Jun Liu

Orcid: 0000-0001-8762-2299

Affiliations:
  • University of Waterloo, Canada
  • University of Sheffield, UK
  • California Institute of Technology, Pasadena, CA, USA


According to our database1, Jun Liu authored at least 108 papers between 2009 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2024
Stochastic Lyapunov-Barrier Functions for Robust Probabilistic Reach-Avoid-Stay Specifications.
IEEE Trans. Autom. Control., August, 2024

Underapproximate Reachability Analysis for a Class of Linear Systems With Inputs.
IEEE Trans. Autom. Control., February, 2024

A Generalized Nyquist-Shannon Sampling Theorem Using the Koopman Operator.
IEEE Trans. Signal Process., 2024

Physics-Informed Extreme Learning Machine Lyapunov Functions.
IEEE Control. Syst. Lett., 2024

A Neural Network Approach to Finding Global Lyapunov Functions for Homogeneous Vector Fields.
IEEE Control. Syst. Lett., 2024

Formally Verified Physics-Informed Neural Control Lyapunov Functions.
CoRR, 2024

Reach-Avoid Control Synthesis for a Quadrotor UAV with Formal Safety Guarantees.
CoRR, 2024

Manifold-Guided Lyapunov Control with Diffusion Models.
CoRR, 2024

LyZNet: A Lightweight Python Tool for Learning and Verifying Neural Lyapunov Functions and Regions of Attraction.
CoRR, 2024

Denoising Diffusion Restoration Tackles Forward and Inverse Problems for the Laplace Operator.
CoRR, 2024

Physics-Informed Neural Network Policy Iteration: Algorithms, Convergence, and Verification.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

Physics-Informed Neural Networks for Stability Analysis and Control with Formal Guarantees.
Proceedings of the 27th ACM International Conference on Hybrid Systems: Computation and Control, 2024

TOOL LyZNet: A Lightweight Python Tool for Learning and Verifying Neural Lyapunov Functions and Regions of Attraction.
Proceedings of the 27th ACM International Conference on Hybrid Systems: Computation and Control, 2024

Learning Piecewise Residuals of Control Barrier Functions for Safety of Switching Systems using Multi-Output Gaussian Processes.
Proceedings of the European Control Conference, 2024

Safe Tracking Control of Discrete-Time Nonlinear Systems Using Backward Reachable Sets.
Proceedings of the American Control Conference, 2024

Zubov-Koopman Learning of Maximal Lyapunov Functions.
Proceedings of the American Control Conference, 2024

Compositionally Verifiable Vector Neural Lyapunov Functions for Stability Analysis of Interconnected Nonlinear Systems.
Proceedings of the American Control Conference, 2024

Learning High-Order Control Barrier Functions for Safety-Critical Control with Gaussian Processes.
Proceedings of the American Control Conference, 2024

2023
A Specification-Guided Framework for Temporal Logic Control of Nonlinear Systems.
IEEE Trans. Autom. Control., 2023

Zonotopic Under-Approximations of Input Reachable Sets for Controllable Linear Systems.
IEEE Control. Syst. Lett., 2023

Stochastic Control Barrier Functions with Bayesian Inference for Unknown Stochastic Differential Equations.
CoRR, 2023

Physics-Informed Neural Network Lyapunov Functions: PDE Characterization, Learning, and Verification.
CoRR, 2023

Harmonic Control Lyapunov Barrier Functions for Constrained Optimal Control with Reach-Avoid Specifications.
CoRR, 2023

Euler-Bernoulli beams with contact forces: existence, uniqueness, and numerical solutions.
CoRR, 2023

Actor-Critic Methods using Physics-Informed Neural Networks: Control of a 1D PDE Model for Fluid-Cooled Battery Packs.
CoRR, 2023

Robustly Complete Finite-State Abstractions for Control Synthesis of Stochastic Systems.
CoRR, 2023

Bridging Physics-Informed Neural Networks with Reinforcement Learning: Hamilton-Jacobi-Bellman Proximal Policy Optimization (HJBPPO).
CoRR, 2023

Towards Learning and Verifying Maximal Neural Lyapunov Functions.
Proceedings of the 62nd IEEE Conference on Decision and Control, 2023

2022
Practical Stability and Event-Triggered Load Frequency Control of Networked Power Systems.
IEEE Trans. Syst. Man Cybern. Syst., 2022

Practical Stabilization of Networked Takagi-Sugeno Fuzzy Systems via Improved Jensen Inequalities.
IEEE Trans. Cybern., 2022

Converse Barrier Functions via Lyapunov Functions.
IEEE Trans. Autom. Control., 2022

Reactive task and motion planning for robust whole-body dynamic locomotion in constrained environments.
Int. J. Robotics Res., 2022

Smooth converse Lyapunov-barrier theorems for asymptotic stability with safety constraints and reach-avoid-stay specifications.
Autom., 2022

A note on the equivalence of a strongly convex function and its induced contractive differential equation.
Autom., 2022

A Piecewise Learning Framework for Control of Unknown Nonlinear Systems with Stability Guarantees.
Proceedings of the Learning for Dynamics and Control Conference, 2022

Robustly Complete Finite-State Abstractions for Verification of Stochastic Systems.
Proceedings of the Formal Modeling and Analysis of Timed Systems, 2022

On Almost Sure Convergence Rates of Stochastic Gradient Methods.
Proceedings of the Conference on Learning Theory, 2-5 July 2022, London, UK., 2022

Data-Driven Learning of Safety-Critical Control with Stochastic Control Barrier Functions.
Proceedings of the 61st IEEE Conference on Decision and Control, 2022

Multiple Control Barrier Functions: An Application to Reactive Obstacle Avoidance for a Multi-steering Tractor-trailer System.
Proceedings of the 61st IEEE Conference on Decision and Control, 2022

Sufficient Conditions for Robust Probabilistic Reach-Avoid-Stay Specifications using Stochastic Lyapunov-Barrier Functions.
Proceedings of the American Control Conference, 2022

Structured Online Learning for Low-Level Control of Quadrotors.
Proceedings of the American Control Conference, 2022

2021
Event-Triggered Fuzzy Flight Control of a Two-Degree-of-Freedom Helicopter System.
IEEE Trans. Fuzzy Syst., 2021

A Matrosov Theorem for Hybrid Systems With Memory.
IEEE Trans. Autom. Control., 2021

Stabilization of Highly Nonlinear Stochastic Coupled Systems via Periodically Intermittent Control.
IEEE Trans. Autom. Control., 2021

Robustly Complete Synthesis of Memoryless Controllers for Nonlinear Systems With Reach-and-Stay Specifications.
IEEE Trans. Autom. Control., 2021

Computation of controlled invariant sets for discrete-time switched nonlinear systems with time-delay.
J. Frankl. Inst., 2021

Input-to-state stability analysis for homogeneous hybrid systems with bounded time-varying delays.
Int. J. Control, 2021

Convergence Analysis of a Continuous-Time Distributed Gradient Descent Algorithm.
IEEE Control. Syst. Lett., 2021

Under-Approximate Reachability Analysis for a Class of Linear Uncertain Systems.
CoRR, 2021

DeFed: A Principled Decentralized and Privacy-Preserving Federated Learning Algorithm.
CoRR, 2021

On the convergence of reinforcement learning with Monte Carlo Exploring Starts.
Autom., 2021

Safe Linear Temporal Logic Motion Planning in Dynamic Environments.
Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2021

Closing the Gap Between Discrete Abstractions and Continuous Control: Completeness via Robustness and Controllability.
Proceedings of the Formal Modeling and Analysis of Timed Systems, 2021

Learning Control Barrier Functions with High Relative Degree for Safety-Critical Control.
Proceedings of the 2021 European Control Conference, 2021

Safety-Critical Control of Stochastic Systems using Stochastic Control Barrier Functions.
Proceedings of the 2021 60th IEEE Conference on Decision and Control (CDC), 2021

Control of Nonlinear Systems with Reach-Avoid-Stay Specifications: A Lyapunov-Barrier Approach with an Application to the Moore-Greizer Model.
Proceedings of the 2021 American Control Conference, 2021

A Structured Online Learning Approach to Nonlinear Tracking with Unknown Dynamics.
Proceedings of the 2021 American Control Conference, 2021

Simulation Relations for Abstraction-based Robust Control of Hybrid Dynamical Systems.
Proceedings of the 7th IFAC Conference on Analysis and Design of Hybrid Systems, 2021

ROCS 2.0: An Integrated Temporal Logic Control Synthesis Tool for Nonlinear Dynamical Systems.
Proceedings of the 7th IFAC Conference on Analysis and Design of Hybrid Systems, 2021

2020
Stability Analysis for Homogeneous Hybrid Systems With Delays.
IEEE Trans. Syst. Man Cybern. Syst., 2020

H-Infinity Load Frequency Control of Networked Power Systems via an Event-Triggered Scheme.
IEEE Trans. Ind. Electron., 2020

Nonlinear Optimal Feedback Control and Stability Analysis of Solar Photovoltaic Systems.
IEEE Trans. Control. Syst. Technol., 2020

Auditor Product and Controller Synthesis for Nondeterministic Transition Systems With Practical LTL Specifications.
IEEE Trans. Autom. Control., 2020

Continuous Motion Planning with Temporal Logic Specifications using Deep Neural Networks.
CoRR, 2020

pbSGD: Powered Stochastic Gradient Descent Methods for Accelerated Non-Convex Optimization.
Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, 2020

2019
On the Powerball Method: Variants of Descent Methods for Accelerated Optimization.
IEEE Control. Syst. Lett., 2019

2018
Invariance Control Synthesis for Switched Nonlinear Systems: An Interval Analysis Approach.
IEEE Trans. Autom. Control., 2018

Hybrid Systems with Memory: Existence and Well-posedness of Generalized Solutions.
SIAM J. Control. Optim., 2018

Simulations and bisimulations for analysis of stability with respect to inputs of hybrid systems.
Discret. Event Dyn. Syst., 2018

Sampling-Based Motion Planning with μ-Calculus Specifications Without Steering.
Proceedings of the 2018 IEEE International Conference on Robotics and Automation, 2018

ROCS: A Robustly Complete Control Synthesis Tool for Nonlinear Dynamical Systems.
Proceedings of the 21st International Conference on Hybrid Systems: Computation and Control (part of CPS Week), 2018

Robustly Complete Reach-and-Stay Control Synthesis for Switched Systems via Interval Analysis.
Proceedings of the 2018 Annual American Control Conference, 2018

2017
Augmented finite transition systems as abstractions for control synthesis.
Discret. Event Dyn. Syst., 2017

Distributed Kalman filtering with minimum-time consensus algorithm.
CoRR, 2017

Formal verification of a gain scheduling control scheme.
Proceedings of the 25th Mediterranean Conference on Control and Automation, 2017

Robust Abstractions for Control Synthesis: Completeness via Robustness for Linear-Time Properties.
Proceedings of the 20th International Conference on Hybrid Systems: Computation and Control, 2017

Sampling-Based Path Planning for Multi-robot Systems with Co-Safe Linear Temporal Logic Specifications.
Proceedings of the Critical Systems: Formal Methods and Automated Verification - Joint 22nd International Workshop on Formal Methods for Industrial Critical Systems - and, 2017

Sampling-Based Reactive Motion Planning with Temporal Logic Constraints and Imperfect State Information.
Proceedings of the Critical Systems: Formal Methods and Automated Verification - Joint 22nd International Workshop on Formal Methods for Industrial Critical Systems - and, 2017

2016
Lyapunov-Based Sufficient Conditions for Stability of Hybrid Systems With Memory.
IEEE Trans. Autom. Control., 2016

Stability Theorems for Delay Differential Inclusions.
IEEE Trans. Autom. Control., 2016

Invariance Control Synthesis for Switched Systems: An Interval Analysis Approach.
CoRR, 2016

Bisimulations for input-output stability of hybrid systems.
Proceedings of the 55th IEEE Conference on Decision and Control, 2016

An interval analysis approach to invariance control synthesis for discrete-time switched systems.
Proceedings of the 55th IEEE Conference on Decision and Control, 2016

Sampling-based stochastic optimal control with metric interval temporal logic specifications.
Proceedings of the 2016 IEEE Conference on Control Applications, 2016

2015
Hybrid systems with memory: Existence of generalized solutions and well-posedness.
CoRR, 2015

Switching control of differential-algebraic equations with temporal logic specifications.
Proceedings of the American Control Conference, 2015

Computing finite abstractions with robustness margins via local reachable set over-approximation.
Proceedings of the 5th IFAC Conference on Analysis and Design of Hybrid Systems, 2015

2014
Switching control of dynamical systems from metric temporal logic specifications.
Proceedings of the 2014 IEEE International Conference on Robotics and Automation, 2014

Abstraction, discretization, and robustness in temporal logic control of dynamical systems.
Proceedings of the 17th International Conference on Hybrid Systems: Computation and Control (part of CPS Week), 2014

Efficient control synthesis for augmented finite transition systems with an application to switching protocols.
Proceedings of the American Control Conference, 2014

2013
Synthesis of Reactive Switching Protocols From Temporal Logic Specifications.
IEEE Trans. Autom. Control., 2013

Chaos entanglement: a New Approach to Generate Chaos.
Int. J. Bifurc. Chaos, 2013

Pre-orders for reasoning about stability properties with respect to input of hybrid systems.
Proceedings of the International Conference on Embedded Software, 2013

Computing augmented finite transition systems to synthesize switching protocols for polynomial switched systems.
Proceedings of the American Control Conference, 2013

2012
Class-KL estimates and input-to-state stability analysis of impulsive switched systems.
Syst. Control. Lett., 2012

Global convergence of neural networks with mixed time-varying delays and discontinuous neuron activations.
Inf. Sci., 2012

On asymptotic convergence and boundedness of stochastic systems with time-delay.
Autom., 2012

On synthesizing robust discrete controllers under modeling uncertainty.
Proceedings of the Hybrid Systems: Computation and Control (part of CPS Week 2012), 2012

Reactive controllers for differentially flat systems with temporal logic constraints.
Proceedings of the 51th IEEE Conference on Decision and Control, 2012

Generalized solutions to hybrid systems with delays.
Proceedings of the 51th IEEE Conference on Decision and Control, 2012

Decentralised minimal-time dynamic consensus.
Proceedings of the American Control Conference, 2012

Switching protocol synthesis for temporal logic specifications.
Proceedings of the American Control Conference, 2012

2011
Generalized invariance principles for switched delay systems.
IMA J. Math. Control. Inf., 2011

Stochastic consensus seeking with communication delays.
Autom., 2011

Input-to-state stability of impulsive and switching hybrid systems with time-delay.
Autom., 2011

Impulsive stabilization of stochastic functional differential equations.
Appl. Math. Lett., 2011

2010
On the (h<sub>0</sub>, h)-stabilization of switched nonlinear systems via state-dependent switching rule.
Appl. Math. Comput., 2010

2009
Exponential stability of switched stochastic delay systems with non-linear uncertainties.
Int. J. Syst. Sci., 2009


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