English(EN) Integral Formulation of QENDy for Robust Nonlinear System Identification

新的 QENDy 形式增强了非线性系统辨识的鲁棒性

作者 PulseAugur 编辑部 · [2 个来源] · 2026-06-10 03:49

研究人员推出了一种 QENDy 方法的积分形式，用于辨识非线性系统。这种新方法避免了使用时间导数，而时间导数已知会使原始算法对噪声敏感。通过消除这种依赖性，积分形式提供了一种更鲁棒的学习系统动力学的方法。 AI

排序理由该集群包含一篇学术论文，详细介绍了系统辨识方法的新形式。[lever_c_demoted from research: ic=2 ai=0.4]

AI 生成摘要 · Google Gemini · 来自 2 个来源。我们如何撰写摘要 →

报道来源 [2]

arXiv cs.LG TIER_1 English(EN) · Nikhil Saran, Sushant Pokhriyal, Stefan Klus, Rushikesh Kamalapurkar, Joel A. Rosenfeld · 2026-06-11 04:00

Integral Formulation of QENDy for Robust Nonlinear System Identification

arXiv:2606.11629v1 Announce Type: cross Abstract: This manuscript proposes an integral formulation of the newly defined quadratic embedding method for identifying nonlinear systems (QENDy). In the original algorithm, trajectory data points along with their time derivatives are us…
Hugging Face Daily Papers TIER_1 English(EN) · 2026-06-10 03:49

Integral Formulation of QENDy for Robust Nonlinear System Identification

This manuscript proposes an integral formulation of the newly defined quadratic embedding method for identifying nonlinear systems (QENDy). In the original algorithm, trajectory data points along with their time derivatives are used. Methods for calculating time derivatives make …