RESOURCE_ALLOCATION

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Key Mechanisms on Resource Optimization Allocation in Minority Game Based on Reinforcement Learning
《Tsinghua Science and Technology》2025年第2期721-731,共11页Changyan Di Tianyi Wang Qingguo Zhou Jinqiang Wang 
partially supported by the National Natural Science Foundation of China(Nos.U22A20261 and 61402210);the National Key R&D Program of China(No.2020YFC0832500);the Gansu Province Science and Technology Major Project-Industrial Project(No.22ZD6GA048);the Gansu Province Key Research and Development Plan-Industrial Project(No.22YF7GA004);the Fundamental Research Funds for the Central Universities(Nos.lzujbky-2022-kb12,lzujbky-2021-sp43,lzujbky-2020-sp02,lzujbky-2019-kb51,and lzujbky-2018-k12);the Science and Technology Plan of Qinghai Province(No.2020-GX-164);the Supercomputing Center of Lanzhou University,and the Gansu Provincial Science and Technology Major Special Innovation Consortium Project(No.21ZD3GA002)。
The emergence of coordinated and consistent macro behavior among self-interested individuals competing for limited resources represents a central inquiry in comprehending market mechanisms and collective behavior.Trad...
关键词：minority game optimization of resource allocation multi-agent system reinforcement learning 
Intelligent Energy-Efficient Resource Allocation for Multi-UAV-Assisted Mobile Edge Computing Networks
《China Communications》2025年第4期339-355,共17页Hu Han Shen Le Zhou Fuhui Wang Qun Zhu Hongbo 
supported by National Natural Science Foundation of China(No.62471254);National Natural Science Foundation of China(No.92367302)。
The unmanned aerial vehicle(UAV)-assisted mobile edge computing(MEC)has been deemed a promising solution for energy-constrained devices to run smart applications with computationintensive and latency-sensitive require...
关键词：dynamic trajectory optimization intelligent resource allocation unmanned aerial vehicle uav assisted uav assisted mec energy efficiency smart applications mobile edge computing mec deep reinforcement learning 
Study on the Impact of Strong Provincial Capitals on Regional Innovation Efficiency
《Proceedings of Business and Economic Studies》2025年第2期43-48,共6页Chuan Huang 
Strong provincial capital is an important initiative for underdeveloped regions to realize rapid regional economic development through leading by point,which is related to the overall situation of China's economic hig...
关键词：Strong provincial capitals Regional innovation efficiency Technological progress Resource allocation Growth poles 
DDPG-Based Intelligent Computation Offloading and Resource Allocation for LEO Satellite Edge Computing Network
《China Communications》2025年第3期1-15,共15页Jia Min Wu Jian Zhang Liang Wang Xinyu Guo Qing 
supported by National Natural Science Foundation of China No.62231012;Natural Science Foundation for Outstanding Young Scholars of Heilongjiang Province under Grant YQ2020F001;Heilongjiang Province Postdoctoral General Foundation under Grant AUGA4110004923.
Low earth orbit(LEO)satellites with wide coverage can carry the mobile edge computing(MEC)servers with powerful computing capabilities to form the LEO satellite edge computing system,providing computing services for t...
关键词：computation offloading deep deterministic policy gradient low earth orbit satellite mobile edge computing resource allocation 
Joint communication and computation design for secure integrated sensing and semantic communication system
《Science China(Information Sciences)》2025年第3期350-366,共17页Jianxin DAI Hui FAN Zhouxiang ZHAO Yongjun XU Zhaohui YANG Xu GAN Zhaoyang ZHANG 
supported in part by National Mobile Communications Research Laboratory,Southeast University(Grant No.2023D03);National Key R&D Program of China(Grant No.2023YFB2904804);National Natural Science Foundation of China(Grant Nos.62394292,62394290)。
As a new communication paradigm,semantic communication(SC)differs from conventional communication based on bit transmission by transmitting semantic information,which demonstrates enormous potential in improving commu...
关键词：integrated sensing and semantic communication(ISsC) resource allocation beamforming design security robust optimization 
On Optimizing Resource Allocation:A Comparative Review of Resource Allocation Strategies in HetNets
《Computer Modeling in Engineering & Sciences》2025年第3期2211-2245,共35页Jeta Dobruna Zana Limani Fazliu Iztok Humar Mojca Volk 
supported by the Slovenian Research and Innovation Agency(ARIS)within the Research Program P2-0425:“Decentralized Solutions for the Digitalization of Industry and Smart Cities and Communities”;supported by the Ministry of Education,Science,Technology and Innovation of Republic of Kosovo through the annual small grant projects.
Resource allocation remains a challenging issue in communication networks,and its complexity is continuously increasing with the densification of the networks.With the evolution of new wireless technologies such as Fi...
关键词：Resource allocation wireless communication heterogeneous networks resource allocation algorithms 
Resource Allocation and Performance Analysis in D2D Underlay Cellular Networks with Poisson Cluster Process
《Journal of Communications and Information Networks》2025年第1期71-80,共10页Shuai Chen Kunqi Guo 
Device-to-device(D2D)communication underlay cellular networks offers several benefits,including offloading cellular traffic and improving throughput.In this paper,a scheme is proposed for D2D communication underlay ce...
关键词：coverage probability D2D communication Poisson cluster process resource allocation 
Joint User Association,Resource Allocation and Trajectory Design for Multi-UAV-Aided NOMA Wireless Communication Systems
《China Communications》2025年第3期217-233,共17页Yin Sixing Qu Zhaowei Yu Peng 
supported by Beijing Natural Science Fund–Haidian Original Innovation Joint Fund(L232040 and L232045).
In this paper,we investigate a multi-UAV aided NOMA communication system,where multiple UAV-mounted aerial base stations are employed to serve ground users in the downlink NOMA communication,and each UAV serves its as...
关键词：NOMA resource allocation trajectory design UAV communications user association 
Security Risk Assessment and Risk-oriented Defense Resource Allocation for Cyber-physical Distribution Networks Against Coordinated Cyber Attacks
《Journal of Modern Power Systems and Clean Energy》2025年第1期312-324,共13页Shuheng Wei Zaijun Wu Junjun Xu Yanzhe Cheng Qinran Hu 
supported by the National Natural Science Foundation of China(No.52377086);the Postgraduate Research&Practice Innovation Program of Jiangsu Province(No.SJCX23_0063)。
With the proliferation of advanced communication technologies and the deepening interdependence between cyber and physical components,power distribution networks are subject to miscellaneous security risks induced by ...
关键词：Coordinated cyber attack defense resource allocation multi-objective optimization power distribution network security risk assessment 
Deep-EERA:DRL-Based Energy-Efficient Resource Allocation in UAV-Empowered Beyond 5G Networks
《Tsinghua Science and Technology》2025年第1期418-432,共15页Shabeer Ahmad Jinling Zhang Ali Nauman Adil Khan Khizar Abbas Babar Hayat 
supported by the National Natural Science Foundation of China(No.62271063);the National Key Laboratory of Science and Technology on Vacuum Electronics,and the Director Fund of Beijing Key Laboratory of Space-ground Interconnection and Convergence.
The rise of innovative applications,like online gaming,smart healthcare,and Internet of Things(IoT)services,has increased demand for high data rates and seamless connectivity,posing challenges for Beyond 5G(B5G)networ...
关键词：Deep Reinforcement Learning(DRL) Unmanned Aerial Vehicles(UAVs) resource allocation energy efficiency 5G and beyond network 
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