Publications

Google Scholar

2023

  • Tong Ma*, Jiaxing Che. Tracking control of uncertain nonlinear systems via adaptive Gaussian process prediction and real-time optimization. 2023. [URL].
  • Tong Ma*. A Model-and Data-driven Predictive Control Approach for Tracking Control of Stochastic Nonlinear Systems Using Gaussian Processes. International Journal of Robust and Nonlinear Control. 2023. [URL]
  • Tong Ma*. High-gain Output Feedback Control Design for a Class of Uncertain Nonlinear Systems Using Gaussian Processes. American Control Conference. 2023. [URL]
  • Dewei Wang, Jie Bao, Miguel Zamarripa-Perez, Brandon Paul, Yunxiang Chen, Peiyuan Gao, Tong Ma, Alexander Noring, Arun Iyengar, Daniel Schwartz, Erica Eggleton, Qizhi He, Andrew Liu, Olga Marina, Brian Koeppel, Zhijie Xu. A coupled reinforcement learning and IDAES process modeling framework for automated conceptual design of energy and chemical systems. Energy Advances. 2023. [URL]

2022

  • Tong Ma*. Constrained Tracking Control of Stochastic Multivariable Nonlinear Systems via Gaussian Process Predictions. International Journal of Control. 2022. [URL]
  • Tong Ma*. Constrained Tracking Control of Stochastic Multivariable Nonlinear Systems Using Unscented Kalman Filter. International Journal of Control. 2022. [URL]
  • Alexandre M. Tartakovsky*, Tong Ma, David Barajas-Solano, Ramakrishna Tipireddy. Physics-Informed Gaussian Process Regression for States Estimation and Forecasting in Power Grids. International Journal of Forecasting. 2022. [URL]
  • Tong Ma, David Barajas-Solano*, Renke Huang, Alexandre M. Tartakovsky. Electric Load and Power Forecasting Using Ensemble Gaussian Process Regression. Journal of Machine Learning for Modeling and Computing. 2022. [URL]
  • Daniel Dylewsky*, David Barajas-Solano, Tong Ma, Alexandre M. Tartakovsky, J. Nathan Kutz. Stochastically forced ensemble dynamic mode decomposition for forecasting and analysis of near-periodic systems. IEEE Access. 2022. [URL]
  • Tong Ma*. Extended Filtering High-gain Output Feedback Controller for a Class of Uncertain Nonlinear Systems Subject to External Disturbances. International Journal of Control. 2022. [URL]

2021

  • Tong Ma*. Recursive Filtering Adaptive Neural Fault-tolerant Control for Uncertain Multivariable Nonlinear Systems. European Journal of Control. 2021. [URL]

2020

  • Tong Ma*. Filtering Adaptive Tracking Controller for Multivariable Nonlinear Systems Subject to Constraints Using Online Optimization Method. Automatica. 2020. [URL]
  • Tong Ma*. Filtering Adaptive Neural Network Controller for Multivariable Nonlinear Systems with Mismatched Uncertainties. International Journal of Robust and Nonlinear Control. 2020. [URL]
  • Tong Ma*. Extended Filtering High-gain Output Feedback Controller for a Class of Uncertain Nonlinear Systems Subject to External Disturbances. International Journal of Robust and Nonlinear Control. 2020. [URL]
  • Tong Ma*. Eigenvalue Assignment Enabled Control Law for Multivariable Nonlinear Systems with Mismatched Uncertainties. European Journal of Control. 2020. [URL]
  • Tong Ma*. Recursive Filtering Adaptive Fault-tolerant Tracking Control for Uncertain Switched Multivariable Nonlinear Systems. International Journal of Robust and Nonlinear Control. 2020. [URL]
  • Tong Ma*. Filtering Adaptive Tracking Control for Uncertain Switched Multivariable Nonlinear Systems. International Journal of Control. 2020. [URL]
  • Tong Ma*. Decentralized Filtering Adaptive Constrained Tracking Control for Interconnected Nonlinear Systems. International Journal of Robust and Nonlinear Control. 2020. [URL]
  • Tong Ma*. Decentralized Filtering Adaptive Neural Network Control for Uncertain Switched Interconnected Nonlinear Systems. IEEE Transactions on Neural Networks and Learning Systems. 2020. [URL]
  • Tong Ma*. Filtered Adaptive Constrained Sampled-data Control for Uncertain Multivariable Nonlinear Systems. International Journal of Adaptive Control and Signal Processing. 2020. [URL]
  • Tong Ma*. Stochastic tracking control of multivariable nonlinear systems subject to external disturbances. International Journal of Robust and Nonlinear Control. 2020. [URL]
  • Tong Ma*. Filtering Adaptive Output Feedback Control for Multivariable Nonlinear Systems with Mismatched Uncertainties and Unmodeled Dynamics. International Journal of Robust and Nonlinear Control. 2020. [URL]
  • Tong Ma*. Filtered Adaptive Constrained Sampled-data Output Feedback Control for Uncertain Multivariable Nonlinear Systems. International Journal of Control. 2020. [URL]

2019

  • Tong Ma*, Chengyu Cao. L1 adaptive output-feedback control of multivariable nonlinear systems subject to constraints using online optimization. International Journal of Robust and Nonlinear Control. 2019. [URL]
  • Tong Ma*, Chengyu Cao. L1 adaptive output-feedback descriptor for multivariable nonlinear systems with measurement noises. International Journal of Robust and Nonlinear Control. 2019. [URL]
  • Tong Ma*, Yuqian Liu, Chengyu Cao. Neural Networks for 3D Temperature Field Reconstruction via Acoustic Signals. Mechanical Systems and Signal Processing. 2019. [URL]
  • Tong Ma*, Chengyu Cao. L1 adaptive control for general partial differential equation (PDE) systems. International Journal of General Systems. 2019. [URL]
  • Tong Ma*, Chengyu Cao. Estimation Using L1 Adaptive Descriptor Observer for Multivariable Systems with Nonlinear Uncertainties and Measurement Noises. European Journal of Control. 2019. [URL]

2018

  • Tong Ma*, Yuqian Liu, Cyuansi Shih, Chengyu Cao. Handling of Nonlinear Systems Using Filtered High-gain Output Feedback Controller. International Journal of Robust and Nonlinear Control. 2018. [URL]