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Air-to-ground reconnaissance-attack task allocation for heterogeneous UAV swarm
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作者 LUO Yuelong JIANG Xiuqiang +1 位作者 ZHONG Suchuan JI Yuandong 《Journal of Systems Engineering and Electronics》 2025年第1期155-175,共21页
A task allocation problem for the heterogeneous unmanned aerial vehicle (UAV) swarm in unknown environments is studied in this paper.Considering that the actual mission environment information may be unknown,the UAV s... A task allocation problem for the heterogeneous unmanned aerial vehicle (UAV) swarm in unknown environments is studied in this paper.Considering that the actual mission environment information may be unknown,the UAV swarm needs to detect the environment first and then attack the detected targets.The heterogeneity of UAVs,multiple types of tasks,and the dynamic nature of task environment lead to uneven load and time sequence problems.This paper proposes an improved contract net protocol (CNP) based task allocation scheme,which effectively balances the load of UAVs and improves the task efficiency.Firstly,two types of task models are established,including regional reconnaissance tasks and target attack tasks.Secondly,for regional reconnaissance tasks,an improved CNP algorithm using the uncertain contract is developed.Through uncertain contracts,the area size of the regional reconnaissance task is determined adaptively after this task assignment,which can improve reconnaissance efficiency and resource utilization.Thirdly,for target attack tasks,an improved CNP algorithm using the fuzzy integrated evaluation and the double-layer negotiation is presented to enhance collaborative attack efficiency through adjusting the assignment sequence adaptively and multi-layer allocation.Finally,the effectiveness and advantages of the improved method are verified through comparison simulations. 展开更多
关键词 unmanned aerial vehicle(UAV)swarm reconnaissance-attack coupled task allocation contract net protocol(CNP) fuzzy integrated evaluation double-layer negotiation
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云环境中Bag-of-tasks应用的多核虚拟计算资源分配机制研究 被引量:1
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作者 宋浒 李京 刘新春 《小型微型计算机系统》 CSCD 北大核心 2014年第1期12-18,共7页
云计算环境为用户提供了大量弹性可扩展的基础设施资源,用户可以按需购买和支付服务.如果云平台能够自动分配给一批任务合理规模的计算资源,将会方便用户使用并且较大节省用户服务成本.本文在瀚海星云云计算平台上构建了一个软件应用服... 云计算环境为用户提供了大量弹性可扩展的基础设施资源,用户可以按需购买和支付服务.如果云平台能够自动分配给一批任务合理规模的计算资源,将会方便用户使用并且较大节省用户服务成本.本文在瀚海星云云计算平台上构建了一个软件应用服务层,提供Bag-of-tasks(BoT)应用公共服务.根据历史信息通过回归方法和BP神经网络方法对BoT中的子任务进行执行时间预测.然后使用最大并发度概念,在虚拟机内存是否满足任务情况下,提出了VMA,NP-IO和NP-DP三种算法.最后,使用图片分割软件作为BoT应用,从资源分配情况、任务完成率和算法时间复杂度方面验证了算法的有效性. 展开更多
关键词 云计算 SAAS服务 Bag-of-tasks 资源分配
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Earth observation satellite scheduling for emergency tasks 被引量:12
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作者 SUN Haiquan XIA Wei +1 位作者 HU Xiaoxuan XU Chongyan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第5期931-945,共15页
The earth observation satellites(EOSs)scheduling problem for emergency tasks often presents many challenges.For example,the scheduling calculation should be completed in seconds,the scheduled task rate is supposed to ... The earth observation satellites(EOSs)scheduling problem for emergency tasks often presents many challenges.For example,the scheduling calculation should be completed in seconds,the scheduled task rate is supposed to be as high as possible,the disturbance measure of the scheme should be as low as possible,which may lead to the loss of important observation opportunities and data transmission delays.Existing scheduling algorithms are not designed for these requirements.Consequently,we propose a rolling horizon strategy(RHS)based on event triggering as well as a heuristic algorithm based on direct insertion,shifting,backtracking,deletion,and reinsertion(ISBDR).In the RHS,the driven scheduling mode based on the emergency task arrival and control station time window events are designed to transform the long-term,large-scale problem into a short-term,small-scale problem,which can improve the schedulability of the original scheduling scheme and emergency response sensitivity.In the ISBDR algorithm,the shifting rule with breadth search capability and backtracking rule with depth search capability are established to realize the rapid adjustment of the original plan and improve the overall benefit of the plan and early completion of emergency tasks.Simultaneously,two heuristic factors,namely the emergency task urgency degree and task conflict degree,are constructed to improve the emergency task scheduling guidance and algorithm efficiency.Finally,we conduct extensive experiments by means of simulations to compare the algorithms based on ISBDR and direct insertion,shifting,deletion,and reinsertion(ISDR).The results demonstrate that the proposed algorithm can improve the timeliness of emergency tasks and scheduling performance,and decrease the disturbance measure of the scheme,therefore,it is more suitable for emergency task scheduling. 展开更多
关键词 EMERGENCY task ROLLING HORIZON SHIFTING RULE backtrackingrule
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Scheduling algorithm based on critical tasks in heterogeneous environments 被引量:4
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作者 Lan Zhou Sun Shixin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2008年第2期398-404,F0003,共8页
Heterogeneous computing is one effective method of high performance computing with many advantages. Task scheduling is a critical issue in heterogeneous environments as well as in homogeneous environments. A number of... Heterogeneous computing is one effective method of high performance computing with many advantages. Task scheduling is a critical issue in heterogeneous environments as well as in homogeneous environments. A number of task scheduling algorithms for homogeneous environments have been proposed, whereas, a few for heterogeneous environments can be found in the literature. A novel task scheduling algorithm for heterogeneous environments, called the heterogeneous critical task (HCT) scheduling algorithm is presented. By means of the directed acyclic graph and the gantt graph, the HCT algorithm defines the critical task and the idle time slot. After determining the critical tasks of a given task, the HCT algorithm tentatively duplicates the critical tasks onto the processor that has the given task in the idle time slot, to reduce the start time of the given task. To compare the performance of the HCT algorithm with several recently proposed algorithms, a large set of randomly generated applications and the Gaussian elimination application are randomly generated. The experimental result has shown that the HCT algorithm outperforms the other algorithm. 展开更多
关键词 list scheduling task duplication task graphs heterogeneous environment parallel processing.
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Distributed tasks-platforms scheduling method to holonic-C2 organization 被引量:3
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作者 WANG Xun YAO Peiyang +2 位作者 ZHANG Jieyong WAN Lujun JIA Fangchao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2019年第1期110-120,共11页
To solve the problem of distributed tasks-platforms scheduling in holonic command and control(C2) organization,the basic elements of the organization are analyzed firstly and the formal description of organizational e... To solve the problem of distributed tasks-platforms scheduling in holonic command and control(C2) organization,the basic elements of the organization are analyzed firstly and the formal description of organizational elements and structure is provided. Based on the improvement of task execution quality,a single task resource scheduling model is established and the solving method based on the m-best algorithm is proposed. For the problem of tactical decision-holon cannot handle tasks with low priority effectively, a distributed resource scheduling collaboration mechanism based on platform pricing and a platform exchange mechanism based on resource capacities are designed. Finally,a series of experiments are designed to prove the effectiveness of these methods. The results show that the proposed distributed scheduling methods can realize the effective balance of platform resources. 展开更多
关键词 COMMAND and control (C2) decision-holon distributed task allocation task EXECUTION quality platform PRICE order optimization.
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Multi-satellite observation integrated scheduling method oriented to emergency tasks and common tasks 被引量:23
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作者 Guohua Wu Manhao Ma +1 位作者 Jianghan Zhu Dishan Qiu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第5期723-733,共11页
Satellite observation scheduling plays a significant role in improving the efficiency of satellite observation systems.Although many scheduling algorithms have been proposed,emergency tasks,characterized as importance... Satellite observation scheduling plays a significant role in improving the efficiency of satellite observation systems.Although many scheduling algorithms have been proposed,emergency tasks,characterized as importance and urgency(e.g.,observation tasks orienting to the earthquake area and military conflict area),have not been taken into account yet.Therefore,it is crucial to investigate the satellite integrated scheduling methods,which focus on meeting the requirements of emergency tasks while maximizing the profit of common tasks.Firstly,a pretreatment approach is proposed,which eliminates conflicts among emergency tasks and allocates all tasks with a potential time-window to related orbits of satellites.Secondly,a mathematical model and an acyclic directed graph model are constructed.Thirdly,a hybrid ant colony optimization method mixed with iteration local search(ACO-ILS) is established to solve the problem.Moreover,to guarantee all solutions satisfying the emergency task requirement constraints,a constraint repair method is presented.Extensive experimental simulations show that the proposed integrated scheduling method is superior to two-phased scheduling methods,the performance of ACO-ILS is greatly improved in both evolution speed and solution quality by iteration local search,and ACO-ILS outperforms both genetic algorithm and simulated annealing algorithm. 展开更多
关键词 satellite scheduling emergency task ant colony optimization(ACO) iteration local search(ILS) acyclic directed graph model
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Method to Evaluate Earliest Release Time of New Real-time Tasks 被引量:1
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作者 QIAN Guangming SU Shen 《计算机工程》 CAS CSCD 北大核心 2018年第12期62-67,共6页
In a periodic real-time system scheduled with the Earliest Deadline First (EDF) algorithm,it is necessary to compress some current tasks to avoid overloading if new task requests to run. Compressing a task means that ... In a periodic real-time system scheduled with the Earliest Deadline First (EDF) algorithm,it is necessary to compress some current tasks to avoid overloading if new task requests to run. Compressing a task means that its period is prolonged while its computation time keeps unchanged. An interesting problem is to find the earliest time to release new tasks without any deadline missing,that is,the earliest smooth insertion time. In this paper,a general frame to calculate the earliest time with multiple rounds of deadline checking is given,which shows that the checking can be done from the request time of the new tasks. A smart way is provided and proved,which takes the value of theΔchecking of the current round as the time step to the next. These techniques potentially reduce the amount of the calculation and the number of the rounds of the checking to get the earliest time. Simulation results are also given to support the conclusion. 展开更多
关键词 total UTILIZATION NEW tasks INSERTION simple WAY smart WAY Δchecking
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Real-time online rescheduling for multiple agile satellites with emergent tasks 被引量:3
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作者 WEN Jun LIU Xiaolu HE Lei 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2021年第6期1407-1420,共14页
The emergent task is a kind of uncertain event that satellite systems often encounter in the application process.In this paper,the multi-satellite distributed coordinating and scheduling problem considering emergent t... The emergent task is a kind of uncertain event that satellite systems often encounter in the application process.In this paper,the multi-satellite distributed coordinating and scheduling problem considering emergent tasks is studied.Due to the limitation of onboard computational resources and time,common online onboard rescheduling methods for such problems usually adopt simple greedy methods,sacrificing the solution quality to deliver timely solutions.To better solve the problem,a new multi-satellite onboard scheduling and coordinating framework based on multi-solution integration is proposed.This method uses high computational power on the ground and generates multiple solutions,changing the complex onboard rescheduling problem to a solution selection problem.With this method,it is possible that little time is used to generate a solution that is as good as the solutions on the ground.We further propose several multi-satellite coordination methods based on the multi-agent Markov decision process(MMDP)and mixed-integer programming(MIP).These methods enable the satellite to make independent decisions and produce high-quality solutions.Compared with the traditional centralized scheduling method,the proposed distributed method reduces the cost of satellite communication and increases the response speed for emergent tasks.Extensive experiments show that the proposed multi-solution integration framework and the distributed coordinating strategies are efficient and effective for onboard scheduling considering emergent tasks. 展开更多
关键词 agile satellite scheduling emergent task onboard rescheduling distributed coordinating multi-solution integration
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Distributed point-to-point routing method for tasks in cloud control systems 被引量:1
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作者 WANG Guan ZHAN Yufeng +1 位作者 XIA Yuanqing YAN Liping 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2022年第4期792-804,共13页
With the rapid development of cloud computing and control theory, a new paradigm of networked control systems called cloud control systems is proposed to meet the requirements of large-scale and complex applications. ... With the rapid development of cloud computing and control theory, a new paradigm of networked control systems called cloud control systems is proposed to meet the requirements of large-scale and complex applications. Currently, cloud control systems are mainly built by using a centralized architecture. The centralized system is overly dependent on the central control plane and has huge challenges in large-scale heterogeneous node systems. In this paper, we propose a decentralized approach to establish cloud control systems by proposing a distributed point-to-point task routing method. A considerable number of tasks in the system will not rely on the central plane and will be directly routed to the target devices through the pointto-point routing method, which improves the horizontal scalability of the cloud control system. The point-to-point routing method directly gives a unique address to every task, making inter-task communication more efficient in a complex heterogeneous and busy cloud control systems. Finally, we experimentally demonstrate that the distributed point-to-point task routing approach is compatible against the state-of-the-art central systems in large-scale task situations. 展开更多
关键词 cloud control system task routing cloud-edge-device cooperation
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ASIC1a和TASKs在大鼠癫痫持续状态模型中的作用
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作者 李凤珍 介崇崇 +2 位作者 韩文静 柴晓燕 李杰 《神经解剖学杂志》 CAS CSCD 北大核心 2020年第3期283-288,共6页
目的:探讨酸敏感离子通道1a(ASIC1a)、弱内向整流钾通道相关的酸敏感钾通道1和3(TASK-1和TASK-3)在大鼠癫痫持续状态(SE)中的表达及其在癫痫持续状态中的作用.方法:成年雄性SD大鼠随机分为对照组(control)和SE组,应用氯化锂-匹罗卡品诱... 目的:探讨酸敏感离子通道1a(ASIC1a)、弱内向整流钾通道相关的酸敏感钾通道1和3(TASK-1和TASK-3)在大鼠癫痫持续状态(SE)中的表达及其在癫痫持续状态中的作用.方法:成年雄性SD大鼠随机分为对照组(control)和SE组,应用氯化锂-匹罗卡品诱导SE模型,采用real time RT-PCR和Western Blot技术分别检测海马组织ASIC1a、TASK-1和TASK-3在SE后0、1、2和3 h mRNA、蛋白表达水平,应用膜片钳技术观察SE后ASIC1a、TASK-1和TASK-3对海马CA1区锥体神经元兴奋性的影响.结果:在mRNA水平,与control组相比,SE组ASIC1a在2和3h、TASK-1在1h、TASK-3在3h时间点表达显著减少.在蛋白水平,与control组相比,SE组ASIC1a、TASK-1和TASK-3在3h时间点表达均显著降低.与SE control组相比,给予ASIC1a抑制剂后动作电位(AP)的频率明显降低,给予TASK-1和TASK-3抑制剂后,AP的频率均显著增加.结论:SE后大鼠海马区ASIC1a、TASK-1和TASK-3表达下调,且ASIC1a、TASK-1和TASK-3改变了海马CA1区锥体神经元的兴奋性,参与了SE的发生过程. 展开更多
关键词 癫痫 癫痫持续状态 ASIC1a task-1 task-3 大鼠
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Online task planning method of anti-ship missile based on rolling optimization 被引量:1
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作者 LU Faxing DAI Qiuyang +1 位作者 YANG Guang JIA Zhengrong 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第3期720-731,共12页
Based on the wave attack task planning method in static complex environment and the rolling optimization framework, an online task planning method in dynamic complex environment based on rolling optimization is propos... Based on the wave attack task planning method in static complex environment and the rolling optimization framework, an online task planning method in dynamic complex environment based on rolling optimization is proposed. In the process of online task planning in dynamic complex environment,online task planning is based on event triggering including target information update event, new target addition event, target failure event, weapon failure event, etc., and the methods include defense area reanalysis, parameter space update, and mission re-planning. Simulation is conducted for different events and the result shows that the index value of the attack scenario after re-planning is better than that before re-planning and according to the probability distribution of statistical simulation method, the index value distribution after re-planning is obviously in the region of high index value, and the index value gap before and after re-planning is related to the degree of posture change. 展开更多
关键词 target allocation of anti-ship missile defense area rolling optimization task re-planning
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Effects of pooling,specialization,and discretionary task completion on queueing performance
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作者 JIANG Houyuan 《运筹学学报(中英文)》 CSCD 北大核心 2024年第3期81-96,共16页
Pooling,unpooling/specialization,and discretionary task completion are typical operational strategies in queueing systems that arise in healthcare,call centers,and online sales.These strategies may have advantages and... Pooling,unpooling/specialization,and discretionary task completion are typical operational strategies in queueing systems that arise in healthcare,call centers,and online sales.These strategies may have advantages and disadvantages in different operational environments.This paper uses the M/M/1 and M/M/2 queues to study the impact of pooling,specialization,and discretionary task completion on the average queue length.Closed-form solutions for the average M/M/2 queue length are derived.Computational examples illustrate how the average queue length changes with the strength of pooling,specialization,and discretionary task completion.Finally,several conjectures are made in the paper. 展开更多
关键词 queuing systems pooling SPECIALIZATION discretionary task completion average queue length
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An Analysis of Li's Prose The Great Goal with Gee's "the Seven Building Tasks"
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作者 Li Binglin Zhan Jing 《学术界》 CSSCI 北大核心 2016年第10期257-264,共8页
This paper,by using the theory of Seven Building Tasks to analyze the Prose The Great Goal2 which was ever analyzed from the perspective of theme and rheme structure,aims to demonstrate the application of the new theo... This paper,by using the theory of Seven Building Tasks to analyze the Prose The Great Goal2 which was ever analyzed from the perspective of theme and rheme structure,aims to demonstrate the application of the new theory Severn Building Tasks to analyzing an essay,and thus provide a fresh theory and approach for English learners to analyze prose and learn the English language. 展开更多
关键词 言谈分析 七个建筑物任务 目标 散文
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Dynamic access task scheduling of LEO constellation based on space-based distributed computing
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作者 LIU Wei JIN Yifeng +2 位作者 ZHANG Lei GAO Zihe TAO Ying 《Journal of Systems Engineering and Electronics》 SCIE CSCD 2024年第4期842-854,共13页
A dynamic multi-beam resource allocation algorithm for large low Earth orbit(LEO)constellation based on on-board distributed computing is proposed in this paper.The allocation is a combinatorial optimization process u... A dynamic multi-beam resource allocation algorithm for large low Earth orbit(LEO)constellation based on on-board distributed computing is proposed in this paper.The allocation is a combinatorial optimization process under a series of complex constraints,which is important for enhancing the matching between resources and requirements.A complex algorithm is not available because that the LEO on-board resources is limi-ted.The proposed genetic algorithm(GA)based on two-dimen-sional individual model and uncorrelated single paternal inheri-tance method is designed to support distributed computation to enhance the feasibility of on-board application.A distributed system composed of eight embedded devices is built to verify the algorithm.A typical scenario is built in the system to evalu-ate the resource allocation process,algorithm mathematical model,trigger strategy,and distributed computation architec-ture.According to the simulation and measurement results,the proposed algorithm can provide an allocation result for more than 1500 tasks in 14 s and the success rate is more than 91%in a typical scene.The response time is decreased by 40%com-pared with the conditional GA. 展开更多
关键词 beam resource allocation distributed computing low Earth obbit(LEO)constellation spacecraft access task scheduling
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基于进化多任务的稀疏大规模多目标优化 被引量:1
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作者 梁正平 王侃 +2 位作者 周倩 王继刚 朱泽轩 《计算机学报》 北大核心 2025年第2期358-380,共23页
稀疏大规模多目标优化存在稀疏位置探测困难、搜索空间巨大等诸多挑战,现有为数不多的稀疏大规模多目标优化算法在稀疏位置的探测准确率和非零决策变量的优化程度方面尚存在较大提升空间.为进一步提升稀疏大规模多目标优化的性能,本文... 稀疏大规模多目标优化存在稀疏位置探测困难、搜索空间巨大等诸多挑战,现有为数不多的稀疏大规模多目标优化算法在稀疏位置的探测准确率和非零决策变量的优化程度方面尚存在较大提升空间.为进一步提升稀疏大规模多目标优化的性能,本文从辅助任务构建与优化、辅助任务重新初始化、知识迁移等三个方面,提出了基于进化多任务优化的稀疏大规模多目标优化算法(Evolutionary Multi-Task for Sparse Large-scale Multi-objective Op⁃timization,SLMO-EMT).其中,辅助任务构建与优化方面,基于主任务精英解的稀疏分布,采用两种不同的方式对决策变量的搜索空间进行限定,构建分别用于对稀疏位置和非零决策变量进行降维优化的两个辅助任务.辅助任务重新初始化方面,根据辅助任务在历史迭代中的知识迁移效果,对其搜索空间和当前种群进行更新,以使辅助任务可持续促进主任务的进化.知识迁移方面,首先基于轮询方式和各辅助任务的知识迁移概率,挑选用于知识迁移的辅助任务,再基于相似度挑选适合的知识受体,最后在子代生成过程中采用迁移知识引导的局部交叉,借助辅助任务的知识促进主任务的进化.为验证SLMO-EMT的性能,将其与8个先进的稀疏大规模多目标优化算法在1000-10000维的32个基准测试实例,以及8个应用测试实例上进行对比,实验结果表明SLMO-EMT对于稀疏大规模多目标优化问题的求解具有明显的竞争优势.SLMO-EMT的源代码已在Github上公开:https://github.com/CIA-SZU/WK. 展开更多
关键词 稀疏大规模多目标优化 进化多任务 辅助任务 知识迁移
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任务自适应增强的人机特征解耦可分级压缩 被引量:1
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作者 安平 沙莉娅 +2 位作者 吴颖 杨超 黄新彭 《信号处理》 北大核心 2025年第2期399-408,共10页
图像压缩作为一项关键技术,旨在传输过程中保留尽可能少的关键信息,同时使得压缩后的图像保持较好的质量。而随着计算机视觉的发展,图像的主要消费者不仅仅是人类而更多的是机器,因此探索一种能够同时面向人类视觉和机器视觉的图像压缩... 图像压缩作为一项关键技术,旨在传输过程中保留尽可能少的关键信息,同时使得压缩后的图像保持较好的质量。而随着计算机视觉的发展,图像的主要消费者不仅仅是人类而更多的是机器,因此探索一种能够同时面向人类视觉和机器视觉的图像压缩方法十分具有意义。然而,现有的基于学习的图像编码技术虽然已经在人眼感知质量上取得了显著性的进步,但由于信号保真度及语义保真度的方法在驱动目标上存在分歧,无法同时满足机器视觉和人眼的需求。因此,本文提出了任务自适应增强的特征解耦可分级压缩方法,旨在利用单一比特流来支持多种视觉任务,并根据需求进行图像的选择性重建或完全重建。具体而言,本方法将图像特征解耦为目标特征和背景特征分别进行压缩和重建,所得到的目标图像用于后续目标检测和语义分割任务,而高质量完整重建的图像供人眼观看。这样不仅在实现视觉任务时避免了重建完整图像,提高压缩效率,还能够满足人眼的不同需求。此外,为了解决因目标区域重要性差异而引起的任务性能不平衡问题,本方法还设计了可插拔的任务自适应单元,并将其嵌入在目标特征解码器中,从而可以根据具体任务需求调整特征以增强重建目标图像的分析性能,而无须重新训练整个网络。实验结果证明,该方法与其他编解码器相比,展现出了更优的任务性能和速率失真(RateDistortion)性能。 展开更多
关键词 图像压缩 人机协同 特征解耦 任务自适应增强
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面向细粒度应急物资配送的空间众包任务分配算法 被引量:1
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作者 刘俊岭 吴晴晴 +1 位作者 孙焕良 许景科 《计算机应用研究》 北大核心 2025年第2期494-500,共7页
应急物资的“最后一公里”配送为整个救援行动的末端环节,是提高整个救援行动效率的关键所在。为了解决细粒度的应急物资配送任务分配问题,提出了一种基于K-means聚类的博弈论任务分配算法,该算法能够保证所有任务在容忍时间内得到分配... 应急物资的“最后一公里”配送为整个救援行动的末端环节,是提高整个救援行动效率的关键所在。为了解决细粒度的应急物资配送任务分配问题,提出了一种基于K-means聚类的博弈论任务分配算法,该算法能够保证所有任务在容忍时间内得到分配的同时最小化工人数量;然后,设计了一种延迟更新优化策略以进一步提升算法的运行效率;最后,在真实数据集上进行实验,结果表明所提算法与随机任务分配算法、贪心任务分配算法、K-means聚类任务分配算法相比,在工人数量方面分别减少了38%、28%、10%。结合延迟更新优化策略后,算法在最优分配结果的基础上提升了12.5%的运行效率,验证了所提算法的有效性与实用性。 展开更多
关键词 空间众包 应急物资配送 任务分配 博弈论 最小化工人数量
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一种基于雾计算的多服务器协同任务处理方法
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作者 马跃 鞠成恩 +3 位作者 王广义 尹震宇 张飞青 毕志颖 《小型微型计算机系统》 北大核心 2025年第7期1745-1751,共7页
本文针对船舶制造过程中由于任务量增加,服务器之间共同对任务处理时计算资源无法满足任务处理需要和任务处理过程效率低的问题,提出了一种多服务器协同的物联网任务处理方法.该方法首先建立了雾计算系统下任务卸载模型,对任务卸载过程... 本文针对船舶制造过程中由于任务量增加,服务器之间共同对任务处理时计算资源无法满足任务处理需要和任务处理过程效率低的问题,提出了一种多服务器协同的物联网任务处理方法.该方法首先建立了雾计算系统下任务卸载模型,对任务卸载过程中影响任务处理相关因素和问题进行分析.通过分析任务处理过程中所需要的资源与服务器处理能力之间的关系,提出了一种基于Lyapunov optimization原理的任务处理策略,通过多个服务器相互合作来提供任务处理所需要的资源、保证任务可以顺利完成.同时,利用背包原理选择最优服务器对任务进行卸载处理,提出一种动态的任务传输和执行过程平行处理的方法来提高任务的处理效率.最后,通过试验证明了所提方法的有效性. 展开更多
关键词 物联网 雾计算 任务卸载 任务调度
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融合知识图谱和大模型的高校科研管理问答系统设计 被引量:3
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作者 王永 秦嘉俊 +1 位作者 黄有锐 邓江洲 《计算机科学与探索》 北大核心 2025年第1期107-117,共11页
科研管理是高校管理中的重要组成部分,但现有的科研管理系统难以满足用户的个性化需求。以高校科研管理向智能化转型为需求导向,将知识图谱、传统模型和大语言模型相结合,共同构建新一代高校科研管理问答系统。采集科研知识用于构建科... 科研管理是高校管理中的重要组成部分,但现有的科研管理系统难以满足用户的个性化需求。以高校科研管理向智能化转型为需求导向,将知识图谱、传统模型和大语言模型相结合,共同构建新一代高校科研管理问答系统。采集科研知识用于构建科研知识图谱。利用同时进行意图分类和实体提取的多任务模型进行语义解析。借助解析结果来生成查询语句,并从知识图谱中检索信息来回复常规问题。将大语言模型与知识图谱相结合,以辅助处理开放性问题。在意图和实体具有关联的数据集上的实验结果表明,采用的多任务模型在意图分类和实体识别任务上的F1值分别为0.958和0.937,优于其他对比模型和单任务模型。Cypher生成测试表明了自定义Prompt在激发大语言模型涌现能力方面的成效,利用大语言模型实现文本生成Cypher的准确率达到85.8%,有效处理了基于知识图谱的开放性问题。采用知识图谱、传统模型和大语言模型搭建的问答系统的准确性为0.935,很好地满足了智能问答的需求。 展开更多
关键词 知识图谱 多任务模型 意图分类 命名实体识别 大语言模型
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非工作时间工作连通行为对员工影响的元分析——工作自主性和心理脱离的中介作用 被引量:1
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作者 李虎 李建国 +1 位作者 曾磊 苏凌洁 《心理科学进展》 北大核心 2025年第3期411-424,I0001-I0003,共17页
随着现代通信技术发展,非工作时间工作连通行为(Work Connectivity Behavior After-hours,简称WCBA)日益普遍且影响复杂。本研究基于71篇文献进行元分析发现:(1)WCBA既会通过工作自主性对工作−家庭平衡和任务绩效产生正向影响,又会通过... 随着现代通信技术发展,非工作时间工作连通行为(Work Connectivity Behavior After-hours,简称WCBA)日益普遍且影响复杂。本研究基于71篇文献进行元分析发现:(1)WCBA既会通过工作自主性对工作−家庭平衡和任务绩效产生正向影响,又会通过心理脱离对工作−家庭平衡和任务绩效产生负向影响;(2)相较于心理脱离的负向中介作用,工作自主性在WCBA与任务绩效之间的正向中介作用更强;相较于工作自主性的正向中介作用,心理脱离在WCBA与工作−家庭平衡之间的负向中介作用更强。本研究厘清了WCBA在家庭领域和工作领域差异化影响的中间机制,对工作−家庭边界领域的研究进行了更新与补充。 展开更多
关键词 非工作时间工作连通行为 工作−家庭平衡 任务绩效 资源保存理论
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