Forecasting chaotic systems with very low connectivity reservoir computers
Author:
Affiliation:
1. Department of Physics, The Ohio State University, 191 W. Woodruff Ave., Columbus, Ohio 43210, USA
2. Potomac Research LLC, 801 N. Pitt St. # 117, Alexandria, Virginia 22314, USA
Funder
College of Arts and Sciences, Ohio State University
Defense Advanced Research Projects Agency
Army Research Office
Publisher
AIP Publishing
Subject
Applied Mathematics,General Physics and Astronomy,Mathematical Physics,Statistical and Nonlinear Physics
Link
http://aip.scitation.org/doi/am-pdf/10.1063/1.5120710
Reference14 articles.
1. Harnessing Nonlinearity: Predicting Chaotic Systems and Saving Energy in Wireless Communication
2. Reservoir observers: Model-free inference of unmeasured variables in chaotic systems
3. Using machine learning to replicate chaotic attractors and calculate Lyapunov exponents from data
4. Rapid time series prediction with a hardware-based reservoir computer
5. Minimum Complexity Echo State Network
Cited by 106 articles. 订阅此论文施引文献 订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献
1. Hopf-Hopf bifurcation, period n solutions, slow-fast phenomena, and chimera of an optoelectronic reservoir computing system with single delayed feedback loop;International Journal of Non-Linear Mechanics;2024-12
2. Chaos synchronization of two coupled map lattice systems using safe reinforcement learning;Chaos, Solitons & Fractals;2024-09
3. Chaotic attractor reconstruction using small reservoirs—the influence of topology;Machine Learning: Science and Technology;2024-08-27
4. Photonic next-generation reservoir computer based on distributed feedback in optical fiber;Chaos: An Interdisciplinary Journal of Nonlinear Science;2024-07-01
5. Practical Trainable Temporal Postprocessor for Multistate Quantum Measurement;PRX Quantum;2024-06-21
1.学者识别学者识别
2.学术分析学术分析
3.人才评估人才评估
"同舟云学术"是以全球学者为主线，采集、加工和组织学术论文而形成的新型学术文献查询和分析系统，可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容，当前同舟云学术共收录了国内外主流学术期刊6万余种，收集的期刊论文及会议论文总量共计约1.5亿篇，并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询！咨询电话：010-8811{复制后删除}0370
www.globalauthorid.com
TOP
Copyright © 2019-2024 北京同舟云网络信息技术有限公司 京公网安备11010802033243号 京ICP备18003416号-3