFFs extraction distribution difference loss and the prototype transformation distribution difference loss,which force the new model to retain old knowledge while learning new knowledge.The training loss enables learning of new class RFFs.Experimental results demonstrate that the open-set SEI model achieves state-of-theart performance and strong noise robustness.Moreover,the class-incremental learning algorithm effectively enables the model to retain old device RFFs knowledge,acquire new device RFFs knowledge,and detect unknown devices simultaneously. 展开更多
关键词 wireless sensor network specific emitter identification open-set identification class-incremental learning
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Specific emitter identification based on frequency and amplitude of the signal kurtosis 被引量:1
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作者 ZHAO Yurui WANG Xiang +1 位作者 SUN Liting HUANG Zhitao 《Journal of Systems Engineering and Electronics》 2025年第2期333-343,共11页
Extensive experiments suggest that kurtosis-based fingerprint features are effective for specific emitter identification (SEI). Nevertheless, the lack of mechanistic explanation restricts the use of fingerprint featur... Extensive experiments suggest that kurtosis-based fingerprint features are effective for specific emitter identification (SEI). Nevertheless, the lack of mechanistic explanation restricts the use of fingerprint features to a data-driven technique and fur-ther reduces the adaptability of the technique to other datasets. To address this issue, the mechanism how the phase noise of high-frequency oscillators and the nonlinearity of power ampli-fiers affect the kurtosis of communication signals is investigated. Mathematical models are derived for intentional modulation (IM) and unintentional modulation (UIM). Analysis indicates that the phase noise of high-frequency oscillators and the nonlinearity of power amplifiers affect the kurtosis frequency and amplitude, respectively. A novel SEI method based on frequency and ampli-tude of the signal kurtosis (FA-SK) is further proposed. Simula-tion and real-world experiments validate theoretical analysis and also confirm the efficiency and effectiveness of the proposed method. 展开更多
关键词 communication emitter fingerprint feature KURTOSIS unintentional modulation(UIM) specific emitter identification(SEI).
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Identification of Pathogen,Evaluation of Rice Resistance and Studies on Chemical Control of Rice Panicle Blight in Heilongjiang Province
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作者 Zhang Junhua Liu Xinyang +3 位作者 Wang Meng Ren Rui Zhao Xuanjie Guo Peng 《Journal of Northeast Agricultural University(English Edition)》 2025年第4期1-14,共14页
This study aimed to clarify the pathogen composition,biological characteristics,infection patterns,and effective control agents for panicle blight of rice in Heilongjiang Province.Diseased panicles were collected from... This study aimed to clarify the pathogen composition,biological characteristics,infection patterns,and effective control agents for panicle blight of rice in Heilongjiang Province.Diseased panicles were collected from different rice-growing areas in Heilongjiang Province and subjected to tissue isolation,pathogenicity tests,morphological observation,and molecular identification.The primary pathogens identified were Fusarium graminearum,Alternaria alternata and Nigrospora oryzae.The biological characteristics of these three pathogens were systematically investigated.Pathogenicity assays revealed that F.graminearum exhibited the strongest pathogenicity,followed by A.alternata,while N.oryzae was the weakest.In vitro toxicity tests screened highly effective fungicides:75%trifloxystrobin-tebuconazole showed the best inhibitory effect against F.graminearum(EC50=0.0140μg·mL^(-1));30%tebuconazole-azoxystrobin was the most effective against A.alternata(EC50=0.0060μg·mL^(-1))and N.oryzae(EC50=0.0310μg·mL^(-1)). 展开更多
关键词 panicle blight of rice pathogen identification biological characteristics resistant source screening chemical control
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Mechanical response identification of local interconnections in board- level packaging structures under projectile penetration using Bayesian regularization
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作者 Xu Long Yuntao Hu Irfan Ali 《Defence Technology(防务技术)》 2025年第7期79-95,共17页
Modern warfare demands weapons capable of penetrating substantial structures,which presents sig-nificant challenges to the reliability of the electronic devices that are crucial to the weapon's perfor-mance.Due to... Modern warfare demands weapons capable of penetrating substantial structures,which presents sig-nificant challenges to the reliability of the electronic devices that are crucial to the weapon's perfor-mance.Due to miniaturization of electronic components,it is challenging to directly measure or numerically predict the mechanical response of small-sized critical interconnections in board-level packaging structures to ensure the mechanical reliability of electronic devices in projectiles under harsh working conditions.To address this issue,an indirect measurement method using the Bayesian regularization-based load identification was proposed in this study based on finite element(FE)pre-dictions to estimate the load applied on critical interconnections of board-level packaging structures during the process of projectile penetration.For predicting the high-strain-rate penetration process,an FE model was established with elasto-plastic constitutive models of the representative packaging ma-terials(that is,solder material and epoxy molding compound)in which material constitutive parameters were calibrated against the experimental results by using the split-Hopkinson pressure bar.As the impact-induced dynamic bending of the printed circuit board resulted in an alternating tensile-compressive loading on the solder joints during penetration,the corner solder joints in the edge re-gions experience the highest S11 and strain,making them more prone to failure.Based on FE predictions at different structural scales,an improved Bayesian method based on augmented Tikhonov regulariza-tion was theoretically proposed to address the issues of ill-posed matrix inversion and noise sensitivity in the load identification at the critical solder joints.By incorporating a wavelet thresholding technique,the method resolves the problem of poor load identification accuracy at high noise levels.The proposed method achieves satisfactorily small relative errors and high correlation coefficients in identifying the mechanical response of local interconnections in board-level packaging structures,while significantly balancing the smoothness of response curves with the accuracy of peak identification.At medium and low noise levels,the relative error is less than 6%,while it is less than 10%at high noise levels.The proposed method provides an effective indirect approach for the boundary conditions of localized solder joints during the projectile penetration process,and its philosophy can be readily extended to other scenarios of multiscale analysis for highly nonlinear materials and structures under extreme loading conditions. 展开更多
关键词 Board-level packaging structure High strain-rate constitutive model Load identification Bayesian regularization Wavelet thresholding method
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基于Seed Identification软件的棉籽机器视觉快速精选 被引量:22
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作者 彭江南 谢宗铭 +3 位作者 杨丽明 孙宝启 王建华 孙群 《农业工程学报》 EI CAS CSCD 北大核心 2013年第23期147-152,共6页
为了研究Seed Identification软件在棉花种子加工工艺和精选参数选择上应用的可行性,以鲁棉28酸脱绒棉籽为材料,通过扫描仪获取400粒棉籽的PNG图像,利用Seed Identification软件快速提取图像中棉籽的RGB、Lab、HSB、灰度、长度、宽度和... 为了研究Seed Identification软件在棉花种子加工工艺和精选参数选择上应用的可行性,以鲁棉28酸脱绒棉籽为材料,通过扫描仪获取400粒棉籽的PNG图像,利用Seed Identification软件快速提取图像中棉籽的RGB、Lab、HSB、灰度、长度、宽度和投影面积等物理指标,通过卷纸发芽获得每颗幼苗鲜质量作为种子的活力指标,种子物理指标与种子活力的相关性分析表明:幼苗鲜质量与R、S、B(HSB)、b、宽度、长度、投影面积的相关系数均达到0.05显著水平。按R<90、S≤18、B(HSB)≤36、b≤4、宽度>4 mm、长度>7.2 mm、投影面积≥25 mm2对种子进行精选,发芽率可由原来的89%分别提高到96.1%、95.1%、95.1%、95.3%、93.1%、93.5%、94.4%,获选率分别为96.6%、99.2%、98.9%、97.8%、98.6%、97%、94.7%。验证试验将种子按以上指标精选后,发芽率分别为95.1%、95.1%、94.8%、94.8%、94.4%、94.4%、94.8%。该研究为基于机器视觉技术对脱绒棉种实施快速、有效精选提供了理论依据。 展开更多
关键词 种子 分选 棉花 种子物理指标 种子活力 SEED identification软件
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Application of Radio Frequency Identification (RFID) in Dairy Information Management 被引量:3
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作者 Wu Hong-da 《Journal of Northeast Agricultural University(English Edition)》 CAS 2012年第1期78-81,共4页
As a kind of brand-new technology, radio frequency identification management, data control and acquisition. This paper introduced food safety system construction, analyzed the advantages and problems in dairy modem su... As a kind of brand-new technology, radio frequency identification management, data control and acquisition. This paper introduced food safety system construction, analyzed the advantages and problems in dairy modem suggestions for solution according to the practical situation. (RFID) plays an important role in dairy information tracing and culture function extension of managing breeding technology, and finally put forward some 展开更多
关键词 radio frequency identification (RFID) electronic identification tag CONTROL TRACING
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Identification of Powdery Mildew Pathogen and Ribosomal DNA-ITS Sequence Analysis on Melon 被引量:2
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作者 Wang Xue-zheng Xu Bing-yin +3 位作者 Wang Ping Luan Fei-shi Ma Hong-yan Ma Ying-yuan 《Journal of Northeast Agricultural University(English Edition)》 CAS 2013年第4期10-18,F0003,共10页
Identification of powdery mildew pathogens on melon(Cucumis melo) is important for melon breeding and diseaseresistant germplasm selection. In this study, a powdery mildew pathogen that infected melon plants in Heil... Identification of powdery mildew pathogens on melon(Cucumis melo) is important for melon breeding and diseaseresistant germplasm selection. In this study, a powdery mildew pathogen that infected melon plants in Heilongjiang Province, China, was investigated in terms of host identification, morphological characteristics and phylogenetic relationships. The morphological characteristics of the pathogen were observed at five phases in the life cycle: germinating conidia, primary germ tube, hyphae, conidiophores, and colonization. The conidia were elliptical, colorless, catenulate, and the average length was 29.07 μm and average width was 17.82 μm. One ascus and eight ascospores were produced. DNA was extracted from 0.01 g conidiophores from a strain of powdery mildew pathogen that infected melon. ITS ribosomal DNA region(524 bp) was amplified with the universal ITS1 and ITS4 primers. The nucleotide sequence showed 100% similarity with ITS sequences for three Podosphaera fusca strains obtained from the GenBank database. The identity of the pathogen was confirmed as Sphaerotheca fuliginea. International standard differential hosts were used to identify S. fuliginea strain as 2F race. These results supported the notion that Podosphaera fusca was a synonym of S. fuliginea. 展开更多
关键词 PATHOGEN Sphaerotheca fuliginear DNA-ITS morphological identification host identification
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Advances in Logging Identification of Lithology and Fracture in Metamorphic Reservoir 被引量:1
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作者 Lu Shikuo Li Dongdong 《特种油气藏》 CAS CSCD 北大核心 2016年第4期I0001-I0008,共8页
Based on the specialty of major rock-forning minerals and elementary composition of metamorphite,the detailed and systematical review,analysis and summary are completed for a series of lithology and reservoir fracture... Based on the specialty of major rock-forning minerals and elementary composition of metamorphite,the detailed and systematical review,analysis and summary are completed for a series of lithology and reservoir fracture identification teehnologies with logging that are recent years.Research shows that nuclear logging series in conventional logging are more favorable to identify the metanorphie lithology.ECS(elemental capturespectrosoopy)and other new logging lechnologies can be applied to identify metamorphic lithology.Due to theolex and di-verse metamorphic lithologies,the correspending reservoir identification standard should be established for metamorphic reservoir identificat lithology identification,The applicable conventional logging methods for metamorphic reservoir fracture identification mainly incldle dual lat ging,scoustic logging,dual lateral logging-microspherical focus,borehole diameter logging,natural gamma ray spectrology baging,etc.In additie acoustic-resistivity imaging logging,multipolar array acoustic logging,cross dipole acoustic logging and other new logging tec nologies with unique ad-vantages are increasingly applied for metamorphic reservoir fractureidentification.Currently,there are no gener appli sandards for logging i-dentification of metamorphic lithology and reservoir fracture.The specific metamorphic reservoir development a field actual data in specific ar-eas should be considered to study the logging identification and evaluation. 展开更多
关键词 metamorphite lithology identification frcture identification LOGGING advance eloped in addition aued on
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Simple identification approach for trace heteroatom-containing compounds in petroleum fraction by Automated Mass Spectral Deconvolution and Identification System
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作者 Nagy E.MOUSTAFA Kout EI-Kloub Fars MAHMOUD 《色谱》 CAS CSCD 北大核心 2016年第9期925-932,共8页
Here we present a simple yet effective gas chromatography-mass spectrometry(GC-MS)identification approach for the detection of heteroatom-containing compounds(HACCs)in petroleum fractions.The MS/AMDIS(Automated Mass S... Here we present a simple yet effective gas chromatography-mass spectrometry(GC-MS)identification approach for the detection of heteroatom-containing compounds(HACCs)in petroleum fractions.The MS/AMDIS(Automated Mass Spectral Deconvolution and Identification System)program was used to identify parts per million(ppm)HACC concentrations in petroleum fractions in place of traditional techniques(extraction and standard injection).Polycyclic aromatic sulfur heterocycles(S-PAHs)were used as model compounds to confirm the validity of the AMDIS identifiers,which were compared with extracted results using the off-line X-calibur software.AMDIS was able to identify ppm concentrations of S-PAHs in oil condensate.There was good agreement between experimental and AMDIS identification results for S-PAHs in oil condensate.AMDIS was also used to detect nitrogen-containing compounds(NCCs)and alkylphenols in oil condensate.Our results confirmed the presence of 2-methylbenzothiazole,carbazole,and 2,4-ditertbutyl phenol.In a crude oil sample,AMDIS identification of m/z=191 biomarkers wa s consistent with empirical results.Therefore,AMDIS can help to reduce the number of experimental steps in identification protocols. 展开更多
关键词 Automated Mass Spectral Deconvolution and identification System(AMDIS) heteroatom-containing compounds PETROLEUM identification
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Identification of an HLA-A~* 0201-restricted CD8^+ T-cell epitope SSp-1 of SARS-CoV spike protein 被引量:21
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作者 WangB ChenH JiangX ZhangM WanT LiN ZhouX WuY YangF YuY WangX YangR CaoX 《第二军医大学学报》 CAS CSCD 北大核心 2004年第9期969-969,共1页
A novel coronavirus, severe acute respiratory syndrome (SA RS)-associated coronavirus (SARS-CoV), has been identified as the causal agent of SARS. Spike (S) protein is a major structural glycoprotein of the SARS virus... A novel coronavirus, severe acute respiratory syndrome (SA RS)-associated coronavirus (SARS-CoV), has been identified as the causal agent of SARS. Spike (S) protein is a major structural glycoprotein of the SARS virus and a potential target for SARS-specific cell-mediated immune responses. A pa nel of S protein-derived peptides was tested for their binding affinity to HLA -A *0201 molecules. Peptides with high affinity for HLA-A *0201 were then as se ssed for their capacity to elicit specific immune responses mediated by cytotoxi c T lymphocytes (CTLs) both in vivo, in HLA-A2.1/K b transgenic mice, a nd in vitro, from peripheral blood lymphocytes (PBLs) harvested from healthy HLA-A 2.1 + donors. SARS-CoV protein-derived peptide-1 (SSp-1 RLNEVAKNL), induced pepti de-specific CTLs both in vivo (transgenic mice) and in vitro (human PBL s), which specifically released interferon-gamma (IFN-gamma) upon stimulation with SSp-1-pulsed autologous dendritic cells (DCs) or T2 cells. SSp-1-specif ic CTLs also lysed major histocompatibility complex (MHC)-matched tumor cell lines engineered to express S proteins. HLA-A *0201-SSp-1 tetramer staining re vealed the presence of significant populations of SSp-1-specific CTLs in SSp- 1-induced CD8 + T cells. We propose that the newly identified epitope SSp-1 w ill help in the characterization of virus control mechanisms and immunopathology in SARS-CoV infection, and may be relevant to the development of immunotherape utic approaches for SARS. 展开更多
关键词 SARS-CoV spike protein T-cell epitope SSp-1 of identification of an HLA-A restricted CD8 HLA cell CD
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Identification on rock and soil parameters for vibration drilling rock in metal mine based on fuzzy least square support vector machine 被引量:11
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作者 左红艳 罗周全 +1 位作者 管佳林 王益伟 《Journal of Central South University》 SCIE EI CAS 2014年第3期1085-1090,共6页
A single freedom degree model of drilling bit-rock was established according to the vibration mechanism and its dynamic characteristics. Moreover, a novel identification method of rock and soil parameters for vibratio... A single freedom degree model of drilling bit-rock was established according to the vibration mechanism and its dynamic characteristics. Moreover, a novel identification method of rock and soil parameters for vibration drilling based on the fuzzy least squares(FLS)-support vector machine(SVM) was developed, in which the fuzzy membership function was set by using linear distance, and its parameters, such as penalty factor and kernel parameter, were optimized by using adaptive genetic algorithm. And FLS-SVM identification on rock and soil parameters for vibration drilling was made by changing the input/output data from single freedom degree model of drilling bit-rock. The results of identification simulation and resonance column experiment show that relative error of natural frequency for some hard sand from identification simulation and resonance column experiment is 1.1% and the identification precision based on the fuzzy least squares-support vector machine is high. 展开更多
关键词 rock and soil fuzzy theory vibration excavation least squares-support vector machine identification
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Dynamic modeling and parameter identification of a gun saddle ring 被引量:5
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作者 Tong Lin Lin-fang Qian +2 位作者 Qiang Yin Shi-yu Chen Tai-su Liu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2020年第2期325-333,共9页
In this study,a theoretical nonlinear dynamic model was established for a saddle ring based on a dynamic force analysis of the launching process and the structure according to contact-impact theory.The ADAMS software ... In this study,a theoretical nonlinear dynamic model was established for a saddle ring based on a dynamic force analysis of the launching process and the structure according to contact-impact theory.The ADAMS software was used to build a parameterized dynamic model of the saddle ring.A parameter identification method for the ring was proposed based on the particle swarm optimization algorithm.A loading test was designed and performed several times at different elevation angles.The response histories of the saddle ring with different loads were then obtained.The parameters of the saddle ring dynamic model were identified from statistics generated at a 500 elevation angle to verify the feasibility and accuracy of the proposed method.The actual loading history of the ring at a 70°elevation angle was taken as the model input.The response histories of the ring under these working conditions were obtained through a simulation.The simulation results agreed with the actual response.Thus,the effectiveness and applicability of the proposed dynamic model were verified,and it provides an effective method for modeling saddle rings. 展开更多
关键词 GUN SADDLE RING DYNAMIC response PARAMETER identification Particle SWARM optimization
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An adaptive stable observer for on board auxiliary inverters with online current identification strategy 被引量:4
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作者 LI Wei LIU You-mei +1 位作者 CHEN Te-fang DENG Jiang-ming 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第4期819-828,共10页
An adaptive stable observer with output current online identification strategy for the auxiliary inverters applied in advanced electric trains, such as high speed railway, urban rail, subway and maglev trains, is prop... An adaptive stable observer with output current online identification strategy for the auxiliary inverters applied in advanced electric trains, such as high speed railway, urban rail, subway and maglev trains, is proposed. The designed observer is used to estimate the state variables, i.e. controllable duty ratio and current components in d-q-o rotary reference frame. The convergence of the observer estimation error is analyzed with consideration of uncertain level variation of input voltage at direct current(DC) side and sufficient conditions are given to prove its practical stability. Experimental results are shown to confirm the effectiveness of the proposed observer. 展开更多
关键词 AUXILIARY INVERTER ADAPTIVE OBSERVER online identification LYAPUNOV function parameter variation
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Ellipsoidal bounding set-membership identification approach for robust fault diagnosis with application to mobile robots 被引量:7
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作者 Bo Zhou Kun Qian +1 位作者 Xudong Ma Xianzhong Dai 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2017年第5期986-995,共10页
A robust fault diagnosis approach is developed by incorporating a set-membership identification (SMI) method. A class of systems with linear models in the form of fault related parameters is investigated, with model u... A robust fault diagnosis approach is developed by incorporating a set-membership identification (SMI) method. A class of systems with linear models in the form of fault related parameters is investigated, with model uncertainties and parameter variations taken into account explicitly and treated as bounded errors. An ellipsoid bounding set-membership identification algorithm is proposed to propagate bounded uncertainties rigorously and the guaranteed feasible set of faults parameters enveloping true parameter values is given. Faults arised from abrupt parameter variations can be detected and isolated on-line by consistency check between predicted and observed parameter sets obtained in the identification procedure. The proposed approach provides the improved robustness with its ability to distinguish real faults from model uncertainties, which comes with the inherent guaranteed robustness of the set-membership framework. Efforts are also made in this work to balance between conservativeness and computation complexity of the overall algorithm. Simulation results for the mobile robot with several slipping faults scenarios demonstrate the correctness of the proposed approach for faults detection and isolation (FDI). 展开更多
关键词 set-membership identification fault diagnosis fault detection and isolation (FDI) bounded error mobile robot
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Characterizations and identification of the candidate gene of rice thermo-sensitive genic male sterile gene tms5 by mapping 被引量:32
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作者 YANG Qing-kai LIANG Chun-yang +4 位作者 LI Jun JIN De-min AHUANG Wen DENG Qi-yun WANG Bin 《湖南农业大学学报(自然科学版)》 CAS CSCD 北大核心 2007年第S1期204-204,共1页
Previous study indicated that the thermo-sensitive genic malesterile(TGMS)gene in rice was regulated by temperature.TGMS rice plays an important role in hybrid rice production,because the application of the TGMS syste... Previous study indicated that the thermo-sensitive genic malesterile(TGMS)gene in rice was regulated by temperature.TGMS rice plays an important role in hybrid rice production,because the application of the TGMS system in two-line breeding is laborsaving,timesaving,simple,inexpensive,efficient,and eliminating the limitations of the cytoplasmic male sterility(CMS)system.'AnnongS'is the first discovered and deeply studied TGMS rice lines in China.'AnnongS-1'and'Y58S',two derivatives of TGMS line AnnongS,were both controlled by a single recessive gene named tms5,which was genetically mapped on chromosome 2.In this study,three populations('AnnongS-1'×'Nanjing11','Y58S'×'Q611',and'Y58S'×'Guanghui122')were developed and used for the molecular fine mapping of the tms5 gene.By analyzing recombination events in the sterile individuals using a total of 125 probes covering the tms5 region,the tms5 gene was physically mapped to a 19-kb DNA fragment between two markers 4039-1 and 4039-2,which were located on the BAC clone AP004039.After the construction of the physical map between two markers 4039-1 and 4039-2,a member(ONAC023)of the NAC(NAM-ATAF-CUC-related)gene family was identified as the candidate gene of the tms5 gene. 展开更多
关键词 gene Characterizations and identification of the candidate gene of rice thermo-sensitive genic male sterile gene tms5 by mapping
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A novel internet traffic identification approach using wavelet packet decomposition and neural network 被引量:7
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作者 谭骏 陈兴蜀 +1 位作者 杜敏 朱锴 《Journal of Central South University》 SCIE EI CAS 2012年第8期2218-2230,共13页
Internet traffic classification plays an important role in network management, and many approaches have been proposed to classify different kinds of internet traffics. A novel approach was proposed to classify network... Internet traffic classification plays an important role in network management, and many approaches have been proposed to classify different kinds of internet traffics. A novel approach was proposed to classify network applications by optimized back-propagation (BP) neural network. Particle swarm optimization (PSO) algorithm was used to optimize the BP neural network. And in order to increase the identification performance, wavelet packet decomposition (WPD) was used to extract several hidden features from the time-frequency information of network traffic. The experimental results show that the average classification accuracy of various network applications can reach 97%. Moreover, this approach optimized by BP neural network takes 50% of the training time compared with the traditional neural network. 展开更多
关键词 neural network particle swarm optimization statistical characteristic traffic identification wavelet packet decomposition
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Dynamic friction modelling and parameter identification for electromagnetic valve actuator 被引量:6
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作者 SHAO Da XU Si-chuan DU Ai-min 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第12期3004-3020,共17页
A new modified LuGre friction model is presented for electromagnetic valve actuator system.The modification to the traditional LuGre friction model is made by adding an acceleration-dependent part and a nonlinear cont... A new modified LuGre friction model is presented for electromagnetic valve actuator system.The modification to the traditional LuGre friction model is made by adding an acceleration-dependent part and a nonlinear continuous switch function.The proposed new friction model solves the implementation problems with the traditional LuGre model at high speeds.An improved artificial fish swarm algorithm(IAFSA)method which combines the chaotic search and Gauss mutation operator into traditional artificial fish swarm algorithm is used to identify the parameters in the proposed modified LuGre friction model.The steady state response experiments and dynamic friction experiments are implemented to validate the effectiveness of IAFSA algorithm.The comparisons between the measured dynamic friction forces and the ones simulated with the established mathematic friction model at different frequencies and magnitudes demonstrate that the proposed modified LuGre friction model can give accurate simulation about the dynamic friction characteristics existing in the electromagnetic valve actuator system.The presented modelling and parameter identification methods are applicable for many other high-speed mechanical systems with friction. 展开更多
关键词 LuGre friction model artificial fish swarm algorithm Gauss mutation chaotic search parameter identification electromagnetic valve actuator
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Error model identification of inertial navigation platform based on errors-in-variables model 被引量:6
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作者 Liu Ming Liu Yu Su Baoku 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2009年第2期388-393,共6页
Because the real input acceleration cannot be obtained during the error model identification of inertial navigation platform, both the input and output data contain noises. In this case, the conventional regression mo... Because the real input acceleration cannot be obtained during the error model identification of inertial navigation platform, both the input and output data contain noises. In this case, the conventional regression model and the least squares (LS) method will result in bias. Based on the models of inertial navigation platform error and observation error, the errors-in-variables (EV) model and the total least squares (TLS) method axe proposed to identify the error model of the inertial navigation platform. The estimation precision is improved and the result is better than the conventional regression model based LS method. The simulation results illustrate the effectiveness of the proposed method. 展开更多
关键词 errors-in-variables model total least squares method inertial navigation platform error model identification
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A new reaction system to determine nonlinear chemical fingerprint and its use in Panax ginseng identification method based on double reaction system 被引量:5
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作者 TAN Xue-ying DENG Fei-yue +2 位作者 ZHANG Tai-ming HUANG Jian CHEN Chun-nan 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第8期1895-1903,共9页
A new reaction system to determine nonlinear chemical fingerprint(NCF)and its use in identification method based on double reaction system was researched.Panax ginsengs,such as ginseng,American ginseng and notoginseng... A new reaction system to determine nonlinear chemical fingerprint(NCF)and its use in identification method based on double reaction system was researched.Panax ginsengs,such as ginseng,American ginseng and notoginseng were identified by the method.The NCFs of the three samples of Panax ginsengs were determined through two nonlinear chemical systems,namely system 1 consisting of sample components,H2SO4,MnSO4,NaBrO3,acetone and the new system,system 2 consisting of sample components,H2SO4,(NH4)4Ce(SO4)2,NaBrO3 and citric acid.The comparison between the results determined through systems 1 and 2 shows that the speed to determine NCF through system 2 is much faster than that through system 1;for systems 1 and 2,the system similarities of the same kind of samples are≥98.09%and 99.78%,respectively,while those of different kinds of samples are≤63.04%and 86.34%,respectively.The results to identify the kinds of some samples by system similarity pattern show that both the accuracies of identification methods based on single system 1 and 2 are≥95.6%,and the average values are 97.1%and 96.3%,respectively;the accuracy of the method based on double system is≥97.8%,and the average accuracy is 99.3%.The accuracy of the method based on double system is higher than that based on any single system. 展开更多
关键词 nonlinear chemical fingerprint double reaction system single reaction system authenticity identification Panax ginsengs
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Identification of Cold Tolerance of Rice Germplasm Resource at Germinating Stage in Cold Region 被引量:6
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作者 LIU Hualong SUN Shiche +1 位作者 WANG Jingguo ZOU Detang 《Journal of Northeast Agricultural University(English Edition)》 CAS 2008年第2期1-4,共4页
Total 75 rice varieties (lines) in Heilongjiang Province (or cold region) as germplasm resources were identified for cold tolerance at germinating stage by controlling temperature in artificial incubator. The resu... Total 75 rice varieties (lines) in Heilongjiang Province (or cold region) as germplasm resources were identified for cold tolerance at germinating stage by controlling temperature in artificial incubator. The results showed that the shooting seed rate at the germinating stage could be used as the evaluation index of cold tolerance. The cold tolerance was recorded on 1-9 scale and could be identified by the criteria of five indexes such as highly tolerant (HT), tolerant (T), moderately tolerant (MT), susceptible (S), highly susceptible (HS). 展开更多
关键词 RICE cold tolerance germplasm resource identification
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