Nonlinear Dynamics

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2 papers in the last 28 days · 0.1% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

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Period ending 2026-09-14

1 new paper

A weekly snapshot of new work published in Nonlinear Dynamics.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Nonlinear Dynamics.

52 papers

Latest in Nonlinear Dynamics

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  1. Tensor-Train Weak SINDy: Identifying High-Dimensional Nonlinear Dynamics

    Sep 8, 2026Will Houser, Vanja Dukic, David M. BortzSystem IdentificationNonlinear Dynamics

  2. Exploring Nonlinear Body Oscillations for Natural Quadruped Gaits

    Sep 1, 2026Annika Schmidt, Davide Calzolari, Arne Sachtler +13Nonlinear DynamicsOscillatory Dynamics

  3. Koopman Representation of Nonlinear Virtual Environments in Kinesthetic Haptic Systems

    Aug 11, 2026Yanting Zhou, Jozsef Kövecses, James Richard ForbesKoopman OperatorHaptic Feedback

  4. End-to-End Neural Decomposition with Koopman Operators for Time-Series Forecasting

    Aug 9, 2026De-Yan Lu, Xugang Lu, Yu Tsao +1Koopman OperatorTime Series Forecasting

  5. Spectral Distillation: From Nonlinear Dynamics to Linear State-Space Models

    Aug 5, 2026Liane Galanti, Devan Shah, Shlomo Fortgang +1System IdentificationNonlinear Dynamics

  6. Beyond Linear Dynamics: Neural Bilinear Dynamical Models for Time Series Forecasting

    Aug 5, 2026Mengzhou Gao, Huangqian Yu, Pengfei JiaoNonlinear DynamicsLong-Horizon Forecasting

  7. A Forward-Inverse Dynamic Game Framework for Enhanced Multi-Agent Trajectory Planning

    Aug 3, 2026Tianle Liu, Youcheng Niu, Jing Zeng +2Mean Field GamesModel-Free Reinforcement Learning

  8. Temperature-driven inversion and nonlinear dynamics in ChatGPT-like AIs

    Aug 2, 2026Neil F. Johnson, Frank Yingjie Huo, Bella Xinrui LiNonlinear DynamicsEmergence

  9. Verifier-Guided Model Discovery for Physical Dynamical Systems with Pretrained Symbolic Transformers

    Aug 1, 2026Farbod Faraji, Francesco BelardinelliSymbolic RegressionNonlinear Dynamics

  10. From Classification to Regression: Using a Fruitfly to Solve Equations

    Jul 29, 2026Shady E. Ahmed, Panos StinisRegressionNonlinear Dynamics

  11. MetaKoopman: Bayesian Meta-Learning of Koopman Operators for Modeling Structured Dynamics under Distribution Shifts

    Jul 28, 2026Mahmoud Selim, Sriharsha Bhat, Karl H. JohanssonModel Predictive ControlKoopman Operator

  12. Learning switched non-linear dynamical systems from a single trajectory

    Jul 26, 2026Sunny G. W. Wang, Hemant TyagiNonlinear DynamicsFinite Time Analysis

  13. An Introduction to Sparse Identification of Nonlinear Dynamics for Engineering Applications

    Jul 16, 2026Yao Cheng Li, Ana Larrañaga, Steven L. Brunton +1System IdentificationNonlinear Dynamics

  14. Structured Fluctuations and the Information Dynamics of Self-Maintenance in Growing Neural Cellular Automata

    Jul 14, 2026Atsushi Masumori, Hiroki Sato, Takashi IkegamiNeural Cellular AutomataSelf-Repair

  15. Heuristic Learning for Active Flow Control Using Coding Agents

    Jul 13, 2026Paul Garnier, Jonathan Viquerat, Elie HachemNeural ControlHeuristics

  16. Robustly Invertible Nonlinear Dynamics and the BiLipREN: From Inversion-Based Control to Generative Trajectory Modelling

    Jul 10, 2026Yurui Zhang, Ruigang Wang, Ian R. ManchesterNonlinear DynamicsRecurrent Neural Networks

  17. Quantum simulation of real-world nonlinear dynamics via Koopman method

    Jul 8, 2026Baoyang Zhang, Dong An, Zhaoyuan Meng +4Koopman OperatorNonlinear Dynamics

  18. Empirical Minimal-Realisation Compression of Deep Neural Networks via Controllability-Observability Tests

    Jul 5, 2026Anis Hamadouche, Amir HussainConvolutional Neural Network CompressionDeep Neural Network

  19. Deep Reinforcement Learning for Spacecraft Attitude Control During Atmospheric Re-Entry

    Jun 30, 2026Alexander Fabisch, Melvin Laux, Mariela De Lucas Álvarez +2Attitude ControlOff-Policy Reinforcement Learning

  20. Heterogeneous synaptic motifs bridge microscale structure and macroscale nonlinear dynamics

    Jun 26, 2026Meiyi Zhang, Jinjian Yu, Louis Tao +1Synaptic PlasticityFunctional Networks

  21. Frequency-Domain Neural ODEs for Modeling Non-Linear Dynamical Systems

    Jun 20, 2026Mohammed Ashraf, Ayman A. El-BadawyNeural Ordinary Differential EquationsNonlinear Dynamics

  22. Distinguishing indistinguishable attractors: Unsupervised anomaly detection with reservoir computers

    Jun 19, 2026Davide Prosperino, Haochun Ma, Christoph RäthReservoir ComputingUnsupervised Anomaly Detection

  23. Multi-Fidelity SINDy: Sparse Discovery of Nonlinear Dynamical Systems with Fidelity-Weighted Measurements

    Jun 14, 2026Filippo Zacchei, Ana Larrañaga, Attilio Frangi +2System IdentificationNonlinear Dynamics

  24. From inverse problems to neural operators: prediction, mechanism, and generalization of data-driven models

    Jun 8, 2026Conor RowanNeural OperatorsNeural Ordinary Differential Equations

  25. Empirical Transfer Operators and Finite-Sample Change Detection for Noisy Expanding Interval Maps

    Jun 5, 2026Aparna RajputChange-Point DetectionTransitions

  26. AdaKoop: Efficient Modeling of Nonlinear Dynamics from Nonstationary Data Streams with Koopman Operator Regression

    Jun 3, 2026Naoki Chihara, Ren Fujiwara, Yasuko Matsubara +1Koopman OperatorNonlinear Dynamics

  27. Trajectory-Aware Node Contributions and the Limits of Static Controllability

    Jun 2, 2026Valentina Kuskova, Dmitry Zaytsev, Michael CoppedgeNonlinear DynamicsControllability

  28. Neural Network Compression by Approximate Differential Equivalence

    May 31, 2026Ravi Dhiman, Andrea Passarella, Mirco Tribastone +1Convolutional Neural Network CompressionMagnitude-Based Pruning

  29. Flow map learning in nonlinear vector autoregressive models: influence of the feature-library structure on the training error

    May 29, 2026Markus GrossNonlinear DynamicsReservoir Computing

  30. k-Inductive Neural Barrier Certificates for Unknown Nonlinear Dynamics

    May 19, 2026Ben Wooding, Hongchao Zhang, Taylor T. Johnson +1Control Barrier FunctionsFinite-Sample Certificates

  31. Coupling-Informed Transport Maps for Bayesian Filtering in Nonlinear Dynamical Systems

    May 13, 2026Dengfei Zeng, Lijian Jiang, Shuyu Sun +1Bayesian FilteringOptimal Transport

  32. Parallel-in-Time Training of Recurrent Neural Networks for Dynamical Systems Reconstruction

    May 12, 2026Florian Hess, Florian Götz, Daniel DurstewitzRecurrent Neural NetworksRecurrent Model

  33. Safe Exploration for Nonlinear Processes Using Online Gaussian Process Learning

    May 10, 2026Stefano Tonini, Soroush Rastegarpour, Hamid Reza Feyzmahdavian +2Robust ControlLyapunov Function

  34. Discovery of Nonlinear Dynamics with Automated Basis Function Generation

    May 10, 2026Mohammad Amin Basiri, Charles NicholsonSymbolic RegressionSystem Identification

  35. Nonlinear GENERIC Informed Neural Networks (N-GINNs): learning GENERIC dynamics with non-quadratic dissipation potentials

    May 9, 2026Vojtěch Votruba, Zequn He, Weilun Qiu +2Energy DissipationThermodynamics

  36. Koopman Identification of Nonlinear Systems via Reservoir Liftings

    May 6, 2026Weibin Gu, Chen Yang, Lu ShiKoopman OperatorReservoir Computing

  37. Robust Path Tracking for Vehicles via Continuous-Time Residual Learning: An ICODE-MPPI Approach

    May 5, 2026Shugen Song, Wenjie Mei, Chengyan ZhaoModel Predictive Path IntegralMmpi-3

  38. Learning Koopman operators for coupled systems via information on governing equations of subsystems

    May 3, 2026Tatsuya Naoi, Jun OhkuboKoopman OperatorNonlinear Dynamics

  39. RopeDreamer: A Kinematic Recurrent State Space Model for Dynamics of Flexible Deformable Linear Objects

    Apr 30, 2026Tim Missal, Lucas Domingues, Berk Guler +3Deformable ObjectsLatent Dynamics

  40. Toward Scalable SDN for LEO Mega-Constellations: A Graph Learning Approach

    Apr 30, 2026Sivaram Krishnan, Bassel Al Homssi, Zhouyou Gu +3Low Earth OrbitSoftware-Defined Networking

  41. PiGGO: Physics-Guided Learnable Graph Kalman Filters for Virtual Sensing of Nonlinear Dynamic Structures under Uncertainty

    Apr 29, 2026Marcus Haywood-Alexander, Gregory Duthé, Eleni ChatziState EstimationInvariant Extended Kalman Filter

  42. Residual-loss Anomaly Analysis of Physics-Informed Neural Networks: An Inverse Method for Change-point Detection in Nonlinear Dynamical Systems with Regime Switching

    Apr 28, 2026Yuhe Bai, Chengli Tan, Jiaqi Li +2Change-Point DetectionNonlinear Dynamics

  43. Learning Control Policies to Provably Satisfy Hard Affine Constraints for Black-Box Hybrid Dynamical Systems

    Apr 24, 2026Aayushi Shrivastava, Kartik Nagpal, Sairam Jinkala +2Safety ConstraintsControl Barrier Functions

  44. A neural operator framework for data-driven discovery of stability and receptivity in physical systems

    Apr 21, 2026Chengyun Wang, Liwei Chen, Nils ThuereyNonlinear DynamicsNeural Operators

  45. AC-SINDy: Compositional Sparse Identification of Nonlinear Dynamics

    Apr 20, 2026Peter RacioppoSystem IdentificationNonlinear Dynamics

  46. Locomotion of an Elastic Snake Robot via Natural Dynamics

    Apr 20, 2026Tristan Ehlert, Arne Sachtler, Annika Schmidt +2LocomotionStiffness Modulation

  47. Q-SINDy: Quantum-Kernel Sparse Identification of Nonlinear Dynamics with Provable Coefficient Debiasing

    Apr 18, 2026Samrendra Roy, Syed Bahauddin AlamSystem IdentificationNonlinear Dynamics

  48. One-shot learning for the complex dynamical behaviors of weakly nonlinear forced oscillators

    Apr 16, 2026Teng Ma, Luca Rosafalco, Wei Cui +2System IdentificationNonlinear Dynamics

  49. Minimum distance classification for nonlinear dynamical systems

    Jan 7, 2026Dominique MartinezNonlinear DynamicsChaotic Dynamical Systems

  50. Nonlinear Dynamics In Optimization Landscape of Shallow Neural Networks with Tunable Leaky ReLU

    Oct 29, 2025Jingzhou LiuTwo-Layer Neural NetworksBifurcation

  51. Data-driven Sensor Placement for Predictive Applications: A Correlation-Assisted Attribution Framework (CAAF)

    Oct 26, 2025Sze Chai Leung, Di Zhou, H. Jane BaeFeature AttributionData-Driven

  52. Stochastic and Non-local Closure Modeling for Nonlinear Dynamical Systems via Latent Score-based Generative Models

    Jun 25, 2025Xinghao Dong, Huchen Yang, Jin-Long WuMultiscale DynamicsLatent Dynamics