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Multi-target neural circuit reconstruction and enhancement in spinal cord injury 被引量:2
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作者 Lingyun Cao Siyun Chen +2 位作者 Shuping Wang Ya Zheng Dongsheng Xu 《Neural Regeneration Research》 2026年第3期957-971,共15页
After spinal cord injury,impairment of the sensorimotor circuit can lead to dysfunction in the motor,sensory,proprioceptive,and autonomic nervous systems.Functional recovery is often hindered by constraints on the tim... After spinal cord injury,impairment of the sensorimotor circuit can lead to dysfunction in the motor,sensory,proprioceptive,and autonomic nervous systems.Functional recovery is often hindered by constraints on the timing of interventions,combined with the limitations of current methods.To address these challenges,various techniques have been developed to aid in the repair and reconstruction of neural circuits at different stages of injury.Notably,neuromodulation has garnered considerable attention for its potential to enhance nerve regeneration,provide neuroprotection,restore neurons,and regulate the neural reorganization of circuits within the cerebral cortex and corticospinal tract.To improve the effectiveness of these interventions,the implementation of multitarget early interventional neuromodulation strategies,such as electrical and magnetic stimulation,is recommended to enhance functional recovery across different phases of nerve injury.This review concisely outlines the challenges encountered following spinal cord injury,synthesizes existing neurostimulation techniques while emphasizing neuroprotection,repair,and regeneration of impaired connections,and advocates for multi-targeted,task-oriented,and timely interventions. 展开更多
关键词 multi-targets nerve root magnetic stimulation neural circuit NEUROMODULATION peripheral nerve stimulation RECONSTRUCTION spinal cord injury task-oriented training TIMING transcranial magnetic stimulation
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Iterative geolocation based on cross-view image registration(IGCIR)for long-range targets
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作者 Fangchao ZHAI Qinghua ZENG +1 位作者 Jie LI Ziqi JIN 《Chinese Journal of Aeronautics》 2025年第7期479-492,共14页
The geolocation of ground targets by airborne image sensors is an important task for unmanned aerial vehicles or surveillance aircraft.This paper proposes an Iterative Geolocation based on Cross-view Image Registratio... The geolocation of ground targets by airborne image sensors is an important task for unmanned aerial vehicles or surveillance aircraft.This paper proposes an Iterative Geolocation based on Cross-view Image Registration(IGCIR)that can provide real-time target location results with high precision.The proposed method has two key features.First,a cross-view image registration process is introduced,including a projective transformation and a two-stage multi-sensor registration.This process utilizes both gradient information and phase information of cross-view images.This allows the registration process to reach a good balance between matching precision and computational efficiency.By matching the airborne camera view to the preloaded digital map,the geolocation accuracy can reach the accuracy level of the digital map for any ground target appearing in the airborne camera view.Second,the proposed method uses the registration results to perform an iteration process,which compensates for the bias of the strap-down initial navigation module online.Although it is challenging to provide cross-view registration results with high frequency,such an iteration process allows the method to generate real-time,highly accurate location results.The effectiveness of the proposed IGCIR method is verified by a series of flying-test experiments.The results show that the location accuracy of the method can reach 4.18 m(at 10 km standoff distance). 展开更多
关键词 Aviation remote sensing Bias estimation Cross-view image registration Digital map geolocation
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An Intelligent Orchard Anti-Damage System Combining Real-Time AI Image Recognition and Laser-Based Deterrence for Multi-Target Monkeys
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作者 Shih-Ming Cho Sung-Wen Wang +1 位作者 Min-Chie Chiu Shao-Chun Chen 《Computers, Materials & Continua》 2026年第5期881-918,共38页
To address crop depredation by intelligent species(e.t,macaques)and the habituation from traditional methods,this study proposes an intelligent,closed-loop,adaptive laser deterrence system.A core contribution is an ef... To address crop depredation by intelligent species(e.t,macaques)and the habituation from traditional methods,this study proposes an intelligent,closed-loop,adaptive laser deterrence system.A core contribution is an efficient multi-stage Semi-Supervised Learning(SSL)and incremental fine-tuning(IFT)framework,which reduced manual annotation by~60%and training time by~68%.This framework was benchmarked against YOLOv8n,v10n,and v11n.Our analysis revealed that YOLOv12n’s high Signal-to-Noise Ratio(SNR)(47.1%retention)pseudo-labels made it the onlymodel to gain performance(+0.010mAP)fromSSL,allowing it to overtake competitors.Subsequently,in the IFT stress test,YOLOv12n proved most robust(a minimal−0.019 mAP decline),whereas YOLOv10n suffered catastrophic failure(−0.233mAP),highlighting its incompatibility with IFT.Thefinalmodel achieved high performance(mAP@0.5 of 0.947 for macaques,0.946 for laser spots).In Multi-Object Tracking(MOT),this study quantitatively confirms that Bottom-Up Tracking by Sorting(BoT-SORT)(1.88 s avg.tracklet lifetime)significantly outperforms ByteTrack(0.81 s)in identity preservation for visually similar macaques.System integration achieved 480 Frames Per Second(FPS)real-time inference on edge devices.A quadratic polynomial fittingmodel ensured high-precision aiming(RMSE<2 pixels;best 1.2 pixels)by compensating for distortion.To fundamentally solve habituation,an adaptive strategy driven by a Deep Deterministic Policy Gradient(DDPG)framework was introduced.By using a habituation penalty term(Rhabituation)to force unpredictable sequences,theDDPGstrategy achieved a stable 88%average Intrusion Frequency Reduction Rate(IFRR)in field experiments,suppressing habituation in highly intelligent species.This study develops an efficient,precise,low-cost,and habituation-resistant automated wildlife defense system. 展开更多
关键词 multi-target tracking artificial intelligence recognition laser calibration
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From Traditional Use to Modern Pharmacology: Research Progress on the Multi-target Mechanisms of Potentilla discolor Bunge
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作者 Bin Liu Chenyi Yang +4 位作者 Meiling Shao Liangyong Huang Yunchuan Jing Jintao Chen Fang Ye 《Journal of Clinical and Nursing Research》 2026年第2期205-213,共9页
Potentilla discolor Bunge, a traditional Chinese medicinal herb, has been extensively utilized for treating diverse ailments including diabetes, bacterial infections, viral diseases, and inflammatory disorders. Modern... Potentilla discolor Bunge, a traditional Chinese medicinal herb, has been extensively utilized for treating diverse ailments including diabetes, bacterial infections, viral diseases, and inflammatory disorders. Modern phytochemical investigations have identified over 200 bioactive compounds, predominantly flavonoids, tannins, triterpenoids, and phenolic acids. Pharmacological studies demonstrate that P. discolor exerts multi-target therapeutic effects through antioxidant, anti-inflammatory, antimicrobial, antiviral, antidiabetic, and anticancer activities. Its mechanisms involve modulation of key signaling pathways including PI3K/Akt, MAPK, NF-κB, and Nrf2/HO-1, alongside regulation of glucose-lipid metabolism and gut microbiota. This review systematically summarizes the phytochemistry, traditional applications, and contemporary pharmacological advances of P. discolor, emphasizing its multi-target characteristics and molecular mechanisms. Furthermore, current research limitations and future perspectives are discussed to provide scientific evidence for its clinical development and therapeutic applications. 展开更多
关键词 Potentilla discolor Bunge PHYTOCHEMISTRY multi-target pharmacology Signaling pathways Traditional Chinese medicine
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基于Geolocation API的Html5地理位置追踪定位的实现 被引量:6
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作者 梁莉菁 《萍乡学院学报》 2014年第6期97-101,共5页
随着移动网络时代的到来,基于地理位置定位的位置服务类Web应用显得越来越重要,Html5作为新一代的网页设计的技术标准,它提供了Geolocation API接口,能便捷地实现地理位置的定位与跟踪,并允许用户将所得到的位置信息与Google Map及百度... 随着移动网络时代的到来,基于地理位置定位的位置服务类Web应用显得越来越重要,Html5作为新一代的网页设计的技术标准,它提供了Geolocation API接口,能便捷地实现地理位置的定位与跟踪,并允许用户将所得到的位置信息与Google Map及百度地图的开放平台相结合,获取指定位置相关的周边地图信息及商业信息,这一功能可以帮助开发者开发基于位置服务的各种应用程序。 展开更多
关键词 HTML5 geolocation 百度地图API GOOGLE MAPS API
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Delay-Distance Correlation Study for IP Geolocation 被引量:2
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作者 DING Shichang LUO Xiangyang +1 位作者 YE Dengpan LIU Fenlin 《Wuhan University Journal of Natural Sciences》 CAS CSCD 2017年第2期157-164,共8页
Although many classical IP geolocation algorithms are suitable to rich-connected networks, their performances are seriously affected in poor-connected networks with weak delay-distance correlation. This paper tries to... Although many classical IP geolocation algorithms are suitable to rich-connected networks, their performances are seriously affected in poor-connected networks with weak delay-distance correlation. This paper tries to improve the performances of classical IP geolocation algorithms by finding rich-connected sub-networks inside poor-connected networks. First, a new delay-distance correlation model (RTD-Corr model) is proposed. It builds the relationship between delay-distance correlation and actual network factors such as the tortuosity of the network path and the ratio of propagation delay. Second, based on the RTD-Corr model and actual network characteristics, this paper discusses about how to find rich-connected networks inside China Intemet which is a typical actual poor-connected network. Then we find rich-connected sub-networks of China Intemet through a large-scale network measurement which covers three major ISPs and thirty provinces. At last, based on the founded rich-connected sub-networks, we modify two classical IP geolocation algorithms and the experiments in China Intemet show that their accuracy is significantly increased. 展开更多
关键词 IP geolocation delay-distance correlation network security network measurement rich-connected sub-networks
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HTML5 Geolocation API研究与应用 被引量:3
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作者 易晓飞 《计算机光盘软件与应用》 2012年第6期153-154,共2页
web应用与本地应用之争因HTML5的到来变得更加激烈。未来的web应用会大量采用高效和功能丰富的HTML5 API,而地理信息服务作为web应用很重要的一个方面,通过HTML5技术中Geolocation API得到支持和实现。本文研究了Geolocation API的实现... web应用与本地应用之争因HTML5的到来变得更加激烈。未来的web应用会大量采用高效和功能丰富的HTML5 API,而地理信息服务作为web应用很重要的一个方面,通过HTML5技术中Geolocation API得到支持和实现。本文研究了Geolocation API的实现机制、隐私模式和使用方法。通过与谷歌地图API结合,设计了一个实际的位置地图应用,展现了Geolocation API的魅力和实用性。相信在未来的应用中,Geolocation API会有更精彩的表现。 展开更多
关键词 WEB标准 HTML5 geolocation API 地图应用
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Absolute geolocation accuracy of high-resolution spotlight TerraSAR-X imagery–validation in Wuhan 被引量:2
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作者 Jinghui Wang Timo Balz Mingsheng Liao 《Geo-Spatial Information Science》 SCIE EI CSCD 2016年第4期267-272,共6页
TerraSAR-X(TSX)can acquire high-resolution SAR images and due to its high orbit precision as well as its ability to acquire data from different off-nadir viewing angles,the high-precision stereo geolocation can be obt... TerraSAR-X(TSX)can acquire high-resolution SAR images and due to its high orbit precision as well as its ability to acquire data from different off-nadir viewing angles,the high-precision stereo geolocation can be obtained.In this study,we investigate the absolute geolocation accuracy of TSX high-resolution images in Wuhan,China.We present a direct stereo SAR geolocation method and analyze the 2D and 3D geoposition accuracy of two corner reflectors.The sub-meter localization accuracy was achieved using only atmospheric correction information available in the TSX metadata. 展开更多
关键词 geolocation stereo SAR TERRASAR-X GPS
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Trans-Gulf of Mexico loop migration of tree swallows revealed by solar geolocation 被引量:1
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作者 David W. BRADLEY Robert G. CLARK +6 位作者 Peter O. DUNN Andrew J. LAUGHLIN Caz M. TAYLOR Carol VLECK Linda A. WHITTINGHAM David W. WINKLER D. Ryan NORRIS 《Current Zoology》 SCIE CAS CSCD 2014年第5期653-659,共7页
One of the greatest feats of avian migration is the non-stop crossing of extensive areas of inhospitable habitat such as deserts and seas. Differences in spring and autumn migration routes have been reported in specie... One of the greatest feats of avian migration is the non-stop crossing of extensive areas of inhospitable habitat such as deserts and seas. Differences in spring and autumn migration routes have been reported in species that cross such barriers, and are thought to have evolved in response to seasonal variation in prevailing wind direction. We tested the hypothesis that migration routes vary seasonally with respect to the Gulf of Mexico in the tree swallow Tachycineta bicolor using solar geolocators attached and retrieved at 4 breeding sites in central North America. We found that 100 % of birds (n = 10) made a trans-Gulf flight of 〉850 km from Louisiana south to their wintering grounds in the Yucatan Peninsula in 12-36 hours, achieving minimum ground speeds as high as 32 m/s. Although most days during autumn migration were characterized by unfavorable headwinds blowing to the northwest, migration over the Gulf mostly occurred on days with strong winds blowing to the south. In contrast, in 8 of 9 (88 %) birds on spring migration returned from the wintering grounds towards Louisiana following a clockwise loop pat- tern flying over land to the west around the Gulf. During this spring period there were few days with prevailing winds from the south to assist northward migration. Results suggest that, despite being up to three times further (ca. 2,700 kin), a coastal circum-Gulf spring migration represents the less risky route when wind conditions are not favorable. These findings also help to resolve a long-standing dispute in the literature concerning migration patterns between the US Gulf coast and Mexico, and provide insight into the factors shaping migration strategies of small songbirds migrating across large bodies of water [Current Zoology 60(5): 653-559, 2014]. 展开更多
关键词 Ecological Barrier geolocation Gulf of Mexico Tachycineta bicolor Tree swallow MIGRATION
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Street-Level IP Geolocation Algorithm Based on Landmarks Clustering 被引量:1
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作者 Fan Zhang Fenlin Liu +3 位作者 Rui Xu Xiangyang Luo Shichang Ding Hechan Tian 《Computers, Materials & Continua》 SCIE EI 2021年第3期3345-3361,共17页
Existing IP geolocation algorithms based on delay similarity often rely on the principle that geographically adjacent IPs have similar delays.However,this principle is often invalid in real Internet environment,which ... Existing IP geolocation algorithms based on delay similarity often rely on the principle that geographically adjacent IPs have similar delays.However,this principle is often invalid in real Internet environment,which leads to unreliable geolocation results.To improve the accuracy and reliability of locating IP in real Internet,a street-level IP geolocation algorithm based on landmarks clustering is proposed.Firstly,we use the probes to measure the known landmarks to obtain their delay vectors,and cluster landmarks using them.Secondly,the landmarks are clustered again by their latitude and longitude,and the intersection of these two clustering results is taken to form training sets.Thirdly,we train multiple neural networks to get the mapping relationship between delay and location in each training set.Finally,we determine one of the neural networks for the target by the delay similarity and relative hop counts,and then geolocate the target by this network.As it brings together the delay and geographical coordinates clustering,the proposed algorithm largely improves the inconsistency between them and enhances the mapping relationship between them.We evaluate the algorithm by a series of experiments in Hong Kong,Shanghai,Zhengzhou and New York.The experimental results show that the proposed algorithm achieves street-level IP geolocation,and comparing with existing typical streetlevel geolocation algorithms,the proposed algorithm improves the geolocation reliability significantly. 展开更多
关键词 IP geolocation neural network landmarks clustering delay similarity relative hop
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解析使用Geolocation API获取地理位置信息 被引量:2
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作者 陈桂霞 《信息技术与信息化》 2019年第11期220-223,共4页
如今社会通信技术和移动互联网技术的发展日新月异,基于地理位置定位的位置服务类Web应用显得越来越重要,作为新Web时代网页设计的技术标准,HTML5提供了Geolocation API接口,能实现地理位置的定位与跟踪。本文解析了如何运用Geolocation... 如今社会通信技术和移动互联网技术的发展日新月异,基于地理位置定位的位置服务类Web应用显得越来越重要,作为新Web时代网页设计的技术标准,HTML5提供了Geolocation API接口,能实现地理位置的定位与跟踪。本文解析了如何运用Geolocation API获取用户的地理位置信息并持续跟踪,并将位置信息与Google Map的开放平台相结合,这一功能可以帮助开发者开发基于位置服务的各种应用程序。 展开更多
关键词 HTML5 geolocation API 地理位置 定位
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Error analysis of stereo SAR geolocation model for spaceborne SAR
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作者 谢亚楠 杨正得 周星里 《Journal of Shanghai University(English Edition)》 CAS 2011年第1期38-42,共5页
Stereo synthetic aperture radar (SAR) geolocation model is an important geolocation model for spaceborne SAR. However, the error of stereo SAR geolocation model has not been analyzed in detail. This paper deduced th... Stereo synthetic aperture radar (SAR) geolocation model is an important geolocation model for spaceborne SAR. However, the error of stereo SAR geolocation model has not been analyzed in detail. This paper deduced the geolocation error formulas of the stereo SAR geolocation model and then compared the geolocation error with range Doppler (RD) geolocation model. Through computer simulation, we could get the advantages and disadvantages of the stereo SAR geolocation model. 展开更多
关键词 synthetic aperture radar (SAR) geolocation SIMULATION geolocation accuracy
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Using light-level geolocations to monitor incubation behaviour of a cavity-nesting bird Apus apus pekinensis 被引量:2
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作者 Xiao Huang Yanyan Zhao Yang Liu 《Avian Research》 CSCD 2021年第1期124-129,共6页
The Beijing Swift(Apus apus pekinensis)is a typical cavity-nesting bird that often nests inside holes and crevices in old architectures.Direct observation of their breeding behaviour is challenging and their breeding ... The Beijing Swift(Apus apus pekinensis)is a typical cavity-nesting bird that often nests inside holes and crevices in old architectures.Direct observation of their breeding behaviour is challenging and their breeding ecology is thus poorly studied.In this study,we analysed light-level geolocation data collected from six Beijing Swifts for the first time.Our results showed that geolocators can make comprehensive inference of their incubation period and behaviour.As a cost-effective and non-invasive method,geolocators can not only facilitate discovering migration routes,but also can be widely applied in the study of avian reproductive behaviour,especially in cavity-nesting bird species.We further discussed the characteristics and merits of this method and compared with other conventional nest-monitoring methods in recording birds. 展开更多
关键词 Using light-level geolocations to monitor incubation behaviour of a cavity-nesting bird Apus apus pekinensis
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Modeling and Sensitivity Analysis of Navigation Parameter Errors for Airborne Synthetic Aperture Radar Stereo Geolocation
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作者 PANG Lei ZHANG Jixian YAN Qin 《Geo-Spatial Information Science》 2010年第3期166-173,共8页
For the high-resolution airborne synthetic aperture radar (SAR) stereo geolocation application, the final geolocation ac- curacy is influenced by various error parameter sources. In this paper, an airborne SAR stere... For the high-resolution airborne synthetic aperture radar (SAR) stereo geolocation application, the final geolocation ac- curacy is influenced by various error parameter sources. In this paper, an airborne SAR stereo geolocation parameter error model, involving the parameter errors derived from the navigation system on the flight platform, has been put forward. Moreover, a kind of near-direct method for modeling and sensitivity analysis of navigation parameter errors is also given. This method directly uses the ground reference to calculate the covariance matrix relationship between the parameter errors and the eventual geoloeation errors for ground target points. In addition, utilizing true flight track parameters' errors, this paper gave a verification of the method and a corresponding sensitivity analysis for airborne SAR stereo geolocation model and proved its efficiency. 展开更多
关键词 airborne SAR STEREO sensitivity analysis parameter error geolocation
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HTML 5 Geolocation API应用探究
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作者 钟丽萍 《软件导刊》 2013年第3期25-27,共3页
地理位置(Geolocation)是HTML 5的重要特性之一。地理位置特性提供了确定用户位置的功能,在可允许的情况下,可以把位置分析给别人。识别地理位置的方法有很多,有通过IP地址、利用基站获取手机网络的接入位置、通过利用卫星定位获得经纬... 地理位置(Geolocation)是HTML 5的重要特性之一。地理位置特性提供了确定用户位置的功能,在可允许的情况下,可以把位置分析给别人。识别地理位置的方法有很多,有通过IP地址、利用基站获取手机网络的接入位置、通过利用卫星定位获得经纬度的GPS设备等。对HRML5Geolocation API的应用进行了探究,结果表明,其具有良好的实用性。 展开更多
关键词 HTML 5 geolocation API 地理位置定位
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A Novel Statistical AOA Model Pertinent to Indoor Geolocation
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作者 F. O. AKGUL K. PAHLAVAN 《Journal of Geographic Information System》 2010年第1期45-48,共4页
A novel statistical angle-of-arrival (AOA) model for indoor geolocation applications is presented. The modeling approach focuses on the arrivals of the multipath components with respect to the line-of-sight (LOS) path... A novel statistical angle-of-arrival (AOA) model for indoor geolocation applications is presented. The modeling approach focuses on the arrivals of the multipath components with respect to the line-of-sight (LOS) path which is an important component especially when indoor geolocation applications are considered. The model is particularly important for indoor applications where AOA information could be utilized for tracking indirect paths to aid in precise ranging in harsh and dense multipath environments where LOS path might be blocked due to obstructions. The results have been obtained by a measurement calibrated ray-tracing (RT) tool. 展开更多
关键词 ANGLE-OF-ARRIVAL INDOOR geolocation STATISTICAL modeling RAY-TRACING
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Integrating Neighborhood Geographic Distribution and Social Structure Influence for Social Media User Geolocation
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作者 Meng Zhang Xiangyang Luo Ningbo Huang 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第9期2513-2532,共20页
Geolocating social media users aims to discover the real geographical locations of users from their publicly available data,which can support online location-based applications such as disaster alerts and local conten... Geolocating social media users aims to discover the real geographical locations of users from their publicly available data,which can support online location-based applications such as disaster alerts and local content recommen-dations.Social relationship-based methods represent a classical approach for geolocating social media.However,geographically proximate relationships are sparse and challenging to discern within social networks,thereby affecting the accuracy of user geolocation.To address this challenge,we propose user geolocation methods that integrate neighborhood geographical distribution and social structure influence(NGSI)to improve geolocation accuracy.Firstly,we propose a method for evaluating the homophily of locations based on the k-order neighbor-hood geographic distribution(k-NGD)similarity among users.There are notable differences in the distribution of k-NGD similarity between location-proximate and non-location-proximate users.Exploiting this distinction,we filter out non-location-proximate social relationships to enhance location homophily in the social network.To better utilize the location-proximate relationships in social networks,we propose a graph neural network algorithm based on the social structure influence.The algorithm enables us to perform a weighted aggregation of the information of users’multi-hop neighborhood,thereby mitigating the over-smoothing problem of user features and improving user geolocation performance.Experimental results on real social media dataset demonstrate that the neighborhood geographical distribution similarity metric can effectively filter out non-location-proximate social relationships.Moreover,compared with 7 existing social relationship-based user positioning methods,our proposed method can achieve multi-granularity user geolocation and improve the accuracy by 4.84%to 13.28%. 展开更多
关键词 User geolocation social media neighborhood geographic distribution structure influence
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Geolocation and Verification of IP-Addresses with Specific Focus on IPv6
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作者 Robert Koch Mario Golling Gabi Dreo Rodosek 《通讯和计算机(中英文版)》 2013年第11期1381-1395,共15页
关键词 IPV6地址 地理位置 IP地址 验证 网络安全性 地理定位 网络实体 位置感知
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Current development and future prospects of multi-target assignment problem:A bibliometric analysis review 被引量:1
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作者 Shuangxi Liu Zehuai Lin +1 位作者 Wei Huang Binbin Yan 《Defence Technology(防务技术)》 2025年第1期44-59,共16页
The multi-target assignment(MTA)problem,a crucial challenge in command control,mission planning,and a fundamental research focus in military operations,has garnered significant attention over the years.Extensively stu... The multi-target assignment(MTA)problem,a crucial challenge in command control,mission planning,and a fundamental research focus in military operations,has garnered significant attention over the years.Extensively studied across various domains such as land,sea,air,space,and electronics,the MTA problem has led to the emergence of numerous models and algorithms.To delve deeper into this field,this paper starts by conducting a bibliometric analysis on 463 Scopus database papers using CiteSpace software.The analysis includes examining keyword clustering,co-occurrence,and burst,with visual representations of the results.Following this,the paper provides an overview of current classification and modeling techniques for addressing the MTA problem,distinguishing between static multi-target assignment(SMTA)and dynamic multi-target assignment(DMTA).Subsequently,existing solution algorithms for the MTA problem are reviewed,generally falling into three categories:exact algorithms,heuristic algorithms,and machine learning algorithms.Finally,a development framework is proposed based on the"HIGH"model(high-speed,integrated,great,harmonious)to guide future research and intelligent weapon system development concerning the MTA problem.This framework emphasizes application scenarios,modeling mechanisms,solution algorithms,and system efficiency to offer a roadmap for future exploration in this area. 展开更多
关键词 multi-target assignment Offensive and defensive confrontation Cooperative operation Modeling mechanism Solution algorithm CiteSpace analysis
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A fast-aware multi-target response prediction approach and its application in aeronautical engineering
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作者 Minzhao ZHANG Junliang DING Bin LI 《Chinese Journal of Aeronautics》 2025年第5期443-457,共15页
Response prediction is a fundamental yet challenging task in aeronautical engineering,requiring an accurate selection of sensor positions correlated with the target responses to achieve precise predictions. Unfortunat... Response prediction is a fundamental yet challenging task in aeronautical engineering,requiring an accurate selection of sensor positions correlated with the target responses to achieve precise predictions. Unfortunately, in large-scale structures, the rigorous selection of reliable sensor candidates for multi-target responses remains largely unexplored. In this paper, we propose a flexible and generalized framework for selecting the most relevant sensors to the multi-target response and predicting the target response, referred to as the Fast-aware Multi-Target Response Prediction(FMTRP) approach in the spirit of divide-and-conquer. Specifically, first, a multi-task learning module is designed to predict multi-point response tasks at the same time. Simultaneously, we meticulously devise adaptive mechanisms to facilitate loss-term reweighting and encourage prioritization of challenging tasks in multiple prediction tasks. Second, to ensure ease of interpretation,we introduce a hybrid penalty to select sensors at the group-sparsity, individual-sparsity and element-sparsity levels. Finally, due to the substantial number of candidate sensors posing a significant computational burden, we develop a more efficient search strategy and support computation to make the proposed approach applicable in practice, leading to substantial runtime improvements. Extensive experiments on aircraft standard model response datasets and large airliner test flight datasets validate the effectiveness of the proposed approach in identifying sensor locations and simultaneously predicting responses at multiple points. Compared to state-of-the-art methods,the proposed approach achieves an accuracy of over 99% in sinusoidal excitation and exhibits the shortest runtime(3.514 s). 展开更多
关键词 multi-target response prediction Sensor placement Feature selection Dynamic task prioritization Fast implementation
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