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Deterministic Convergence Analysis for GRU Networks via Smoothing Regularization
《Computers, Materials & Continua》2025年第5期1855-1879,共25页Qian Zhu Qian Kang Tao Xu Dengxiu Yu Zhen Wang 
supported by the National Science Fund for Distinguished Young Scholarship(No.62025602);National Natural Science Foundation of China(Nos.U22B2036,11931015);the Fok Ying-Tong Education Foundation China(No.171105);the Fundamental Research Funds for the Central Universities(No.G2024WD0151);in part by the Tencent Foundation and XPLORER PRIZE.
In this study,we present a deterministic convergence analysis of Gated Recurrent Unit(GRU)networks enhanced by a smoothing L_(1)regularization technique.While GRU architectures effectively mitigate gradient vanishing/...
关键词:Gated recurrent unit REGULARIZATION convergence 
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 
Synthesis of an adaptive control system for unstable and deterministic chaotic processes with m-inputs and n-outputs
《Journal of Control and Decision》2025年第1期150-158,共9页Mamyrbek Beisenbi Andas Adilbayev Gulzhan Uskenbayeva Saule Akmetova 
The paper proposes a method for solving the problem of synthesis of an adaptive control system for unstable and deterministic chaotic processes in the class of‘dovetail’catastrophes for objects with m-inputs and n-o...
关键词:CHAOS model adaptive control ‘swallowtail’ vector 
Reinforcement learning with soft temporal logic constraints using limit-deterministic generalized Büchi automaton
《Journal of Automation and Intelligence》2025年第1期39-51,共13页Mingyu Cai Zhangli Zhou Lin Li Shaoping Xiao Zhen Kan 
supported by the National Natural Science Foundation of China under Grant 62173314.
This paper investigates control synthesis for motion planning under conditions of uncertainty,specifically in robot motion and environmental properties,which are modeled using a probabilistic labeled Markov decision p...
关键词:Formal methods in robotics and automation Linear temporal logic Motion planning Optimal control 
Joint offloading decision and resource allocation in vehicular edge computing networks
《Digital Communications and Networks》2025年第1期71-82,共12页Shumo Wang Xiaoqin Song Han Xu Tiecheng Song Guowei Zhang Yang Yang 
supported by Future Network Scientific Research Fund Project (FNSRFP-2021-ZD-4);National Natural Science Foundation of China (No.61991404,61902182);National Key Research and Development Program of China under Grant 2020YFB1600104;Key Research and Development Plan of Jiangsu Province under Grant BE2020084-2。
With the rapid development of Intelligent Transportation Systems(ITS),many new applications for Intelligent Connected Vehicles(ICVs)have sprung up.In order to tackle the conflict between delay-sensitive applications a...
关键词:Computation offloading Resource allocation Vehicular edge computing Potential game Multi-agent deep deterministic policy gradient 
State-Incomplete Intelligent Dynamic Multipath Routing Algorithm in LEO Satellite Networks
《China Communications》2025年第2期1-11,共11页Peng Liang Wang Xiaoxiang 
The low Earth orbit(LEO)satellite networks have outstanding advantages such as wide coverage area and not being limited by geographic environment,which can provide a broader range of communication services and has bec...
关键词:deep deterministic policy gradient LEO satellite network message passing neuron network multipath routing 
Deterministic quantum state and gate teleportation between distant superconducting chips
《Science Bulletin》2025年第3期351-358,共8页Jiawei Qiu Yang Liu Ling Hu Yukai Wu Jingjing Niu Libo Zhang Wenhui Huang Yuanzhen Chen Jian Li Song Liu Youpeng Zhong Luming Duan Dapeng Yu 
supported by the Key-Area Research and Development Program of Guangdong Province(2018B030326001);the National Natural Science Foundation of China(U1801661,12174178,12374471,12204228);the Guangdong Innovative and Entrepreneurial Research Team Program(2016ZT06D348);the Guangdong Provincial Key Laboratory(2019B121203002);the Science,Technology and Innovation Commission of Shenzhen Municipality(KYTDPT20181011104202253,KQTD20210811090049034,K21547502);the Shenzhen Science and Technology Program(RCYX20221008092907026);the Shenzhen-Hong Kong Cooperation Zone for Technology and Innovation(HZQB-KCZYB-2020050);the Natural Science Foundation of Beijing(Z190012);support from the Tsinghua University Initiative Scientific Research Program and the Ministry of Education of China.
Quantum teleportation is of both fundamental interest and great practical importance in quantum information science.To date,quantum teleportation has been implemented in various physical systems,among which supercondu...
关键词:Superconducting circuits Quantum network Quantum computing Flying microwave photon 
Short-Term Wind Speed Forecasts over the Pearl River Estuary:Numerical Model Evaluation and Deterministic Post-Processing
《Journal of Tropical Meteorology》2024年第4期390-404,共15页SUN Xian SUN Lei LIANG Xiu-ji SU Ye-kang HUANG Wen-min KANG Hong-ping XIA Dong 
Science and Technology Research Project of Guangdong Meteorological Service(GRMC2021M19,GRMC2022Q16,GRMC2023M29)。
The Pearl River Estuary(PRE)is one of China’s busiest shipping hubs and fishery production centers,as well as a region with abundant island tourism and wind energy resources,which calls for accurate short-term wind f...
关键词:Pearl River Estuary wind speed forecast numerical model evaluation bias correction multi-model ensemble 
The analysis of deterministic and stochastic SIM model with general information intervention
《International Journal of Biomathematics》2024年第8期291-307,共17页Yang Tan Lin Yang 
In this paper,we propose an epidemic model with the impact of information intervention and general incidence rate in deterministic and stochastic environment,respectively.The information intervention prompts susceptib...
关键词:Information intervention asymptotically stable white noise EXTINCTION persistent in the mean 
DetSpace:Distributed Congestion Free Routing for Global Deterministic Network in Mega-Constellations
《China Communications》2024年第12期203-216,共14页Li Jihao Li Hewu Lai Zeqi Wang Xiaomo 
This work is supported by National Key Research and Development Plan of China(2022YFB3105204).
Emerging long-range industrial IoT applications(e.g.,remote patient monitoring)have increasingly higher requirements for global deterministic delay.Although many existing methods have built deterministic networks in s...
关键词:congestion free deterministic network mega-constellations path diversity 
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