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A new binding mode for ecdysteroid analog tebufenozide as a multitargeted IGR with chitinase
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作者 Jia-lin Cui Yan-jiao Feng +4 位作者 Xiu-zhen Li Hong-Yan Wang Qi Hea Li Zhang Qing Yang 《Advanced Agrochem》 2024年第3期229-236,共8页
Tebufenozide,an efficient insect growth regulator(IGR)against lepidopteran pests,presents a novel mode of action with minimal non-target impact.By competing with ecdysteroids for ecdysone receptor(EcR)binding,it regul... Tebufenozide,an efficient insect growth regulator(IGR)against lepidopteran pests,presents a novel mode of action with minimal non-target impact.By competing with ecdysteroids for ecdysone receptor(EcR)binding,it regulates insect growth precisely.This study explores tebufenozide's potential as a multitarget IGR,targeting both EcR and Ostrinia furnacalis chitinase I(OfChtI).The inhibitory activity against OfChtI is comparable to that of substrates(GlcNAc)5,with an IC50 of 45.77μM.Our computational findings indicate that tebufenozide binds at the subsite1 to t1 of OfChtI through various interactions.Notably,tebufenozide establishes a pi-pi interaction with the flipped sidechain of Trp107,enabling tebufenozide to deeply penetrate into the S1 pocket,thereby obstructing substrate binding to OfChtI.These insights highlight the potency of multitarget strategies,laying the groundwork for innovative IGR designs that offer comprehensive pest management solutions. 展开更多
关键词 TEBUFENOZIDE Ecdysone receptor CHITINASE multitarget insect growth regulator
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新型多靶点抗叶酸制剂——Multitarget Antifolate(MTA)
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作者 王国华 张湘茹 《临床肿瘤学杂志》 CAS 2004年第4期435-437,F003,共4页
关键词 多靶点 抗叶酸制剂 multitarget Antifolate MTA 氨甲喋呤 抗肿瘤药
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A measurement-driven adaptive probability hypothesis density filter for multitarget tracking 被引量:9
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作者 Si Weijian Wang Liwei Qu Zhiyu 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2015年第6期1689-1698,共10页
This paper studies the dynamic estimation problem for multitarget tracking. A novel gat- ing strategy that is based on the measurement likelihood of the target state space is proposed to improve the overall effectiven... This paper studies the dynamic estimation problem for multitarget tracking. A novel gat- ing strategy that is based on the measurement likelihood of the target state space is proposed to improve the overall effectiveness of the probability hypothesis density (PHD) filter. Firstly, a measurement-driven mechanism based on this gating technique is designed to classify the measure- ments. In this mechanism, only the measurements for the existing targets are considered in the update step of the existing targets while the measurements of newborn targets are used for exploring newborn targets. Secondly, the gating strategy enables the development of a heuristic state estima- tion algorithm when sequential Monte Carlo (SMC) implementation of the PHD filter is investi- gated, where the measurements are used to drive the particle clustering within the space gate. The resulting PHD filter can achieve a more robust and accurate estimation of the existing targets by reducing the interference from clutter. Moreover, the target birth intensity can be adaptive to detect newborn targets, which is in accordance with the birth measurements. Simulation results demonstrate the computational efficiency and tracking performance of the proposed algorithm. 展开更多
关键词 ADAPTIVE Measurement-driven multitarget trackin Probability hypothesis density Sequential Monte Carlo
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Multitarget stool DNA for colorectal cancer screening:A review and commentary on the United States Preventive Services Draft Guidelines 被引量:4
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作者 Barry M Berger Bernard Levin Robert J Hilsden 《World Journal of Gastrointestinal Oncology》 SCIE CAS 2016年第5期450-458,共9页
Multitarget stool DNA(mt-sDNA) testing was approved for average risk colorectal cancer(CRC) screening by the United States Food and Drug Administration and thereafter reimbursed for use by the Medicare program(2014).T... Multitarget stool DNA(mt-sDNA) testing was approved for average risk colorectal cancer(CRC) screening by the United States Food and Drug Administration and thereafter reimbursed for use by the Medicare program(2014).The United States Preventive Services Task Force(USPSTF) October 2015 draft recommendation for CRC screening included mt-s DNA as an "alternative" screening test that "may be useful in select clinical circumstances",despite its very high sensitivity for early stage CRC.The evidence supporting mt-s DNA for routine screening use is robust.The clinical efficacy of mt-s DNA as measured by sensitivity,specificity,life-years gained(LYG),and CRC deaths averted is similar to or exceeds that of the other more specifically recommended screening options included in the draft document,especially those requiring annual testing adherence.In a population with primarily irregular screening participation,tests with the highest point sensitivity and reasonable specificity are more likely to favorably impact CRC related morbidity and mortality than those depending on annual adherence.This paper reviews the evidence supporting mt-s DNA for routine screening and demonstrates,using USPSTF's modeling data,that mt-s DNA at three-year intervals provides significant clinical net benefits and fewer complications per LYG than annual fecal immunochemical testing,high sensitivity guaiac based fecal occult blood testing and 10-year colonoscopy screening. 展开更多
关键词 Colorectal CANCER screening multitarget STOOL DNA STOOL DNA The United States Preventive Services Task Force CANCER Intervention Surveillance MODELING Network FECAL immunological technique MODELING Interval
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Multitarget therapeutic strategies for Alzheimer's disease 被引量:12
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作者 Mostafa M.Ibrahim Moustafa T.Gabr 《Neural Regeneration Research》 SCIE CAS CSCD 2019年第3期437-440,共4页
Neurodegenerative diseases such as Alzheimer's, Huntington's and Parkinson's diseases have multifaceted nature because of the different factors contributing to their progression. The complex nature of neur... Neurodegenerative diseases such as Alzheimer's, Huntington's and Parkinson's diseases have multifaceted nature because of the different factors contributing to their progression. The complex nature of neurodegenerative diseases has developed a pressing need to design multitarget-directed ligands to address the complementary pathways involved in these diseases. The major enzyme targets for development of therapeutics for Alzheimer's disease are cholinesterase and β-secretase enzymes. In this review, we discuss recent advances in profiling single target inhibitors based on these enzymes to multitarget-directed ligands as potential therapeutics for this devastating disease. In addition, therapeutics based on iron chelation strategy are discussed as well. 展开更多
关键词 multitarget-directed LIGANDS ACETYLCHOLINESTERASE Β-SECRETASE Alzheimer's disease HYBRIDIZATION NEURODEGENERATIVE diseases TACRINE brain permeability
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Multitarget stool DNA tests increases colorectal cancer screening among previously noncompliant Medicare patients 被引量:2
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作者 Mark Prince Lynn Lester +1 位作者 Rupal Chiniwala Barry Berger 《World Journal of Gastroenterology》 SCIE CAS 2017年第3期464-471,共8页
AIM To determine the uptake of noninvasive multitarget stool DNA (mt-s DNA) in a cohort of colorectal cancer(CRC) screening non-compliant average-risk Medicare patients.METHODS This cross sectional primary care office... AIM To determine the uptake of noninvasive multitarget stool DNA (mt-s DNA) in a cohort of colorectal cancer(CRC) screening non-compliant average-risk Medicare patients.METHODS This cross sectional primary care office-based study examined mt-s DNA uptake in routine clinical practice among 393 colorectal cancer screening non-compliant Medicare patients ages 50-85 ordered by 77 physicians in a multispecialty group practice (USMD Physician Services, Dallas, TX) from October, 2014-September, 2015. Investigators performed a Health Insurance Portability and Accountability Act compliant retrospective review of electronic health records to identify mt-s DNA use in patients who were either > 10 years since last colonoscopy and/or > 1 year since last fecal occult blood test. Test positive patients were advised to get diagnostic colonoscopy and thereafter patients were characterized by the most clinically significant lesion documented on histopathology of biopsies or excisional tissue. Descriptive statistics were employed. Key outcome measures included mt-s DNA compliance and diagnostic colonoscopy compliance on positive cases.RESULTS Over 12 mo, 77 providers ordered 393 mt-sD NA studies with 347 completed (88.3% compliance). Patient mean age was 69.8 (50-85) and patients were 64% female. Mt-sD NA was negative in 85.3%(296/347) and positive in 14.7%(51/347). Follow-up colonoscopy was performed in 49 positive patients (96.1% colonoscopy compliance) with two patients lost to follow up. Index findings included: colon cancer(4/49, 8.2%), advanced adenomas (21/49, 42.9%), non-advanced adenomas(15/49, 30.6%), and negative results (9/49, 18.4%). The positive predictive value for advanced colorectal lesions was 51.0% and for any colorectal neoplasia was 81.6%. The mean age of patients with colorectal cancer was 70.3 and all CRC's were localized Stage Ⅰ(2) and Stage Ⅱ (2), three were located in the proximal colon and one was located in the distal colon.CONCLUSION Mt-s DNA provided medical benefit to screening noncompliant Medicare population. High compliance with mt-s DNA and subsequent follow-up diagnostic colonoscopy identified patients with clinically critical advanced colorectal neoplasia. 展开更多
关键词 multitarget STOOL DNA Advanced ADENOMA SCREENING compliance COLONOSCOPY Colorectal cancer SCREENING Preventive
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A new fast algorithm for multitarget tracking in dense clutter 被引量:1
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作者 Weihua QIN Fei HU Chaoyin QIN 《控制理论与应用(英文版)》 EI 2005年第4期383-386,共4页
A fast joint probabilistic data association (FJPDA) algorithm is proposed in tiffs paper. Cluster probability matrix is approximately calculated by a new method, whose elements βi^t(K) can be taken as evaluation ... A fast joint probabilistic data association (FJPDA) algorithm is proposed in tiffs paper. Cluster probability matrix is approximately calculated by a new method, whose elements βi^t(K) can be taken as evaluation functions. According to values of βi^t(K), N events with larger joint probabilities can be searched out as the events with guiding joint probabilities, tiros, the number of searching nodes will be greatly reduced. As a result, this method effectively reduces the calculation load and nnkes it possible to be realized on real-thne, Theoretical ,analysis and Monte Carlo simulation results show that this method is efficient. 展开更多
关键词 Data association multitarget tracking Cluster probability matrix Search-tree
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Multi-Deme Parallel FGAs-Based Algorithm for Multitarget Tracking 被引量:1
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作者 刘虎 朱力立 张焕春 《Journal of Electronic Science and Technology of China》 2006年第1期12-17,共6页
For data association in multisensor and multitarget tracking, a novel parallel algorithm is developed to improve the efficiency and real-time performance of FGAs-based algorithm. One Cluster of Workstation (COW) wit... For data association in multisensor and multitarget tracking, a novel parallel algorithm is developed to improve the efficiency and real-time performance of FGAs-based algorithm. One Cluster of Workstation (COW) with Message Passing Interface (MPI) is built. The proposed Multi-Deme Parallel FGA (MDPFGA) is run on the platform. A serial of special MDPFGAs are used to determine the static and the dynamic solutions of generalized m-best S-D assignment problem respectively, as well as target states estimation in track management. Such an assignment-based parallel algorithm is demonstrated on simulated passive sensor track formation and maintenance problem. While illustrating the feasibility of the proposed algorithm in multisensor multitarget tracking, simulation results indicate that the MDPFGAs-based algorithm has greater efficiency and speed than the FGAs-based algorithm. 展开更多
关键词 multitarget tracking multi-deme Fuzzy Genetic Algorithm (FGA) PARALLELIZATION Message Passing Interface (MPI)
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A Decorrelation Constant Modulus Algorithm for Multitarget Separation Using Adaptive Arrays
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作者 XU Jin ZHU Guoqiang YUAN Fei 《Wuhan University Journal of Natural Sciences》 CAS 2007年第6期1063-1065,共3页
In this paper, an adaptive digital filter algorithm is presented to optimize the signal-to-noise ratio of an antenna array with multiuser signal inputs. These synchronous communication signals have constant envelope p... In this paper, an adaptive digital filter algorithm is presented to optimize the signal-to-noise ratio of an antenna array with multiuser signal inputs. These synchronous communication signals have constant envelope property and are transmitted through a Multiple-Input/Multiple-Output (MIMO) linear channel. This Multiuser Constant Modulus Algorithm (MU-CMA) using an antenna array can compensate for both Interuser Interference (IUI) and Intersymbol Interference (ISI). The method is derived by minimizing the cost function of the constant modulus signals as well as cross-correlations between them. The simulation result in this paper shows the performance of this algorithm. 展开更多
关键词 constant modulus multitarget adaptive array
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Exploiting natural products to discover multitarget inhibitors of insect chitinolytic enzymes 被引量:1
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作者 Yi Ding Qiong Lu +1 位作者 Tian Liu Qing Yang 《Advanced Agrochem》 2023年第4期306-312,共7页
Multitarget insecticides are more likely to achieve comprehensive regulation of insects with a low risk of resistance.Insect chitinolytic enzymes,including GH18 chitinases and GH20β-N-acetyl-D-hexosaminidase,are attr... Multitarget insecticides are more likely to achieve comprehensive regulation of insects with a low risk of resistance.Insect chitinolytic enzymes,including GH18 chitinases and GH20β-N-acetyl-D-hexosaminidase,are attractive targets for multitarget insecticide design by virtue of their similar substrate binding mode and catalytic mechanism.On the other hand,natural products with diverse skeletal structures are potential repositories of chitinolytic enzyme inhibitors.This minireview first presents the theoretical basis of developing multitargeted inhibitors against insect chitinolytic enzymes and then focuses on the progress in developing multitarget inhibitors derived from natural products.These may provide ideas for the exploitation of novel pesticide leads from natural products by targeting multiple targets. 展开更多
关键词 multitarget inhibitors Insect chitinolytic enzymes Natural products
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SUNDER:Self-organized grouping and entrapping method for swarms in multitarget environments
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作者 Yutong Yuan Zhun Fan +5 位作者 Xiaomin Zhu Li Ma Ji Ouyang Weidong Bao Ji Wang Zhaojun Wang 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2023年第8期68-83,共16页
For swarm robots moving in a harsh or uncharted outdoor environment without GPS guidance and global communication,algorithms that rely on global-based information are infeasible.Typically,traditional gene regulatory n... For swarm robots moving in a harsh or uncharted outdoor environment without GPS guidance and global communication,algorithms that rely on global-based information are infeasible.Typically,traditional gene regulatory networks(GRNs)that achieve superior performance in forming trapping pattern towards targets require accurate global positional information to guide swarm robots.This article presents a gene regulatory network with Self-organized grouping and entrapping method for swarms(SUNDER-GRN)to achieve adequate trapping performance with a large-scale swarm in a confined multitarget environment with access to only local information.A hierarchical self-organized grouping method(HSG)is proposed to structure subswarms in a distributed way.In addition,a modified distributed controller,with a relative coordinate system that is established to relieve the need for global information,is leveraged to facilitate subswarms entrapment toward different targets,thus improving the global multi-target entrapping performance.The results demonstrate the superiority of SUNDERGRN in the performance of structuring subswarms and entrapping 10 targets with 200 robots in an environment confined by obstacles and with only local information accessible. 展开更多
关键词 Swarm robots Local information Gene regulatory network Swarm grouping Trapping pattern Confined multitarget environment
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Rice bran oil rescues cognitive decline in D-galactose-induced aging mice by inhibiting Aβaccumulation and Tau hyperphosphorylation induced oxidative stress and neuroinflammation 被引量:1
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作者 Yadan Zhang Diya Xu +3 位作者 Xiaoyu Zhang Wenhua Zhou Lin Zhang Qinlu Lin 《Food Science and Human Wellness》 2025年第7期2639-2655,共17页
Alzheimer’s disease(AD)is a neurodegenerative disorder associated with brain aging,and the accumulation ofβ-amyloid(Aβ)and hyperphosphorylated Tau proteins are key pathological features.Currently,drugs for the trea... Alzheimer’s disease(AD)is a neurodegenerative disorder associated with brain aging,and the accumulation ofβ-amyloid(Aβ)and hyperphosphorylated Tau proteins are key pathological features.Currently,drugs for the treatment of AD are mainly single-targeted,but the complex pathogenesis of AD makes it difficult to achieve the desired results.Therefore,the development of multitargeted therapies is crucial for future interventions.Rice bran oil(RBO)has been recognized as an edible oil with several health benefits,but its effects on AD caused by brain aging remain underexplored.In this study,the effects of RBO on memory dysfunction in D-galactose(D-gal)mice and its molecular mechanisms were investigated via in vivo and in silico methods from the perspective of AD pathologies.Our results suggested that compounds in RBO could modulate the activities of Aβprecursor protein cleaving enzyme 1(BACE1),mitogen-activated protein kinase 3(MAPK3),matrix metalloproteinase 3(MMP3),and intercellular adhesion molecule 1(ICAM1),leading to inhibition of Aβaccumulation and Tau protein hyperphosphorylation.Moreover,RBO reduced Aβ-induced oxidative stress by inhibiting the activity of mouse double minute 2 homolog(MDM2)and cyclic adenosine monophosphate(cAMP)response element binding protein binding protein(CREBBP),and attenuated neuroinflammation by inhibiting the activity of nitric oxide synthase 2(NOS2)and reducing Aβaccumulation and Tau protein hyperphosphorylation.Additionally,α-linolenic acid in RBO exhibited inhibitory effects on D-gal-induced apoptosis in PC12 cells through modulation of NOS2,MDM2,ICAM1,and phospho-extracellular signal-regulated kinase 1/2(p-ERK1/2).Similarly,stigmastanol inhibited apoptosis in D-gal-induced PC12 cells through the regulation of NOS2.Thus,RBO can be considered as a potential functional food to attenuate AD owing to its multicomponent and multitarget effects. 展开更多
关键词 Alzheimer’s disease Brain aging Rice bran oil multitargets
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Network pharmacology:Changes the treatment mode of"one disease-one target"in cancer treatment
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作者 Shuai Liu Yong-Wei Yu 《World Journal of Gastrointestinal Oncology》 SCIE 2025年第1期268-271,共4页
The article concluded that network pharmacology provides new ideas and insights into the molecular mechanism of traditional Chinese medicine(TCM)treatment of cancer.TCM is a new choice and hot spot in the field of can... The article concluded that network pharmacology provides new ideas and insights into the molecular mechanism of traditional Chinese medicine(TCM)treatment of cancer.TCM is a new choice and hot spot in the field of cancer treatment.We have also previously published studies on TCM and network pharmacology.In this letter,we summarize the new paradigm of network pharmacology in cancer treatment mechanisms. 展开更多
关键词 Network pharmacology CANCER MULTICOMPONENT multitarget THERAPY
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地月平动点小推力多目标交会任务设计与分析
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作者 宋亮俊 杜崇瑞 +2 位作者 王亚敏 岳晓奎 代洪华 《宇航学报》 北大核心 2025年第3期568-579,共12页
针对未来地月空间中平动点周期轨道上的多航天器在轨服务需求,首次探讨了平动点附近的小推力多目标交会问题。首先,建立了多目标交会的混合整数规划模型。其次,给出了周期轨道上小推力航天器交会轨迹的求解流程,并提出了一种基于截断策... 针对未来地月空间中平动点周期轨道上的多航天器在轨服务需求,首次探讨了平动点附近的小推力多目标交会问题。首先,建立了多目标交会的混合整数规划模型。其次,给出了周期轨道上小推力航天器交会轨迹的求解流程,并提出了一种基于截断策略的平动点交会轨迹数据库生成方法;在该方法的基础上,结合改进蚁群算法(ACO)和遗传算法(GA)分两阶段优化,获得最优的交会序列和交会时间。最后,将上述方法应用于对称南北Halo轨道上均匀分布的多颗卫星交会任务的算例仿真。研究结果不仅表明截断策略能够在保证求解结果最优性的前提下降低数据库体量和生成耗时,还揭示了交会优先级与目标相位差之间关系,为未来平动点航天器的在轨服务规划及在轨组装等任务提供技术支撑。 展开更多
关键词 多目标交会 圆型限制性三体模型(CRTBP) 地月空间 地月平动点轨道 小推力
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Simultaneous estimation of time-delay and direction of arrival for underwater multitarget by using extended ESPRIT
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作者 ZHANG Qunfei HUANG Jianguo(Northwestern Polytechnical University)BAO Zhen(Xidian University) 《Chinese Journal of Acoustics》 1999年第1期29-36,共8页
Multiple sources localization is an important technique applied in many areasl such as sonar, radar, biomedical, and geology exploration. High resolution localization needs to employ jointly two sorts of high resoluti... Multiple sources localization is an important technique applied in many areasl such as sonar, radar, biomedical, and geology exploration. High resolution localization needs to employ jointly two sorts of high resolution estimators, time-delay estimator and Direction Of Arrival (DOA) estimator, both of which are tough problems attracting many signal processing researchers. There is also another difficulty that is to pair two groups of parameters in timedelay and DOA domains. In underwater environment, multiple sources localization research faces more difficulties because of the long duration emitted wave, limit aperture of array, and short data record of echoes. In this paper, an new extended ESPRIT (Estimation of Signal Parameters via Rotational Invariance Technique) method is presented. With a single echo wave, both time-delay and DOA parameters of multiple sources are estimated simultaneously.No additional pairing algorithm is needed to obtain the source locations. The performance of the new estimators and the probability of correct pairing is given by computer simulations, andthe results shows that good estimation can be obtained in low SNR (Signal to Noise Ratio) for multiple sources localization. 展开更多
关键词 Simultaneous estimation of time-delay and direction of arrival for underwater multitarget by using extended ESPRIT ASSP IEEE time
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Stability analysis for delayed viral infection model with multitarget cells and general incidence rate
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作者 Jinliang Wang Xinxin Tian Xia Wang 《International Journal of Biomathematics》 2016年第1期135-155,共21页
In this paper, the sharp threshold properties of a (2n + 1)-dimensional delayed viral infection model are investigated. This model combines with n classes of uninfected tar- get cells, n classes of infected cells a... In this paper, the sharp threshold properties of a (2n + 1)-dimensional delayed viral infection model are investigated. This model combines with n classes of uninfected tar- get cells, n classes of infected cells and nonlinear incidence rate h(x,v). Two kinds of distributed time delays are incorporated into the model to describe the time needed for infection of uninfected target cells and virus replication. Under certain conditions, it is shown that the basic reproduction number is a threshold parameter for the existence of the equilibria, uniform persistence, as well as for global stability of the equilibria of the model. 展开更多
关键词 Viral infection model multitarget cells nonlinear incidence rate global stabi-lity Lyapunov functional.
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Multitarget tracking control algorithm under local information selection interaction mechanism
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作者 Jiehong Wu Jinghui Yang +1 位作者 Weijun Zhang Jiankai Zuo 《Intelligent and Converged Networks》 2021年第2期91-100,共10页
This study focuses on the problem of multitarget tracking.To address the existing problems of current tracking algorithms,as manifested by the time consumption of subgroup separation and the uneven group size of unman... This study focuses on the problem of multitarget tracking.To address the existing problems of current tracking algorithms,as manifested by the time consumption of subgroup separation and the uneven group size of unmanned aerial vehicles(UAVs)for target tracking,a multitarget tracking control algorithm under local information selection interaction is proposed.First,on the basis of location,number,and perceived target information of neighboring UAVs,a temporary leader selection strategy is designed to realize the local follow-up movement of UAVs when the UAVs cannot fully perceive the target.Second,in combination with the basic rules of cluster movement and target information perception factors,distributed control equations are designed to achieve a rapid gathering of UAVs and consistent tracking of multiple targets.Lastly,the simulation experiments are conducted in two-and three-dimensional spaces.Under a certain number of UAVs,clustering speed of the proposed algorithm is less than 3 s,and the equal probability of the UAV subgroup size after group separation is over 78%. 展开更多
关键词 multitarget tracking time-consuming grouping local information selection interaction temporary leader selection strategy subgroup size
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基于双曲嵌入的露天矿区暗光环境下道路多目标检测模型 被引量:4
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作者 顾清华 苏存玲 +2 位作者 王倩 陈露 熊乃学 《工矿自动化》 CSCD 北大核心 2024年第1期49-56,114,共9页
露天矿环境特殊,道路场景复杂多变,在光照不足时会导致矿区道路多目标识别不清、定位不准,进而影响检测效果,给矿区无人矿用卡车的安全行驶带来严重安全隐患。目前的道路障碍物检测模型不能有效解决矿区暗光环境对模型检测效果的影响,... 露天矿环境特殊,道路场景复杂多变,在光照不足时会导致矿区道路多目标识别不清、定位不准,进而影响检测效果,给矿区无人矿用卡车的安全行驶带来严重安全隐患。目前的道路障碍物检测模型不能有效解决矿区暗光环境对模型检测效果的影响,同时对矿区小目标障碍物的识别也有较大误差,不适用于矿区特殊环境下障碍物的检测与识别。针对上述问题,提出了一种基于双曲嵌入的露天矿区暗光环境下多目标检测模型。首先,在模型的图像预处理阶段引入卷积神经网路Retinex-Net对暗图像进行增强,提高图像清晰度;然后,针对数据集中特征过多而无重点偏好的问题,在加强特征提取部分添加全局注意力机制,聚集3个维度上更关键的特征信息;最后,在检测模型预测阶段引入双曲全连接层,以减少特征丢失,并防止过拟合现象。实验结果表明:(1)基于双曲嵌入的露天矿区暗光环境下道路多目标检测模型不仅对露天矿区暗光环境下的大尺度目标具有较高的分类与定位精度,对矿用卡车及较远距离的小尺度目标即行人也可准确检测与定位,能够满足无人矿用卡车在矿区特殊环境下驾驶的安全需求。(2)模型的检测准确率达98.6%,检测速度为51.52帧/s,较SSD、YOLOv4、YOLOv5、YOLOx、YOLOv7分别提高20.31%,18.51%,10.53%,8.39%,13.24%,对于矿区道路上的行人、矿用卡车及挖机的检测精度达97%以上。 展开更多
关键词 露天矿 自动驾驶 无人矿用卡车 暗光环境 多目标检测 小目标障碍物 全局注意力机制 双曲全连接层
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Track-MT3:一种基于Transformer的新型多目标跟踪算法 被引量:1
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作者 陈辉 杜双燕 +1 位作者 连峰 韩崇昭 《雷达学报(中英文)》 EI CSCD 北大核心 2024年第6期1202-1219,共18页
针对复杂环境中多目标跟踪数据关联难度大、难以实现目标长时间稳定跟踪的问题,该文创新性地提出了一种基于Transformer网络的端到端多目标跟踪模型Track-MT3。首先,引入了检测查询和跟踪查询机制,隐式地执行量测-目标的数据关联并且实... 针对复杂环境中多目标跟踪数据关联难度大、难以实现目标长时间稳定跟踪的问题,该文创新性地提出了一种基于Transformer网络的端到端多目标跟踪模型Track-MT3。首先,引入了检测查询和跟踪查询机制,隐式地执行量测-目标的数据关联并且实现了目标的状态估计任务。然后,采用跨帧目标对齐策略增强跟踪轨迹的时间连续性。同时,设计了查询变换与时间特征编码模块强化目标运动建模能力。最后,在模型训练中采用了集体平均损失函数,实现了模型性能的全局优化。通过构造多种复杂的多目标跟踪场景,并利用多重性能指标进行评估,Track-MT3展现了优于MT3等基线方法的长时跟踪性能,与JPDA和MHT方法相比整体性能分别提高了6%和20%,能够有效挖掘时序信息,在复杂动态环境下实现稳定、鲁棒的多目标跟踪。 展开更多
关键词 多目标跟踪 数据关联 TRANSFORMER 长时跟踪 注意力机制
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基于改进YOLOV7的变规模网络重叠区域多目标跟踪方法 被引量:2
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作者 王博 柴锐 《现代电子技术》 北大核心 2024年第12期57-61,共5页
在实际场景中,目标之间常常存在重叠或部分遮挡的情况,若是未进行有效的多目标检测以及了解变规模网络重叠区域内的节点状况,会导致目标跟踪精度下降。对此,提出一种基于改进YOLOV7的变规模网络重叠区域多目标跟踪方法。首先,采用改进YO... 在实际场景中,目标之间常常存在重叠或部分遮挡的情况,若是未进行有效的多目标检测以及了解变规模网络重叠区域内的节点状况,会导致目标跟踪精度下降。对此,提出一种基于改进YOLOV7的变规模网络重叠区域多目标跟踪方法。首先,采用改进YOLOV7对变规模网络重叠区域多目标进行检测;然后,在目标检测的基础上,对多目标轨迹特征进行提取;最后,基于提取到的多目标轨迹特征,已知目标的速度、方向与距离,实现变规模网络重叠区域的多目标跟踪。实验结果表明,所提方法的跟踪精准度最高达到98%,曼哈顿距离明显小于对比方法,仅在0.1~-0.1之间,性能较优,具有实用性。 展开更多
关键词 多目标跟踪 重叠区域 YOLOV7 多目标检测 轨迹特征提取 曼哈顿距离
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