NEUROEVOLUTION

作品数:8被引量:20H指数:2
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Nanoparticle-Assisted Phonon Transport Modulation in Si/Ge Heterostructures Using Neuroevolution Potential Machine Learning Models
《Chinese Physics Letters》2025年第3期93-117,共25页Jincheng Yue Rongkun Chen Dengke Ma Shiqian Hu 
supported in part by the National Natural Science Foundation of China(Grant No.12105242);the Yunnan Fundamental Research Project(Grant Nos.202201AT070161 and 202301AW070006);the Department of Science and Technology of Jiangsu Province(Grant No.BK20231279);the financial support provided by the Xing Dian Talent Program;the support provided by the Graduate Scientific Research and Innovation Fund of Yunnan University(KC-23234635)。
Reducing the thermal boundary resistance(TBR)is critical to enhance the thermal management efficiency and optimize the performance of electronic and thermoelectric devices.In this study,we employed non-equilibrium mol...
关键词:evolution INTERFACIAL transport 
Adaptive 5G-and-beyond network-enabled interpretable federated learning enhanced by neuroevolution
《Science China(Information Sciences)》2024年第7期103-128,共26页Bin CAO Jianwei ZHAO Xin LIU Yun LI 
supported by Natural Science Fund of Hebei Province for Distinguished Young Scholars(Grant No.F2021202010);Science and Technology Project of Hebei Education Department(Grant No.JZX2023007);S&T Program of Hebei(Grant No.225676163GH).
Mobile telemedicine systems based on the next-generation communication will significantly enhance deep fusion of network automation and federated learning(FL),but data privacy is a paramount issue in sectors like heal...
关键词:5G-and-beyond network interpretable federated learning mobile telemedicine system fuzzy rough set theory NEUROEVOLUTION 
Molecular dynamics study of thermal conductivities of cubic diamond,lonsdaleite,and nanotwinned diamond via machine-learned potential
《Chinese Physics B》2023年第12期594-601,共8页熊佳豪 戚梓俊 梁康 孙祥 孙展鹏 汪启军 陈黎玮 吴改 沈威 
Project supported by the National Natural Science Foundation of China (Grant Nos.62004141 and 52202045);the Fundamental Research Funds for the Central Universities,China (Grant Nos.2042022kf1028 and 2042023kf0112);the Knowledge Innovation Program of Wuhan-Shuguang,China (Grant Nos.2023010201020243 and 2023010201020255);the Natural Science Foundation of Hubei Province,China (Grant No.2022CFB606);the Guangdong Basic and Applied Basic Research Fund:Guangdong–Shenzhen Joint Fund,China (Grant No.2020B1515120005)。
Diamond is a wide-bandgap semiconductor with a variety of crystal configurations,and has the potential applications in the field of high-frequency,radiation-hardened,and high-power devices.There are several important ...
关键词:DIAMOND neuroevolution potential molecular dynamics thermal conductivity phonon transport 
Derivative-free reinforcement learning:a review被引量:5
《Frontiers of Computer Science》2021年第6期75-93,共19页Hong QIAN Yang YU 
This work was supported by the Program A for Outstanding PhD Candidate of Nanjing University,National Science Foundation of China(61876077);Jiangsu Science Foundation(BK20170013);Collaborative Innovation Center of Novel Software Technology and Industrialization.
Reinforcement learning is about learning agent models that make the best sequential decisions in unknown environments.In an unknown environment,the agent needs to explore the environment while exploiting the collected...
关键词:reinforcement learning derivative-free optimization neuroevolution reinforcement learning neural architecture search 
Neuroevolution-enabled adaptation of the Jacobi method for Poisson’s equation with density discontinuities
《Theoretical & Applied Mechanics Letters》2021年第3期172-179,共8页T.-R.Xiang X.I.A.Yang Y.-P.Shi 
Shi acknowledges financial support from the National Natural Science Foundation of China(Grant 91752202).
Lacking labeled examples of working numerical strategies,adapting an iterative solver to accommodate a numerical issue,e.g.,density discontinuities in the pressure Poisson equation,is non-trivial and usually involves ...
关键词:Evolutionary neural network Jacobi method 
Neuroevolution Strategy for Time Series Prediction
《Journal of Applied Mathematics and Physics》2020年第6期1047-1065,共19页George Naskos Konstantinos Goulianas Athanasios Margaris 
Optimization is a concept, a process, and a method that all people use on a daily basis to solve their problems. The source of many optimization methods for many scientists has been the nature itself and the mechanism...
关键词:NEUROEVOLUTION Neural Networks Evolutionary Algorithms Time Series 
A Distributed Cooperative Dynamic Task Planning Algorithm for Multiple Satellites Based on Multi-agent Hybrid Learning被引量:15
《Chinese Journal of Aeronautics》2011年第4期493-505,共13页WANG Chong LI Jun JING Ning WANG Jun CHEN Hao 
Traditionally, heuristic re-planning algorithms are used to tackle the problem of dynamic task planning for multiple satellites. However, the traditional heuristic strategies depend on the concrete tasks, which often ...
关键词:multiple satellites dynamic task planning problem multi-agent systems reinforcement learning neuroevolution of augmenting topologies transfer learning 
A New Method for Evolving Artificial Neural Networks Using Genetic Algorithm
《南昌工程学院学报》2006年第2期79-82,共4页Yan Wu Wei Wan 
ProjectSupportedby NSFC (60475019)
In this paper, a new neuroevolution algorithm (NEGA) for simultaneous evolution of both architectures and weights of neural networks is described. A whole new network encoding method is shown. The competing convention...
关键词:NEUROEVOLUTION genetic algorithm neural network niching method 
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