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Satellite handover strategies based on minimum routing hops for mega LEO satellite networks
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作者 ZHU Hongtao WANG Xinyu +2 位作者 WANG Zhenyong LI Dezhi GUO Qing 《Journal of Systems Engineering and Electronics》 2026年第1期64-74,共11页
Mega low Earth orbit(LEO)satellite networks serve as effective complements to terrestrial networks.However,the dual mobility of users and LEO satellites makes inter-satellite handovers more frequent for users.Moreover... Mega low Earth orbit(LEO)satellite networks serve as effective complements to terrestrial networks.However,the dual mobility of users and LEO satellites makes inter-satellite handovers more frequent for users.Moreover,there are both ascending and descending segments in widely deployed walker-delta constellations.Even if the locations of users do not change,when the access satellites of the communicating parties are not in the same ascending or descending segment,the end-to-end latency between them will increase.To address this challenge,the self-decision handover(SDH)strategy and the joint decision handover(JDH)strategy are proposed,and they both incorporate the routing hops as a crucial handover criterion to minimize the end-to-end latency.In addition,the shortest route hop-count algorithm is designed to assist in the handover decision-making process.Simulations demonstrate that the proposed handover strategies outperform the traditional handover strategies in terms of the number of handovers and end-to-end latency. 展开更多
关键词 mega low Earth orbit(LEO)satellite network walker-delta constellation self-decision handover joint decision handover minimum routing hop
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Multi-QoS routing algorithm based on reinforcement learning for LEO satellite networks 被引量:1
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作者 ZHANG Yifan DONG Tao +1 位作者 LIU Zhihui JIN Shichao 《Journal of Systems Engineering and Electronics》 2025年第1期37-47,共11页
Low Earth orbit(LEO)satellite networks exhibit distinct characteristics,e.g.,limited resources of individual satellite nodes and dynamic network topology,which have brought many challenges for routing algorithms.To sa... Low Earth orbit(LEO)satellite networks exhibit distinct characteristics,e.g.,limited resources of individual satellite nodes and dynamic network topology,which have brought many challenges for routing algorithms.To satisfy quality of service(QoS)requirements of various users,it is critical to research efficient routing strategies to fully utilize satellite resources.This paper proposes a multi-QoS information optimized routing algorithm based on reinforcement learning for LEO satellite networks,which guarantees high level assurance demand services to be prioritized under limited satellite resources while considering the load balancing performance of the satellite networks for low level assurance demand services to ensure the full and effective utilization of satellite resources.An auxiliary path search algorithm is proposed to accelerate the convergence of satellite routing algorithm.Simulation results show that the generated routing strategy can timely process and fully meet the QoS demands of high assurance services while effectively improving the load balancing performance of the link. 展开更多
关键词 low Earth orbit(LEO)satellite network reinforcement learning multi-quality of service(QoS) routing algorithm
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DEF-based energy consumption balancing optimization for LEO satellite networks
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作者 DI Hang DONG Tao +1 位作者 LIU Zhihui JIN Shichao 《Journal of Systems Engineering and Electronics》 2025年第4期922-931,共10页
In low Earth orbit(LEO)satellite networks,on-board energy resources of each satellite are extremely limited.And with the increase of the node number and the traffic transmis-sion pressure,the energy consumption in the... In low Earth orbit(LEO)satellite networks,on-board energy resources of each satellite are extremely limited.And with the increase of the node number and the traffic transmis-sion pressure,the energy consumption in the networks presents uneven distribution.To achieve energy balance in networks,an energy consumption balancing optimization algorithm of LEO networks based on distance energy factor(DEF)is proposed.The DEF is defined as the function of the inter-satellite link dis-tance and the cumulative network energy consumption ratio.According to the minimum sum of DEF on inter-satellite links,an energy consumption balancing algorithm based on DEF is pro-posed,which can realize dynamic traffic transmission optimiza-tion of multiple traffic services.It can effectively reduce the energy consumption pressure of core nodes with high energy consumption in the network,make full use of idle nodes with low energy consumption,and optimize the energy consumption dis-tribution of the whole network according to the continuous itera-tions of each traffic service flow.Simulation results show that,compared with the traditional shortest path algorithm,the pro-posed method can improve the balancing performance of nodes by 75%under certain traffic pressure,and realize the optimiza-tion of energy consumption balancing of the whole network. 展开更多
关键词 low Earth orbit(LEO)satellite networks distance energy factor(DEF) energy consumption balancing flow trans-mission optimization.
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A Load-Balancing Routing Algorithm Based on Ant Colony Optimization and Reinforcement Learning for LEO Satellite Networks
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作者 Deng Xia Lin Wucheng +3 位作者 Hu Yingxin Hao Miaomiao Chang Le Huang Jiawei 《China Communications》 2025年第12期281-294,共14页
Low earth orbit (LEO) satellite networkscan provide wider service coverage and lower latencythan traditional terrestrial networks, which haveattracted considerable attention. However, the unevendistribution of human p... Low earth orbit (LEO) satellite networkscan provide wider service coverage and lower latencythan traditional terrestrial networks, which haveattracted considerable attention. However, the unevendistribution of human population and data trafficon the ground incurs unbalanced traffic load inLEO satellite networks. To this end, we proposea load-balancing routing algorithm for LEO satellitenetworks based on ant colony optimization and reinforcementlearning. In the ant colony algorithm,we improve the pheromone update rule by introducingload-aware heuristic information, e.g., the currentnode transmission overhead, delay and load status, andreinforcement learning-based link quality evaluation.It enables the routing algorithm to select the lightlyloaded node as the next hop to balance the networkload. We simulate and verify the proposed algorithmusing the NS2 simulation platform, and the resultsshow that our algorithm improves the data delivery ratioand throughput while ensuring lower latency andtransmission overhead. 展开更多
关键词 ant colony algorithm low earth orbit(LEO)satellite network reinforcement learning
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MULTI-CLASS TRAFFIC QOS ROUTING FOR LEO SATELLITE NETWORKS 被引量:3
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作者 蒋文娟 宗鹏 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2012年第3期254-262,共9页
Due to the diversified demands of quality of service(QoS) in volume multimedia application, QoS routings for multiservice are becoming a research hotspot in low earth orbit(LEO) satellite networks. A novel QoS sat... Due to the diversified demands of quality of service(QoS) in volume multimedia application, QoS routings for multiservice are becoming a research hotspot in low earth orbit(LEO) satellite networks. A novel QoS satellite routing algorithm for multi-class traffic is proposed. The goal of the routing algorithm is to provide the distinct QoS for different traffic classes and improve the utilization of network resources. Traffic is classified into three classes and allocated priorities based on their QoS requirements, respectively. A priority queuing mechanism guarantees the algorithm to work better for high-priority classes. In order to control the congestion, a blocking probability analysis model is built up based on the Markov process theory. Finally, according to the classification link-cost metrics, routings for different classes are calculated with the distinct QoS requirments and the status of network resource. Simulations verify the performance of the routing algorithm at different time and in different regions, and results demonstrate that the algorithm has great advantages in terms of the average delay and the blocking probability. Meanwhile, the robustness issue is also discussed. 展开更多
关键词 low earth orbit satellite networks traffic classification routing algorithm quality of service traffic and topology model
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Jointly Optimized Request Dispatching and Service Placement for MEC in LEO Network 被引量:10
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作者 Chengcheng Li Yasheng Zhang +1 位作者 Xuekun Hao Tao Huang 《China Communications》 SCIE CSCD 2020年第8期199-208,共10页
Integrating Multi-access Edge Computing(MEC) in Low Earth Orbit(LEO) network is an important way to provide globally seamless low-delay service. In this paper, we consider the scenario that MEC platforms with computat... Integrating Multi-access Edge Computing(MEC) in Low Earth Orbit(LEO) network is an important way to provide globally seamless low-delay service. In this paper, we consider the scenario that MEC platforms with computation and storage resource are deployed on LEO satellites, which is called "LEO-MEC". Service request dispatching decision is very important for resource utilization of the whole LEO-MEC system and Qo E of MEC users. Another important problem is service placement that is closely coupled with request dispatching. This paper models the joint service request dispatching and service placement problem as an optimization problem, which is a Mixed Integer Linear Programming(MILP). Our proposed mechanism solves this problem and uses the solved decision variables to dispatch requests and place services. Simulation results show that our proposed mechanism can achieve better performance in terms of ratio of served users and average hop count compared with baseline mechanism. 展开更多
关键词 Low Earth Orbit(LEO)network Multi-access Edge Computing(MEC) request dispatching service placement
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A DISTRIBUTED QOS ROUTING BASED ON ANT ALGORITHM FOR LEO SATELLITE NETWORK 被引量:7
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作者 Xu Hui Huang Fei Wu Shiqi 《Journal of Electronics(China)》 2007年第6期765-771,共7页
Low Earth Orbit (LEO) satellites provide short round-trip delays and are becoming in- creasingly important. One of the challenges in LEO satellite networks is the development of specialized and efficient routing algor... Low Earth Orbit (LEO) satellites provide short round-trip delays and are becoming in- creasingly important. One of the challenges in LEO satellite networks is the development of specialized and efficient routing algorithms. To satisfy the QoS requirements of multimedia applications, satellite routing protocols should consider handovers and minimize their effect on the active connections. A distributed QoS routing scheme based on heuristic ant algorithm is proposed for satisfying delay bound and avoiding link congestion. Simulation results show that the call blocking probabilities of this al- gorithm are less than that of Shortest Path First (SPF) with different delay bound. 展开更多
关键词 Low Earth Orbit (LEO) satellite network ROUTING Ant algorithm QOS
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Delay-optimal multi-satellite collaborative computation offloading supported by OISL in LEO satellite network
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作者 ZHANG Tingting GUO Zijian +4 位作者 LI Bin FENG Yuan FU Qi HU Mingyu QU Yunbo 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第4期805-814,共10页
By deploying the ubiquitous and reliable coverage of low Earth orbit(LEO)satellite networks using optical inter satel-lite link(OISL),computation offloading services can be provided for any users without proximal serv... By deploying the ubiquitous and reliable coverage of low Earth orbit(LEO)satellite networks using optical inter satel-lite link(OISL),computation offloading services can be provided for any users without proximal servers,while the resource limita-tion of both computation and storage on satellites is the impor-tant factor affecting the maximum task completion time.In this paper,we study a delay-optimal multi-satellite collaborative computation offloading scheme that allows satellites to actively migrate tasks among themselves by employing the high-speed OISLs,such that tasks with long queuing delay will be served as quickly as possible by utilizing idle computation resources in the neighborhood.To satisfy the delay requirement of delay-sensi-tive task,we first propose a deadline-aware task scheduling scheme in which a priority model is constructed to sort the order of tasks being served based on its deadline,and then a delay-optimal collaborative offloading scheme is derived such that the tasks which cannot be completed locally can be migrated to other idle satellites.Simulation results demonstrate the effective-ness of our multi-satellite collaborative computation offloading strategy in reducing task complement time and improving resource utilization of the LEO satellite network. 展开更多
关键词 low Earth orbit(LEO)satellite network computation offloading task migration resource allocation
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China's Observation Network For Earth's Crust Movement Now Operational
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《Bulletin of the Chinese Academy of Sciences》 2001年第1期10-10,共1页
An observation network focusing on earthquakes wascompleted one year aheadof schedule and put into operationrecently. According to scientists, this135-million-yuan (U.S.$16.3million) project could also be usedfor geod... An observation network focusing on earthquakes wascompleted one year aheadof schedule and put into operationrecently. According to scientists, this135-million-yuan (U.S.$16.3million) project could also be usedfor geodetic surveying, ionosphereand sea-level observations, 展开更多
关键词 GPS China’s Observation network For Earth’s Crust Movement Now Operational
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A Handover Strategy in the LEO Satellite-Based Constellation Networks with ISLs
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作者 LIU Gang GOU Dingyong WU Shiqi(School of Communication and Information Engineering,UESTC Chengdu 610054 China) 《Journal of Electronic Science and Technology of China》 2003年第1期22-28,共7页
A new handover strategy named minimal-hops handover(MHH) strategy for the lowearth orbit(LEO) satellite constellations networks equipped with inter-satellite links(ISLs) is proposed.MHH strategy,which is based on the ... A new handover strategy named minimal-hops handover(MHH) strategy for the lowearth orbit(LEO) satellite constellations networks equipped with inter-satellite links(ISLs) is proposed.MHH strategy,which is based on the hops of the end-to-end connection paths and makes good use of theregularity of the constellation network topology,can appropriately combine the handover procedure withrouting and efficiently solve the inter-satellite handover issue.Moreover,MHH strategy can providequality of services(QoS) guarantees to some extent.The system performances of the MHH strategy,suchas time propagation delay and handover frequency,are evaluated and compared with that of otherprevious strategies.The simulation results show that MHH strategy performs better than other previoushandover strategies. 展开更多
关键词 low earth orbit(LEO)satellite-based constellation networks time propagation delay quality of services(QoS) inter-satellite link(ISL) inter-satellite handover
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A novel approach for synthesis of hierarchical mesoporous Nd2O3 nanomaterials
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作者 Le Huu Trinh Dinh Quang Khieu +3 位作者 Hoang Thai Long Tran Thai Hoa Duong Tuan Quang Nguyen Duc Cuong 《Journal of Rare Earths》 SCIE EI CAS CSCD 2017年第7期677-682,共6页
A novel route to the fabrication of hierarchical mesoporous Nd_2O_3 nanostructures including nanospheres and nanoporous network was described. Their structure and morphology evolution of the as-synthesized materials w... A novel route to the fabrication of hierarchical mesoporous Nd_2O_3 nanostructures including nanospheres and nanoporous network was described. Their structure and morphology evolution of the as-synthesized materials were determined by various techniques such as scanning electron microscopy, transmission electron microscopy, high-resolution transmission electron microscopy, X-ray diffraction, energy-dispersive X-ray spectroscopy, Fourier transforminfrared spectra, nitrogen adsorption/desorption isotherm, and a formation mechanism was proposed. The results revealed that the Nd_2O_3 nanospheres had the diameter of 300 nm, which were composed of small primary nanoparticles(NPs) with the size of 10 nm. The nanoporous structure also formed the NPs of ca. 10 nm which were connected with each other to form a three-dimensional(3D) texture. This simple and mild approach to fabricate hierarchical mesoporous Nd_2O_3 nanostructures could be easily scaled up and potentially extended to synthesize other oxide hierarchical structures. 展开更多
关键词 Nd2O3 hierarchical nanostructures nanospheres nanoporous network rare earths
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Temperature stability of magnetic field for periodic permanent-magnet focusing system 被引量:1
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作者 Li Li Jian-Ya Chen Yun-Jie Liu 《Rare Metals》 SCIE EI CAS CSCD 2014年第2期180-184,共5页
In this study, finite element analysis based on an Ansoft Maxwell software was used to reveal the temperature stability of a magnet ring and the equivalent structural periodic permanent-magnet(PPM) focusing system. ... In this study, finite element analysis based on an Ansoft Maxwell software was used to reveal the temperature stability of a magnet ring and the equivalent structural periodic permanent-magnet(PPM) focusing system. It is found that with the temperature increasing, the decrease rate of magnetic induction peak(Bz)maxof single magnet ring is greater than that of remanence Brof magnet in the range from room temperature to 200 °C, however,the PPM focusing system do have the same temperature characteristics of permanent-magnet materials. It indicates that the magnetic temperature properties of the PPM system can be effectively controlled by adjusting the temperature properties of the magnets. Moreover, the higher permeability of the magnets indicates the less Hcb, giving rise to lower magnetic induction peak (Bz)′max: Finally, it should be noted that the magnetic orientation deviation angle θ(/15°) of permanent magnets has little effect on the focusing magnetic field of the PPM system at different temperatures and the temperature stability. The obtained results are beneficial to the design and selection of permanent magnets for PPM focusing system. 展开更多
关键词 Periodic permanent-magnets focusing system Rare earth permanent magnets Finite element simulation Temperature stability Wireless underground sensor network
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Spectral Clustering-Based Controller Placement Approach in Low-Earth-Orbit Satellite Networks
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作者 Shuotong Wei Tao Dong +3 位作者 Zhihui Liu Hang Di Qiwei Zhang Shichao Jin 《Space(Science & Technology)》 2025年第1期722-733,共12页
Because of their low latency,cost-effective construction,and rapid product updating,low-Earth-orbit(LEO)satellite networks have become an important part of the space infrastructure system.Software-defined network tech... Because of their low latency,cost-effective construction,and rapid product updating,low-Earth-orbit(LEO)satellite networks have become an important part of the space infrastructure system.Software-defined network technology provides a candidate solution to adapt quickly and flexibly to network conditions and users’requirements.However,with the numerical increase in satellites and expansion on the network scale,the multiple controller placement and the division of network control rights(MCP-DCR)problem in software-defined-network-enabled LEO satellite networks is a tough challenge with limited onboard resources and high dynamic topology.Aiming at the MCP-DCR problem in LEO satellite networks,this paper proposes a spectral clustering-based controller placement approach(SCCP)with reliability,latency,and load considered.In the proposed approach,a similarity matrix is adopted to cluster satellites firstly,and then a reliability model is constructed in which partial switch nodes are enabled with programmability.Finally,the network utility function is used to comprehensively measure network performance,and multiple controllers are determined based on network utility function optimization.Simulation results validate the effectiveness and adaptation of the proposed SCCP in multiple LEO satellite networks,which can improve the reliability and latency of controllers compared to those of the K-means-based method and exhaustive method. 展开更多
关键词 latency low earth orbit satellite networks software defined network controller placement space infrastructure reliability multiple controller placement spectral clustering
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The challenges of a Big Data Earth 被引量:7
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作者 Geoffrey Boulton 《Big Earth Data》 EI 2018年第1期1-7,共7页
The potential of big data fused with the vision of a digital Earth offers powerful opportunities to deepen understanding of the whole Earth system and the management of a sustainable planet.It is important to stand ba... The potential of big data fused with the vision of a digital Earth offers powerful opportunities to deepen understanding of the whole Earth system and the management of a sustainable planet.It is important to stand back from often confusing detail to clarify what those opportunities are and how they might be seized.The essential scientific potential of data,big or small,is to reveal patterns,which have often been the fundamental first step in stimulating inquiry,leading to new questions,new perspectives and potentially to new answers.The digital revolution has created a“digital microscope”that permits us to see patterns that have not been seen before,and when coupled with machine learning technologies to analyse them in creating statistical predictions of the behaviour of both human and non-human systems.These potentials converge with the imperative to represent an Earth system with interacting non-human and human components,as a vital contribution to the understanding and actions required in working towards planetary sustainability.But a digital Earth is also capable of being represented mathematically as a digitally networked phenomenon,analogous to an analogue computer,and should be an important target for a Big Earth Data Journal.We should also return to Al Gore’s vision of an accessible digital Earth with wide usability.Pre-determining the separate functions of parallel digital Earths risks losing one of the great potentials of big data and learning algorithms,the identification and analysis of unanticipated relationships and processes. 展开更多
关键词 Big data digital Earth digital revolution ANTHROPOCENE networked Earth Earth system
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Profile
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《Episodes》 2022年第3期347-347,共1页
Dr.Carlos Cónsole-Gonella(1980-2022)Councillor(2022-2026)Dr.Carlos Cónsole-Gonella was nominated by the Young Earth Scientists Network(YES)as an IUGS Councillor and was elected by the IUGS-IGC Council in 202... Dr.Carlos Cónsole-Gonella(1980-2022)Councillor(2022-2026)Dr.Carlos Cónsole-Gonella was nominated by the Young Earth Scientists Network(YES)as an IUGS Councillor and was elected by the IUGS-IGC Council in 2020 to serve on the Executive Committee for the period of 2022–2026.Unfortunately,at the time his term was to begin,he passed away following a rapid spread of cancer.His sudden passing at such a young age is a tragedy to his family,his colleagues,and the IUGS community.We,the IUGS Executive Committee,honor him with the publication of his photograph and biography here in Episodes. 展开更多
关键词 executive committee tragedy Carlos C nsole Gonella young earth scientists network yes IUGS Young Earth Scientists network cancer councillor
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