马少娟｜北方民族大学｜学者主页

2026

基于PINNs的非高斯噪声激励下WTS动力学分析

冉金花，李宝兰，马少娟

《动力学与控制学报》

2026

Parameter identification of fractional-order dynamical systems with non-Gaussian Lévy colored noise based on CB-PINN

Xiao-Na Wu, Shaojuan Ma, Wen-Tao Hou, Xin-Yi Xu

Communications in nonlinear science & numerical simulation

DOI

2026

Parameter identification of α-stable Lévy driven chaotic systems via a hybrid ESN-BiLSTM deep learning framework

Xiao-Na Wu, Shaojuan Ma, Peiju Chang, Wen-Tao Hou

Chaos, Solitons & Fractals

DOI

2026

The PV-NN parameter identifier for dynamical system driven by fractional Brownian motion

Wen-Tao Hou, Shaojuan Ma

Mathematics and Computers in Simulation

DOI

2026

Prescribed-time pth moment practical consensus control for nonlinear multi-agent systems driven by Lévy noise

Dongmei Wei, Shaojuan Ma

Journal of the Franklin Institute

DOI

2026

Stability analysis and predictive control of energy harvesting systems under broadband excitation

Xueping Ma, Shaojuan Ma, Dongmei Wei

International Journal of Dynamics and Control

DOI

2026

Reliability and First-Passage Time of Nonlinear Stochastic Rotational Energy Harvester

Hui Xiao, Shaojuan Ma, Hufei Li, Baolan Li

Journal of Nonlinear Mathematical Physics

DOI

2025

Parameter identification of the Black-Scholes model driven by multiplicative fractional Brownian motion

Wen-Tao Hou, Shaojuan Ma

Physica A: Statistical Mechanics and its Applications

DOI

2025

Deep learning for parameter identification of nonlinear dynamical system driven by fractional Brownian motion

Wen-Tao Hou, Shaojuan Ma

Nonlinear dynamics

DOI

2025

Dynamical analysis of SIR model with Gamma distribution delay driven by Lévy noise and switching

Jing Yang, Shaojuan Ma, Dong-Mei Wei

Electronic Research Archive

DOI

2025

Stochastic dynamical analysis and optimal control of the SIR epidemic model with transmission rate affected by Levy noise

Jing Yang, Shaojuan Ma, Jinhua Ran, Xin-Yu Bai

International Journal of Biomathematics

DOI

2025

Complex dynamics of a conceptual airfoil structure excited by the long-range correlation random load

Shaojuan Ma, Yong Xu

The European Physical Journal Special Topics

DOI

2025

The dynamical analysis for two-dimensional magnetic bearing system under α -stable Lévy noise excitation based on PINNs

Shaojuan Ma, B. Q. Li, Hufei Li

Chaos Solitons & Fractals

DOI

2025

Exponential Stability of Complex Network Model With State Coupling Driven by Fractional Gaussian Noise

Xinyu Bai, Shaojuan Ma

Mathematical Methods in the Applied Sciences

DOI

2025

Robust H ∞ control of wind turbine drive system excited by multiplicative fractional Brownian noise

Jiao She, Shaojuan Ma, Hufei Li

Journal of the Franklin Institute

DOI

2025

PINNs Method for Sloving the Probability Response of the Stochastic Linear System with Fractional Gaussian Noise

Shaojuan Ma, Baolan Li, Hufei Li, Hui Xiao

Journal of Physics Conference Series

DOI

2025

Stochastic Optimal Control of Multi‐Machine Power Systems Driven by Fractional Gaussian Noise

Chengjian Zhang, Shaojuan Ma, Hufei Li, Hui Xiao

International Journal of Robust and Nonlinear Control

DOI

2025

Probability Density Evolution and Fractional PID Control of Magnetic Bearing-Rigid Rotor System Influenced by Multisource Stochastic Factors

Shaojuan Ma, Mianxiao Wu, Xiaoyan Ma, Qiyi Liu

Journal of Nonlinear Mathematical Physics

DOI

2025

Probability density prediction for linear systems under fractional Gaussian noise excitation using physics-informed neural networks

B. Q. Li, Shaojuan Ma, Hufei Li, Hui Xiao

Electronic Research Archive

DOI

2025

Stochastic analysis of the power systems excited by fractional Gaussian noise

Shaojuan Ma, Hufei Li, Bin Pei, Yong Xu

Chinese Physics B

DOI

2025

Intelligent Prediction for the Wind Speed Based on Hybrid Strategy

Shaojuan Ma, Xinyi Xu, Cheng Huang

DOI

2025

An improved robust algorithms for fisher discriminant model with high dimensional data

Shaojuan Ma, Yubing Duan

PLoS ONE

DOI

2025

The hybrid prediction of wind turbine gearbox oil temperature based on chaotic theory

Cheng Huang, Shaojuan Ma, Cheng Long Xu, Xinyi Xu

The Journal of Supercomputing

DOI

2025

Uncertainty prediction of wind speed based on improved multi-strategy hybrid models

Xinyi Xu, Shaojuan Ma, Cheng Huang

Electronic Research Archive

DOI

2024

基于Fast-MCD稳健判别模型的股票评级分析

段昱兵，马少娟

《数学的实践与认识》

2024

Stochastic Analysis for the Dual Virus Parallel Transmission Model with Immunity Delay

Jing Yang, Shaojuan Ma, Juan Ma, Jinhua Ran, Xinyu Bai

Journal of Computational Biology

DOI

2024

The identification for time-varying parameter and noise of tuberculosis with seasonal changes based on data-behavior-driven system

Kexin Wei, Shaojuan Ma

The European Physical Journal Special Topics

DOI

2024

The multi-strategy hybrid forecasting base on SSA-VMD-WST for complex system

Huiqiang Su, Shaojuan Ma, Xinyi Xu

PLoS ONE

DOI

2024

Stochastic dynamical analysis for the complex infectious disease model driven by multisource noises

Liqiong Jian, Xinyu Bai, Shaojuan Ma

PLoS ONE

DOI

2024

Dynamical analysis and fault detection application of a time-delayed multi-stable stochastic resonance system driven by white correlated noises

Yantong Liu, Shaojuan Ma

Scientific Reports

DOI

2024

Nonlinear coupled asymmetric stochastic resonance for weak signal detection based on intelligent algorithm optimization

Shaojuan Ma, Yuan Liu, Yuan Liu, Xiaoyan Ma, Yantong Liu, Yantong Liu

Probabilistic Engineering Mechanics

DOI

2023

基于无偏最小二乘支持向量机的混沌时间序列预测

马少娟，郝政，李曼

《数学的实践与认识》

2023

Multi-stability analysis and energy control for 4D hyperchaotic system with hidden attractors

Shaojuan Ma, Meibo Wang, Xiaoyan Ma, Hufei Li

The European Physical Journal Special Topics

DOI

2023

The Evolution of Probability Density Function for Power System Excited by Fractional Gaussian Noise

Hufei Li, Shaojuan Ma

Mathematics

DOI

2023

Ergodic stationary distribution of stochastic virus mutation model with time delay

Juan Ma, Shaojuan Ma, Xinyu Bai, Jinhua Ran

AIMS Mathematics

DOI

2022

Dynamic Behavior of Magnetic Bearing System Under Narrow-Band Excitation

Shaojuan Ma, Jing Wang, Xinyu Bai, Qiyi Liu

Journal of Nonlinear Mathematical Physics

DOI

2022

Stochastic dynamical behavior of COVID-19 model based on secondary vaccination

Xinyu Bai, Shaojuan Ma

Mathematical Biosciences & Engineering

DOI

2022

Hopf bifurcation of nonlinear system with multisource stochastic factors

Xinyu Bai, Shaojuan Ma, Qianling Zhang, Qiyi Liu

Theoretical and Applied Mechanics Letters

DOI

2021

Boundary behaviors for a class of continuous-state nonlinear branching processes in critical cases

Shaojuan Ma, Xu Yang, Xiaowen Zhou

Electronic Communications in Probability

DOI

2021

Suppression of noise-induced critical transitions: a linear augmentation method

Jinzhong Ma, Yong Xu, Di Liu, Ruilan Tian, Shaojuan Ma, Ulrike Feudel, Jürgen Kurths

The European Physical Journal Special Topics

DOI

2021

Qualitative analysis of a two-group SVIR epidemic model with random effect

Kaiyan Zhao, Shaojuan Ma

Advances in Difference Equations

DOI

2021

Hamilton Energy Control for the Chaotic System with Hidden Attractors

Meibo Wang, Shaojuan Ma

Complexity

DOI

2020

Quantifying the parameter dependent basin of the unsafe regime of asymmetric Lévy-noise-induced critical transitions

Jinzhong Ma, Yong Xu, Yongge Li, Ruilan Tian, Shaojuan Ma, Jürgen Kurths

Applied Mathematics and Mechanics

DOI

2020

Dynamic Analysis of a Tumor-Immune System under Allee Effect

Chunmei Zeng, Shaojuan Ma

Mathematical Problems in Engineering

DOI

2020

Stochastic Hopf–Hopf bifurcation of two-species discrete coupling logistic system with symbiotic interaction

Maosong Yang, Shaojuan Ma

Advances in Difference Equations

DOI

2019

Hopf Bifurcation and Control of Magnetic Bearing System with Uncertain Parameter

Jing Wang, Shaojuan Ma, Peng Hao, Hehui Yuan

Complexity

DOI

2019

Coherence resonance of the spiking regularity in a neuron under electromagnetic radiation

Juan Wu, Shaojuan Ma

Nonlinear Dynamics

DOI

2019

Realizing the transformation of logic gates in a genetic toggle system under Lévy noise

Juan Wu, Yong Xu, Shaojuan Ma

Chaos Solitons & Fractals

DOI

2017

一类含有界随机参数经济系统的Hopf分岔分析

郭祥，马少娟，张莉莉

《统计与决策》，No. 21

下载原文

2015

第八届全国动力学与控制青年学者学术研讨会报告综述

马少娟，王立峰，詹世革，徐鉴

《力学学报》

2015

Hopf Bifurcation Analysis for a Stochastic Discrete-Time Hyperchaotic System

Jie Ran, Yu-Qin Li, Shaojuan Ma, Juan Wu

Discrete Dynamics in Nature and Society

DOI

2014

分数阶随机Duffing系统的Hopf分岔

侯璟，马少娟，沈琼

《动力学与控制学报》

2011

带有随机参数的随机Brusselator系统的稳定性分析

许勇，马少娟，张慧清

《中国科学:物理学力学天文学》

2011

随机参数振荡电路系统的混沌控制

马少娟，赵婷婷

《武汉理工大学学报》

2010

基于微分反馈法的随机受迫Brusselator模型的混沌控制

赵婷婷，马少娟

《动力学与控制学报》

2010

含有界随机参数的Genesio-Tesi系统的混沌同步研究

林艳艳，马少娟，张春雨

《动力学与控制学报》

2010

Hopf bifurcation control for stochastic dynamical system with nonlinear random feedback method

Yong Xu, Shaojuan Ma, Huiqing Zhang

Nonlinear Dynamics

DOI

2010

Chaos in a New Kind of Stochastic Brain Waves Model

Shaojuan Ma

DOI

2010

Chaos Synchronization Between Two Stochastic Lorenz-family Systems

Yanyan Lin, Shaojuan Ma

DOI

2008

Stochastic period-doubling bifurcation in biharmonic driven Duffing system with random parameter

徐伟，马少娟，谢文贤

Chinese Physics B

2007

含有界随机参数的双势井Duffing-Van der pol系统的对称破裂分岔

孙晓娟，徐伟，马少娟，谢文贤

《应用力学学报》

精选作品

期刊论文

基于PINNs的非高斯噪声激励下WTS动力学分析

Parameter identification of fractional-order dynamical systems with non-Gaussian Lévy colored noise based on CB-PINN

Parameter identification of α-stable Lévy driven chaotic systems via a hybrid ESN-BiLSTM deep learning framework

The PV-NN parameter identifier for dynamical system driven by fractional Brownian motion

Prescribed-time pth moment practical consensus control for nonlinear multi-agent systems driven by Lévy noise

Stability analysis and predictive control of energy harvesting systems under broadband excitation

Reliability and First-Passage Time of Nonlinear Stochastic Rotational Energy Harvester

Parameter identification of the Black-Scholes model driven by multiplicative fractional Brownian motion

Deep learning for parameter identification of nonlinear dynamical system driven by fractional Brownian motion

Dynamical analysis of SIR model with Gamma distribution delay driven by Lévy noise and switching

Stochastic dynamical analysis and optimal control of the SIR epidemic model with transmission rate affected by Levy noise

Complex dynamics of a conceptual airfoil structure excited by the long-range correlation random load

The dynamical analysis for two-dimensional magnetic bearing system under α -stable Lévy noise excitation based on PINNs

Exponential Stability of Complex Network Model With State Coupling Driven by Fractional Gaussian Noise

Robust H ∞ control of wind turbine drive system excited by multiplicative fractional Brownian noise

PINNs Method for Sloving the Probability Response of the Stochastic Linear System with Fractional Gaussian Noise

Stochastic Optimal Control of Multi‐Machine Power Systems Driven by Fractional Gaussian Noise

Probability Density Evolution and Fractional PID Control of Magnetic Bearing-Rigid Rotor System Influenced by Multisource Stochastic Factors

Probability density prediction for linear systems under fractional Gaussian noise excitation using physics-informed neural networks

Stochastic analysis of the power systems excited by fractional Gaussian noise

Intelligent Prediction for the Wind Speed Based on Hybrid Strategy

An improved robust algorithms for fisher discriminant model with high dimensional data

The hybrid prediction of wind turbine gearbox oil temperature based on chaotic theory

Uncertainty prediction of wind speed based on improved multi-strategy hybrid models

基于Fast-MCD稳健判别模型的股票评级分析

Stochastic Analysis for the Dual Virus Parallel Transmission Model with Immunity Delay

The identification for time-varying parameter and noise of tuberculosis with seasonal changes based on data-behavior-driven system

The multi-strategy hybrid forecasting base on SSA-VMD-WST for complex system

Stochastic dynamical analysis for the complex infectious disease model driven by multisource noises

Dynamical analysis and fault detection application of a time-delayed multi-stable stochastic resonance system driven by white correlated noises

Nonlinear coupled asymmetric stochastic resonance for weak signal detection based on intelligent algorithm optimization

基于无偏最小二乘支持向量机的混沌时间序列预测

Multi-stability analysis and energy control for 4D hyperchaotic system with hidden attractors

The Evolution of Probability Density Function for Power System Excited by Fractional Gaussian Noise

Ergodic stationary distribution of stochastic virus mutation model with time delay

Dynamic Behavior of Magnetic Bearing System Under Narrow-Band Excitation

Stochastic dynamical behavior of COVID-19 model based on secondary vaccination

Hopf bifurcation of nonlinear system with multisource stochastic factors

Boundary behaviors for a class of continuous-state nonlinear branching processes in critical cases

Suppression of noise-induced critical transitions: a linear augmentation method

Qualitative analysis of a two-group SVIR epidemic model with random effect

Hamilton Energy Control for the Chaotic System with Hidden Attractors

Quantifying the parameter dependent basin of the unsafe regime of asymmetric Lévy-noise-induced critical transitions

Dynamic Analysis of a Tumor-Immune System under Allee Effect

Stochastic Hopf–Hopf bifurcation of two-species discrete coupling logistic system with symbiotic interaction

Hopf Bifurcation and Control of Magnetic Bearing System with Uncertain Parameter

Coherence resonance of the spiking regularity in a neuron under electromagnetic radiation

Realizing the transformation of logic gates in a genetic toggle system under Lévy noise

一类含有界随机参数经济系统的Hopf分岔分析

第八届全国动力学与控制青年学者学术研讨会报告综述

Hopf Bifurcation Analysis for a Stochastic Discrete-Time Hyperchaotic System

分数阶随机Duffing系统的Hopf分岔

带有随机参数的随机Brusselator系统的稳定性分析

随机参数振荡电路系统的混沌控制

基于微分反馈法的随机受迫Brusselator模型的混沌控制

含有界随机参数的Genesio-Tesi系统的混沌同步研究

Hopf bifurcation control for stochastic dynamical system with nonlinear random feedback method

Chaos in a New Kind of Stochastic Brain Waves Model

Chaos Synchronization Between Two Stochastic Lorenz-family Systems

Stochastic period-doubling bifurcation in biharmonic driven Duffing system with random parameter

含有界随机参数的双势井Duffing-Van der pol系统的对称破裂分岔

会议论文

乘性分数高斯噪声激励下新能源电力系统的动力学分析

基于二次疫苗接种的复杂COVID-19模型动力学分析

分数高斯噪声激励下新能源电力系统的动力学分析

分数高斯噪声激励下新能源电力系统的动力学分析

复合随机因素影响下磁轴承系统的Hopf分岔及控制

基于粒子群优化的随机共振微弱信号特征检测方法

基于Poisson增长的离散Logistic模型的随机稳定性及Hopf分岔研究

基于Gamma分布的随机参数对Brusselator系统的稳定性影响分析

二值噪声驱动下双稳Duffing振子的随机分岔

The stability analysis in stochastic Brusselator system with random parameter

一类随机Brusselator系统的Hopf分岔行为

具有铁电行为的随机生物系统动力学行为分析

预印本

Parameter Identification of the Dynamical Systemdriven by Multiplicative Fractional Brownianmotion Based on Cbann

Data denoising and deep learning prediction for the wind speed based on NOA optimization

Dynamic Behavior of COVID-19 Model with Secondary Vaccination Driven by Mixed Noise