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A Planning Method for Operational Test of UAV Swarm Based on Mission Reliability
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作者 Jingyu Wang Ping Jiang Jianjun Qi 《Computer Modeling in Engineering & Sciences》 SCIE EI 2024年第8期1889-1918,共30页
The unmanned aerial vehicle(UAV)swarm plays an increasingly important role in the modern battlefield,and the UAV swarm operational test is a vital means to validate the combat effectiveness of the UAV swarm.Due to the... The unmanned aerial vehicle(UAV)swarm plays an increasingly important role in the modern battlefield,and the UAV swarm operational test is a vital means to validate the combat effectiveness of the UAV swarm.Due to the high cost and long duration of operational tests,it is essential to plan the test in advance.To solve the problem of planning UAV swarm operational test,this study considers the multi-stage feature of a UAV swarm mission,composed of launch,flight and combat stages,and proposes a method to find test plans that can maximize mission reliability.Therefore,a multi-stage mission reliability model for a UAV swarm is proposed to ensure successful implementation of the mission.A multi-objective integer optimization method that considers both mission reliability and cost is then formulated to obtain the optimal test plans.This study first constructs a mission reliability model for the UAV swarm in the combat stage.Then,the launch stage and flight stage are integrated to develop a complete PMS(Phased Mission Systems)reliability model.Finally,the Binary Decision Diagrams(BDD)and Multi Objective Quantum Particle Swarm Optimization(MOQPSO)methods are proposed to solve the model.The optimal plans considering both reliability and cost are obtained.The proposed model supports the planning of UAV swarm operational tests and represents a meaningful exploration of UAV swarm test planning. 展开更多
关键词 UAV swarm PMS MOQPSO BDD mission reliability operational test planning
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Strategic Study on the Development of Space Science in China and Proposals for Future Missions
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作者 WANG Chi SONG Tingting +1 位作者 LI Ming CAO Song 《空间科学学报》 CAS CSCD 北大核心 2024年第4期699-703,共5页
Since 2011,the Chinese Academy of Sciences(CAS)has implemented the Strategic Priority Program on Space Science(SPP).A series of scientific satellites have been developed and launched,such as Dark Matter Particle Explo... Since 2011,the Chinese Academy of Sciences(CAS)has implemented the Strategic Priority Program on Space Science(SPP).A series of scientific satellites have been developed and launched,such as Dark Matter Particle Explorer(DAMPE),Quantum Experiments at Space Scale(QUESS),Advanced Space-based Solar Observatory(ASO-S),Einstein Probe(EP),and significant scientific outcomes have been achieved.In order to plan the future space science missions in China,CAS has organized the Chinese space science community to conduct medium and long-term development strategy studies,and summarized the major scientific frontiers of space science as“One Black,Two Dark,Three Origins and Five Characterizations”.Five main scientific themes have been identified for China’s future breakthroughs,including the Extreme Universe,Space-Time Ripples,the Panoramic View of the Sun and Earth,the Habitable Planets,and Biological&Physical Science in Space.Space science satellite missions to be implemented before 2030 are proposed accordingly. 展开更多
关键词 Space science Space missions Space exploration
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Fast solution to the free return orbit's reachable domain of the manned lunar mission by deep neural network
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作者 YANG Luyi LI Haiyang +1 位作者 ZHANG Jin ZHU Yuehe 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第2期495-508,共14页
It is important to calculate the reachable domain(RD)of the manned lunar mission to evaluate whether a lunar landing site could be reached by the spacecraft. In this paper, the RD of free return orbits is quickly eval... It is important to calculate the reachable domain(RD)of the manned lunar mission to evaluate whether a lunar landing site could be reached by the spacecraft. In this paper, the RD of free return orbits is quickly evaluated and calculated via the classification and regression neural networks. An efficient databasegeneration method is developed for obtaining eight types of free return orbits and then the RD is defined by the orbit’s inclination and right ascension of ascending node(RAAN) at the perilune. A classify neural network and a regression network are trained respectively. The former is built for classifying the type of the RD, and the latter is built for calculating the inclination and RAAN of the RD. The simulation results show that two neural networks are well trained. The classification model has an accuracy of more than 99% and the mean square error of the regression model is less than 0.01°on the test set. Moreover, a serial strategy is proposed to combine the two surrogate models and a recognition tool is built to evaluate whether a lunar site could be reached. The proposed deep learning method shows the superiority in computation efficiency compared with the traditional double two-body model. 展开更多
关键词 manned lunar mission free return orbit reachable domain(RD) deep neural network computation efficiency
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Life Origin in the Milky Way Galaxy: II. Scanning for Habitable Stellar Systems on Behalf of Future Space Missions
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作者 Alexander N. Safronov 《Journal of High Energy Physics, Gravitation and Cosmology》 CAS 2024年第2期681-692,共12页
The possibility of the life origin in the stellar systems, located at a distance of ~200 pc from the solar system, was investigated. The stars, in the spectrums of which C (carbon), O (oxygen), N (nitrogen), and P (ph... The possibility of the life origin in the stellar systems, located at a distance of ~200 pc from the solar system, was investigated. The stars, in the spectrums of which C (carbon), O (oxygen), N (nitrogen), and P (phosphorus) are found, are called DNA-stars. Based on stellar abundances a new method for searching for habitable exoplanets has been developed and a list of 48 DNA-stars in the solar neighborhood, on which life is possible, has been defined. The quota of DNA-stars is equal 1.3% of the total amount of Hypatia Stellar Catalog. Only three DNA-stars out of selected 48 stars belong to the spectral class as our Sun (G2V). The closest to the solar system is the DNA-star with the number HIP 15510, which belongs to the G8V class and is 6 pc away from the solar system. Nine DNA-stars, which have the highest chemical similarity with solar spectrum, were identified. It is identified that one of these nine stars, HIP 24681, has six planets. 展开更多
关键词 Interstellar mission Stellar Abundance HABITABILITY Hypatia Stellar Catalog DNA-Star
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“Einstein Probe”Mission Holds New Promise in Time-domain Astronomy
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作者 SONG Jianlan 《Bulletin of the Chinese Academy of Sciences》 2024年第1期8-10,共3页
Einstein Probe,an astronomical satellite designed for X-ray observation on astronomical events drastically evolving over time,was successfully sent into preset orbit by a Long March 2C rocket from China’s Xichang Sat... Einstein Probe,an astronomical satellite designed for X-ray observation on astronomical events drastically evolving over time,was successfully sent into preset orbit by a Long March 2C rocket from China’s Xichang Satellite Launch Center located in Sichuan Province at 15:03 GMT+8 on January 9,2024. 展开更多
关键词 PROBE PROMISE mission
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Mission reliability modeling and evaluation for reconfigurable unmanned weapon system-of-systems based on effective operation loop 被引量:1
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作者 CHEN Zhiwei ZHOU Ziming +2 位作者 ZHANG Luogeng CUI Chaowei ZHONG Jilong 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第3期588-597,共10页
The concept of unmanned weapon system-of-systems(UWSoS)involves a collection of various unmanned systems to achieve or accomplish a specific goal or mission.The mission reliability of UWSoS is represented by its abili... The concept of unmanned weapon system-of-systems(UWSoS)involves a collection of various unmanned systems to achieve or accomplish a specific goal or mission.The mission reliability of UWSoS is represented by its ability to finish a required mission above the baselines of a given mission.However,issues with heterogeneity,cooperation between systems,and the emergence of UWSoS cannot be effectively solved by traditional system reliability methods.This study proposes an effective operation-loop-based mission reliability evaluation method for UWSoS by analyzing dynamic reconfiguration.First,we present a new connotation of an effective operation loop by considering the allocation of operational entities and physical resource constraints.Then,we propose an effective operationloop-based mission reliability model for a heterogeneous UWSoS according to the mission baseline.Moreover,a mission reliability evaluation algorithm is proposed under random external shocks and topology reconfiguration,revealing the evolution law of the effective operation loop and mission reliability.Finally,a typical 60-unmanned-aerial-vehicle-swarm is taken as an example to demonstrate the proposed models and methods.The mission reliability is achieved by considering external shocks,which can serve as a reference for evaluating and improving the effectiveness of UWSoS. 展开更多
关键词 mission reliability unmanned weapon system-ofsystems dynamic reconfiguration effective operation loop
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Research on agile space emergency launching mission planning simulation and verification method
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作者 WU Feng LIU Xiuluo +5 位作者 WANG Jia LI Chao LIU Ying SU Jianbin ZHANG Ailiang WANG Min 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第5期1267-1284,共18页
Space emergency launching is to send a satellite into space by using a rapid responsive solid rocket in the bounded time to implement the emergency Earth observation mission.The key and difficult points mainly include... Space emergency launching is to send a satellite into space by using a rapid responsive solid rocket in the bounded time to implement the emergency Earth observation mission.The key and difficult points mainly include the business process construction of launching mission planning,validation of the effectiveness of the launching scheme,etc.This paper pro-poses the agile space emergency launching mission planning simulation and verification method,which systematically con-structs the overall technical framework of space emergency launching mission planning with multi-field area,multi-platform and multi-task parallel under the constraint of resource schedul-ing for the first time.It supports flexible reconstruction of mis-sion planning processes such as launching target planning,tra-jectory planning,path planning,action planning and launching time analysis,and can realize on-demand assembly of operation links under different mission scenarios and different plan condi-tions,so as to quickly modify and generate launching schemes.It supports the fast solution of rocket trajectory data and the accurate analysis of multi-point salvo time window recheck and can realize the fast conflict resolution of launching missions in the dimensions of launching position and launching window sequence.It supports lightweight scenario design,modular flexi-ble simulation,based on launching style,launching platform,launching rules,etc.,can realize the independent mapping of mission planning results to two-dimensional and three-dimen-sional visual simulation models,so as to achieve a smooth con-nection between mission planning and simulation. 展开更多
关键词 emergency launching launching mission planning launching process simulation satellite orbit planning rocket tra-jectory planning
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Joint mission and route planning of unmanned air vehicles via a learning-based heuristic
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作者 SHI Jianmai ZHANG Jiaming +2 位作者 LEI Hongtao LIU Zhong WANG Rui 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2023年第1期81-98,共18页
Unmanned air vehicles(UAVs) have been regularly employed in modern wars to conduct different missions. Instead of addressing mission planning and route planning separately,this study investigates the issue of joint mi... Unmanned air vehicles(UAVs) have been regularly employed in modern wars to conduct different missions. Instead of addressing mission planning and route planning separately,this study investigates the issue of joint mission and route planning for a fleet of UAVs. The mission planning determines the configuration of weapons in UAVs and the weapons to attack targets, while the route planning determines the UAV’s visiting sequence for the targets. The problem is formulated as an integer linear programming model. Due to the inefficiency of CPLEX on large scale optimization problems, an effective learningbased heuristic, namely, population based adaptive large neighborhood search(P-ALNS), is proposed to solve the model. In P-ALNS, seven neighborhood structures are designed and adaptively utilized in terms of their historical performance. The effectiveness and superiority of the proposed model and algorithm are demonstrated on test instances of small, medium and large sizes. In particular, P-ALNS achieves comparable solutions or as good as those of CPLEX on small-size(20 targets)instances in much shorter time. 展开更多
关键词 unmanned air vehicle(UAV) mission planning ROUTING adaptive large neighborhood search
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The Mission and Dilemma of College English Teachers in the New Era
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作者 DENG Yongping 《Sino-US English Teaching》 2023年第10期396-399,共4页
The construction of world-class undergraduate education with Chinese characteristics is a major mission for all college English teachers in today’s era,and a considerable proportion of college English teachers are st... The construction of world-class undergraduate education with Chinese characteristics is a major mission for all college English teachers in today’s era,and a considerable proportion of college English teachers are still in varying degrees of difficulties and bottlenecks.How to quickly achieve self-breakthrough and devote themselves to realizing the dream of serving the country and education is a higher requirement for college teachers at the national level. 展开更多
关键词 mission DILEMMA CHALLENGE COUNTERMEASURE
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Digital Simulation Platform for Satellite Launch Mission Verification
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作者 ZU Yunyu ZHANG Chi +5 位作者 BU Xiangwei XU Guoguang WU Kao XU Lijie WANG Chenxi LIU Chang 《Aerospace China》 2023年第4期9-16,共8页
To simulate the satellite launch mission under a general platform which could be used in a full-digital mode as well as in a semi-physical way, is an important way to certify the mission design performance as well as ... To simulate the satellite launch mission under a general platform which could be used in a full-digital mode as well as in a semi-physical way, is an important way to certify the mission design performance as well as technical feasibilities, and it relates to complex system simulation methods such as multi-disciplinary coupling, multi-language modeling as well as interactive simulation and virtual simulation technologies. This paper introduces the design of a digital simulation platform for satellite launch mission verification.The platform has the advantages of high generality and extensibility, being easy to build up. The Functional Mockup Interface(FMI) Standard is adopted to achieve integration of multi-source models. A WebGL based 3D visual simulation tool is also adopted to implement the virtual display system which could display the rocket launch process and rocket-satellite separation with high fidelity 3D virtual scenes. A configuration tool was developed to map the 3D objects in the visual scene with simulation physical variables for complex rocket flight control mechanisms, which greatly improves the platform's generality and extensibility. Finally the real-time performance had been tested and the YL-1 launch mission was adopted to demonstrate the functions of the platform.The platform will be used to construct a digital twin system for satellite launch missions in the future. 展开更多
关键词 digital simulation platform Functional Mockup Interface satellite launch mission WebGL based 3D virtual scenes
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A Study on Advertisements in The Chinese Recorder and Missionary Journal
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作者 WANG Hai WU Zong-yang 《Journal of Literature and Art Studies》 2021年第5期360-367,共8页
The Chinese Recorder and Missionary Journal is one of the most valued English literature in China’s history of Christianity and the key publications of missionaries from the second half of the 19th Century to the fir... The Chinese Recorder and Missionary Journal is one of the most valued English literature in China’s history of Christianity and the key publications of missionaries from the second half of the 19th Century to the first half of the 20th Century.The advertisements in it have not been properly stressed by the academic world,most of which are even deleted in the bound volumes.This paper aims to give a preliminary study on the advertisements in Chinese Recorder and Missionary Journal,comparing and analyzing advertisers,slogans and text structures and appeal methods of advertisements of shipping,banking,schools and book introduction in Chinese Recorder and Missionary Journal,thus demonstrating its significance in China’s modern advertising industry and Sino-western commercial trade and cultural exchange. 展开更多
关键词 Chinese Recorder and missionary Journal protestant missionaries in China mission press SECULARIZATION study on Advertisements in The Chinese Recorder and missionary Journal
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AC-PSO ALGORITHM FOR UAV MISSION PLANNING 被引量:2
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作者 谭皓 李玉峰 +2 位作者 王金岩 何亦征 沈春林 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 2005年第3期264-270,共7页
Choosing the best path during unmanned air vehicle (UAV) flying is the target of the UAV mission planning problem. Because of its nearly constant flight height, the UAV mission planning problem can be treated as a 2... Choosing the best path during unmanned air vehicle (UAV) flying is the target of the UAV mission planning problem. Because of its nearly constant flight height, the UAV mission planning problem can be treated as a 2-D (horizontal) path arrangement problem. By modeling the antiaircraft threat, the UAV mission planning can be mapped to the traveling seaman problem (TSP). A new algorithm is presented to solve the TSP. The algorithm combines the traditional ant colony system (ACS) with particle swarm optimization (PSO), thus being called the AC-PSO algorithm. It uses one by one tour building strategy like ACS to determine that the target point can be chosen like PSO. Experiments show that AC-PSO synthesizes both ACS and PSO and obtains excellent solution of the UAV mission planning with a higher accuracy. 展开更多
关键词 unmanned air vehicle mission planning particle swarm optimization evolutionary computation
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Modeling for UAV resource scheduling under mission synchronization 被引量:2
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作者 Jia Zeng Xiaoke Yang +1 位作者 Lingyu Yang Gongzhang Shen 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第5期821-826,共6页
Unmanned aerial vehicle(UAV) resource scheduling means to allocate and aggregate the available UAV resources depending on the mission requirements and the battlefield situation assessment.In previous studies,the mod... Unmanned aerial vehicle(UAV) resource scheduling means to allocate and aggregate the available UAV resources depending on the mission requirements and the battlefield situation assessment.In previous studies,the models cannot reflect the mission synchronization;the targets are treated respectively,which results in the large scale of the problem and high computational complexity.To overcome these disadvantages,a model for UAV resource scheduling under mission synchronization is proposed,which is based on single-objective non-linear integer programming.And several cooperative teams are aggregated for the target clusters from the available resources.The evaluation indices of weapon allocation are referenced in establishing the objective function and the constraints for the issue.The scales of the target clusters are considered as the constraints for the scales of the cooperative teams to make them match in scale.The functions of the intersection between the "mission time-window" and the UAV "arrival time-window" are introduced into the objective function and the constraints in order to describe the mission synchronization effectively.The results demonstrate that the proposed expanded model can meet the requirement of mission synchronization,guide the aggregation of cooperative teams for the target clusters and control the scale of the problem effectively. 展开更多
关键词 unmanned aerial vehicle(UAV) mission planning resource scheduling mission synchronization time-window integer programming target cluster.
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Cutting-Edge Space Exploration Technology Maturity Level Facilitation with Support of Space Debris Removal Missions 被引量:2
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作者 Hamed Ahmadloo Jingrui Zhang 《Journal of Beijing Institute of Technology》 EI CAS 2018年第4期477-484,共8页
Considering current space debris situation in outer space environment,different methods for debris removal missions are proposed.In addition,advanced technologies are needed to be demonstrated for future human space e... Considering current space debris situation in outer space environment,different methods for debris removal missions are proposed.In addition,advanced technologies are needed to be demonstrated for future human space exploration programs.The main issue regarding to these missions is high mission cost for both debris removal missions and space environmental tests to achieve high maturity level for new space-usable technologies.Since,these missions are unavoidable for future of human space activities,a solution which can tackle these challenges is necessary.This paper will address to an idea which has the possibility to give a solution for facilitating technology readiness level(TRL)maturity tests by debris removal mission platform consideration. 展开更多
关键词 space debris removal missions technology demonstrator missions technology readiness level drag augmentation methods
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Global Mission Sensitivity Study for Phased MissionSystem with Analysis of Variance Method 被引量:1
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作者 吴昕阳 武小悦 《Journal of Donghua University(English Edition)》 EI CAS 2014年第6期809-811,共3页
A comprehensive mission sensitivity analysis index based on Sobol's index called global mission sensitivity( GMS) was proposed in this paper which focused on analyzing the mission sensitivity of components of phas... A comprehensive mission sensitivity analysis index based on Sobol's index called global mission sensitivity( GMS) was proposed in this paper which focused on analyzing the mission sensitivity of components of phased mission systems( PMS). The simulation strategy of GMS based on a Petri net and Monte Carlo method was presented which had broad applicability. Finally,the GMS and Birnbaum's sensitivity of components in a PMS example were compared. The GMS of component is demonstrated to be more adaptable to reflect the component mission sensitivity when the rated reliability parameters of components cannot be obtained, and components have state dependency or the system is subjected to common cause failure. 展开更多
关键词 phased mission system(PMS) global mission sensitivity(GMS) Sobol’s index
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基于Mission Planner的无人机自主导航测量系统设计与实现 被引量:2
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作者 马晨皓 杨国东 +1 位作者 邸健 张旭晴 《科学技术与工程》 北大核心 2022年第27期11792-11800,共9页
针对目前测量工具价格较为昂贵、测量手段多采用人工采集的方式,设计一款基于Mission Planner开源地面站和全球导航卫星系统(global navigation satellite system, GNSS)相结合的无人机自主导航测量系统。该系统由四旋翼无人机、APM(adv... 针对目前测量工具价格较为昂贵、测量手段多采用人工采集的方式,设计一款基于Mission Planner开源地面站和全球导航卫星系统(global navigation satellite system, GNSS)相结合的无人机自主导航测量系统。该系统由四旋翼无人机、APM(advanced power management)控制器、Mission Planner地面站和PPK(post processed kinematic)后差分系统构成,共设计手动和自动导航两种控制方式。自动导航模式中可通过Mission Planner地面测控系统的地图模块、数据交互模块,实现无人机按照设计预设航线进行飞行,并获取目标点的空间三维坐标。通过GNSS-BDS/GPS系统定位试验和自动导航对比试验得出,此套自动测量系统静态达到厘米级的定位精度,自动导航模式下的定位精度达到分米级。最终将其应用到点位坐标测量中,该系统所测得数据误差控制在10 cm内,满足测量工作中的基本需求。研究结果可对今后开展全自主测量技术设备的研发提供理论基础和实践参考。 展开更多
关键词 mission Planner 自主导航 测量系统 PPK 无人机
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Establishing in Shandong:A Study on the Relationship Between the American Board of Commissioners for Foreign Missions and the Folk Secret Sects in Shandong
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作者 LI Nan 《Cultural and Religious Studies》 2022年第7期379-384,共6页
In the northwest of Shandong Province during Late Qing Dynasty,the struggle for survival among the villagers became social norm due to the fragility of the natural ecology,which was not only an important cause of loca... In the northwest of Shandong Province during Late Qing Dynasty,the struggle for survival among the villagers became social norm due to the fragility of the natural ecology,which was not only an important cause of local social unrest,but also complicated social relations.The potential anti-government tendencies of folk secret sects made them the targets of Qing government’s crackdown.In order to seek survival and development,the folk secret sects in northwest Shandong turned their eyes to Christian churches for political protect that was North China Mission of the American Board of Commissioners for Foreign Missions.With the help of secret sects,missionaries of the North China Mission gained a foothold in northwest Shandong.But they were not willing to provide political protect for secret sects.They only used the social ties of secret sects to wedge themselves into the rural society of northwest Shandong,hoping to establish Christian mission stations and develop Christian communities,not to integrate with secret sects. 展开更多
关键词 secret sect Ligua sect North China mission American Board of Commissioners for Foreign missions
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First-round design of the flight scenario for Chang’e-2’s extended mission:take off from lunar orbit 被引量:8
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作者 Yang Gao Heng-Nian Li Sheng-Mao He 《Acta Mechanica Sinica》 SCIE EI CAS CSCD 2012年第5期1466-1478,共13页
Chang'e-2, Chinese second lunar probe, was inserted into a 100 km altitude low lunar orbit on October 9th, 2010, its purpose is to continuously photograph the lunar surface and possibly chosen landing sites for futur... Chang'e-2, Chinese second lunar probe, was inserted into a 100 km altitude low lunar orbit on October 9th, 2010, its purpose is to continuously photograph the lunar surface and possibly chosen landing sites for future lunar missions. The probe will still carry considerable amount of propellant after completing all prescribed tasks in about six months. After the successful launch of Chang'e-2, we began designing the probe's subsequent flight scenario, considering a total impulse of 1 100 m/s for takeoff from low lunar orbit and a maximum 3× 10^6 km distance for Earth-probe telecom- munication. Our first-round effort proposed a preliminary flight scenario that involves consecutive arrivals at the halo orbits around the Earth-Moon L1/L2 and Sun-Earth L1/L2 points, near-Earth asteroid flyby, Earth return, and lunar impact. The designed solution of Chang'e-2's subsequent flight scenario is a multi-segment flight trajectory that serves as a reference for making the final decision on Chang'e-2's extended mission, which is a flight to the Sun-Earth L2 point, and a possible scheme of lunar impact via Earth flyby after remaining at the Sun-Earth L2 point was also presented. The proposed flight trajectory, which possesses acceptable solution accuracy for mission analysis, is a novel design that effectively exploits the invariant manifolds in the circular restricted three-body problem and the patched-manifold-conic method. 展开更多
关键词 Chang'e-2 Lunar mission Lagrange point Invariant manifold Patched-manifold-conic method
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Spatial Downscaling of the Tropical Rainfall Measuring Mission Precipitation Using Geographically Weighted Regression Kriging over the Lancang River Basin, China 被引量:6
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作者 LI Yungang ZHANG Yueyuan +2 位作者 HE Daming LUO Xian JI Xuan 《Chinese Geographical Science》 SCIE CSCD 2019年第3期446-462,共17页
Satellite-based precipitation products have been widely used to estimate precipitation, especially over regions with sparse rain gauge networks. However, the low spatial resolution of these products has limited their ... Satellite-based precipitation products have been widely used to estimate precipitation, especially over regions with sparse rain gauge networks. However, the low spatial resolution of these products has limited their application in localized regions and watersheds.This study investigated a spatial downscaling approach, Geographically Weighted Regression Kriging(GWRK), to downscale the Tropical Rainfall Measuring Mission(TRMM) 3 B43 Version 7 over the Lancang River Basin(LRB) for 2001–2015. Downscaling was performed based on the relationships between the TRMM precipitation and the Normalized Difference Vegetation Index(NDVI), the Land Surface Temperature(LST), and the Digital Elevation Model(DEM). Geographical ratio analysis(GRA) was used to calibrate the annual downscaled precipitation data, and the monthly fractions derived from the original TRMM data were used to disaggregate annual downscaled and calibrated precipitation to monthly precipitation at 1 km resolution. The final downscaled precipitation datasets were validated against station-based observed precipitation in 2001–2015. Results showed that: 1) The TRMM 3 B43 precipitation was highly accurate with slight overestimation at the basin scale(i.e., CC(correlation coefficient) = 0.91, Bias = 13.3%). Spatially, the accuracies of the upstream and downstream regions were higher than that of the midstream region. 2) The annual downscaled TRMM precipitation data at 1 km spatial resolution obtained by GWRK effectively captured the high spatial variability of precipitation over the LRB. 3) The annual downscaled TRMM precipitation with GRA calibration gave better accuracy compared with the original TRMM dataset. 4) The final downscaled and calibrated precipitation had significantly improved spatial resolution, and agreed well with data from the validated rain gauge stations, i.e., CC = 0.75, RMSE(root mean square error) = 182 mm, MAE(mean absolute error) = 142 mm, and Bias = 0.78%for annual precipitation and CC = 0.95, RMSE = 25 mm, MAE = 16 mm, and Bias = 0.67% for monthly precipitation. 展开更多
关键词 PRECIPITATION Tropical Rainfall Measuring mission(TRMM) 3B43 Geographically Weighted Regression Kriging(GWRK) SPATIAL DOWNSCALING the Lancang River Basin China
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Self-organized search-attack mission planning for UAV swarm based on wolf pack hunting behavior 被引量:12
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作者 HU Jinqiang WU Husheng +2 位作者 ZHAN Renjun MENASSEL Rafik ZHOU Xuanwu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第6期1463-1476,共14页
Cooperative search-attack is an important application of unmanned aerial vehicle(UAV)swarm in military field.The coupling between path planning and task allocation,the heterogeneity of UAVs,and the dynamic nature of t... Cooperative search-attack is an important application of unmanned aerial vehicle(UAV)swarm in military field.The coupling between path planning and task allocation,the heterogeneity of UAVs,and the dynamic nature of task environment greatly increase the complexity and difficulty of the UAV swarm cooperative search-attack mission planning problem.Inspired by the collaborative hunting behavior of wolf pack,a distributed selforganizing method for UAV swarm search-attack mission planning is proposed.First,to solve the multi-target search problem in unknown environments,a wolf scouting behavior-inspired cooperative search algorithm for UAV swarm is designed.Second,a distributed self-organizing task allocation algorithm for UAV swarm cooperative attacking of targets is proposed by analyzing the flexible labor division behavior of wolves.By abstracting the UAV as a simple artificial wolf agent,the flexible motion planning and group task coordinating for UAV swarm can be realized by self-organizing.The effectiveness of the proposed method is verified by a set of simulation experiments,the stability and scalability are evaluated,and the integrated solution for the coupled path planning and task allocation problems for the UAV swarm cooperative search-attack task can be well performed. 展开更多
关键词 search-attack mission planning unmanned aerial vehicle(UAV)swarm wolf pack hunting behavior swarm intelligence labor division
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