中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Trajectory tracking on the optimal path of two-dimensional quadratic barrier escaping

文献类型:期刊论文

作者Zhao, Zengxuan1; Zhang, Xiuying1; Zhao, Pengchen1; Wang, Chunyang1,2; Xia, Chunlei2; Imran, Mushtaq Rana1; Nyasulu, Joelous Malamula1
刊名CHINESE PHYSICS B
出版日期2025-05-01
卷号34期号:5页码:4
关键词trajectory tracking optimal path two-dimensional barrier escaping deep learning
ISSN号1674-1056
DOI10.1088/1674-1056/adcb99
通讯作者Wang, Chunyang(wchy@foxmail.com)
英文摘要The diffusion trajectory of a Brownian particle passing over the saddle point of a two-dimensional quadratic potential energy surface is tracked in detail according to the deep learning strategies. Generative adversarial networks (GANs) emanating in the category of machine learning (ML) frameworks are used to generate and assess the rationality of the data. While their optimization is based on the long short-term memory (LSTM) strategies. In addition to drawing a heat map, the optimal path of two-dimensional (2D) diffusion is simultaneously demonstrated in a stereoscopic space. The results of our simulation are completely consistent with the previous theoretical predictions.
WOS关键词ION FUSION REACTIONS ; THERMAL FLUCTUATIONS
WOS研究方向Physics
语种英语
WOS记录号WOS:001488578300001
资助机构Natural Science Foundation of Shandong Province ; Innovation Project for Graduate Students of Ludong University ; LSTM
源URL[http://ir.yic.ac.cn/handle/133337/40963]  
专题烟台海岸带研究所_中科院海岸带环境过程与生态修复重点实验室
通讯作者Wang, Chunyang
作者单位1.Ludong Univ, Inst Theoret Phys, Sch Phys & Optoelect Engn, Yantai 264025, Peoples R China
2.Chinese Acad Sci, Yantai Inst Coastal Zone Res, Yantai 264003, Peoples R China
推荐引用方式
GB/T 7714
Zhao, Zengxuan,Zhang, Xiuying,Zhao, Pengchen,et al. Trajectory tracking on the optimal path of two-dimensional quadratic barrier escaping[J]. CHINESE PHYSICS B,2025,34(5):4.
APA Zhao, Zengxuan.,Zhang, Xiuying.,Zhao, Pengchen.,Wang, Chunyang.,Xia, Chunlei.,...&Nyasulu, Joelous Malamula.(2025).Trajectory tracking on the optimal path of two-dimensional quadratic barrier escaping.CHINESE PHYSICS B,34(5),4.
MLA Zhao, Zengxuan,et al."Trajectory tracking on the optimal path of two-dimensional quadratic barrier escaping".CHINESE PHYSICS B 34.5(2025):4.

入库方式: OAI收割

来源:烟台海岸带研究所

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