Approximate Gaussian conjugacy: parametric recursive filtering under nonlinearity, multimodality, uncertainty, and constraint, and beyond

T Li, J Su, W Liu, JM Corchado - Frontiers of Information Technology & …, 2017‏ - Springer
Since the landmark work of RE Kalman in the 1960s, considerable efforts have been
devoted to time series state space models for a large variety of dynamic estimation …

Performance evaluation metrics and approaches for target tracking: A survey

Y Song, Z Hu, T Li, H Fan - Sensors, 2022‏ - mdpi.com
Performance evaluation (PE) plays a key role in the design and validation of any target-
tracking algorithms. In fact, it is often closely related to the definition and derivation of the …

Outlier-resistant filtering with dead-zone-like censoring under try-once-discard protocol

H Geng, Z Wang, A Mousavi… - IEEE Transactions on …, 2022‏ - ieeexplore.ieee.org
In this paper, a novel outlier-resistant filtering problem is concerned for a class of networked
systems with dead-zone-like censoring under the weighted try-once-discard protocol …

Variance-constrained filtering fusion for nonlinear cyber-physical systems with the denial-of-service attacks and stochastic communication protocol

H Geng, Z Wang, Y Chen, X Yi… - IEEE/CAA Journal of …, 2022‏ - ieeexplore.ieee.org
In this paper, a new filtering fusion problem is studied for nonlinear cyber-physical systems
under error-variance constraints and denial-of-service attacks. To prevent data collision and …

Modeling and state estimation of linear destination-constrained dynamic systems

L Xu, XR Li, Y Liang, Z Duan - IEEE Transactions on Signal …, 2022‏ - ieeexplore.ieee.org
Goal-guided behavior and destination-directed motion appear in a wide range of human
activities and physical processes. Taking advantage of such predictive information can …

Constrained dynamic systems: Generalized modeling and state estimation

L Xu, XR Li, Y Liang, Z Duan - IEEE Transactions on Aerospace …, 2017‏ - ieeexplore.ieee.org
Due to physical laws or mathematical properties the states of some dynamic systems satisfy
certain constraints, and taking advantage of such constraints generally will produce more …

Route-based dynamics modeling and tracking with application to air traffic surveillance

L Xu, Y Liang, Z Duan, G Zhou - IEEE Transactions on …, 2019‏ - ieeexplore.ieee.org
In transportation networks, the majority of moving vehicles are route-based or trajectory-
scheduled. Taking advantage of such predictive information generally produces more …

Modeling and State Estimation of Destination-Constrained Dynamic Systems. Part II: Uncertain Arrival Time

L Xu, XR Li, M Mallick, Z Duan - IEEE Transactions on Signal …, 2024‏ - ieeexplore.ieee.org
Numerous human activities and object motions are intrinsically motivated by a goal or
guided towards a destination. Exploring and exploiting such valuable intent information is …

Stability analysis of constrained distributed nonlinear and linear kalman filters for dynamical systems with state constraints

X Lyu, P Duan, Z Duan, Z Zhang - IEEE Transactions on …, 2023‏ - ieeexplore.ieee.org
This article investigates the distributed nonlinear and linear Kalman filters for dynamical
systems with state equality constraints via a sensor network, where each sensor estimates …

Switched Kalman filter‐interacting multiple model algorithm based on optimal autoregressive model for manoeuvring target tracking

B **, B Jiu, T Su, H Liu, G Liu - IET Radar, Sonar & Navigation, 2015‏ - Wiley Online Library
A manoeuvring target tracking algorithm based on the autoregressive (AR) model is
proposed. First, the AR model is incorporated into the Kalman filter (KF) for target tracking …