activity
20142023
most citedf-Divergence Variational Inference

13 citations · 27 across the 13 of their papers we have counts for

collaborators

14 papers

eess.SY2023

An Information-Theoretic Analysis of Discrete-Time Control and Filtering Limitations by the I-MMSE Relationships

Neng Wan, Dapeng Li, Naira Hovakimyan +1

Fundamental limitations or performance trade-offs/limits are important properties and constraints of both control and filtering systems. Among various trade-off metrics, total info…

eess.SY2022

Safety Embedded Stochastic Optimal Control of Networked Multi-Agent Systems via Barrier States

Lin Song, Pan Zhao, Neng Wan +1

This paper presents a novel approach for achieving safe stochastic optimal control in networked multi-agent systems (MASs). The proposed method incorporates barrier states (BaSs) i…

eess.SY2022★ 1 cited

Simplified Analysis on Filtering Sensitivity Trade-offs in Continuous- and Discrete-Time Systems

Neng Wan, Dapeng Li, Lin Song +1

A simplified analysis is performed on the Bode-type filtering sensitivity trade-off integrals, which capture the sensitivity characteristics of the estimate and estimation error wi…

cs.IT2022

An Information-Theoretic Analysis of Continuous-Time Control and Filtering Limitations by the I-MMSE Relationships

Neng Wan, Dapeng Li, Naira Hovakimyan

While information theory has been introduced to characterize the fundamental limitations of control and filtering for a few decades, the existing information-theoretic methods are…

eess.SY2021

Generalization of Safe Optimal Control Actions on Networked Multi-Agent Systems

Lin Song, Neng Wan, Aditya Gahlawat +3

We propose a unified framework to fast generate a safe optimal control action for a new task from existing controllers on Multi-Agent Systems (MASs). The control action composition…

cs.LG2021★ 7 cited

Distributed Algorithms for Linearly-Solvable Optimal Control in Networked Multi-Agent Systems

Neng Wan, Aditya Gahlawat, Naira Hovakimyan +2

Distributed algorithms for both discrete-time and continuous-time linearly solvable optimal control (LSOC) problems of networked multi-agent systems (MASs) are investigated in this…

eess.SY2020★ 2 cited

Cooperative Path Integral Control for Stochastic Multi-Agent Systems

Neng Wan, Aditya Gahlawat, Naira Hovakimyan +2

A distributed stochastic optimal control solution is presented for cooperative multi-agent systems. The network of agents is partitioned into multiple factorial subsystems, each of…

eess.SY2020★ 2 cited

Compositionality of Linearly Solvable Optimal Control in Networked Multi-Agent Systems

Lin Song, Neng Wan, Aditya Gahlawat +2

In this paper, we discuss the methodology of generalizing the optimal control law from learned component tasks to unlearned composite tasks on Multi-Agent Systems (MASs), by using…

cs.LG2020★ 13 cited

f-Divergence Variational Inference

Neng Wan, Dapeng Li, Naira Hovakimyan

This paper introduces the -divergence variational inference (-VI) that generalizes variational inference to all -divergences. Initiated from minimizing a crafty surrogate…

eess.SY2018

A Simplified Approach to Analyze Complementary Sensitivity Trade-offs in Continuous-Time and Discrete-Time Systems

Neng Wan, Dapeng Li, Naira Hovakimyan

A simplified approach is proposed to investigate the continuous-time and discrete-time complementary sensitivity Bode integrals (CSBIs) in this note. For continuous-time feedback s…

eess.SY2018

Sensitivity Analysis of Continuous-Time Linear Control Systems subject to Control and Measurement Noise: An Information-Theoretic Approach

Neng Wan, Dapeng Li, Naira Hovakimyan

Sensitivity of linear continuous-time control systems, subject to control and measurement noise, is analyzed by deriving the lower bounds of Bode-like integrals via an information-…

eess.SY2018

Synchronization of Singularly Perturbed Systems with Time Scales

Neng Wan, Desineni S. Naidu

Synchronization problems of continuous and discrete singularly perturbed systems are studied in this paper with singular perturbations and time scales (SPaTS) technique. The dynami…

eess.SY2018★ 1 cited

Sensitivity Analysis of Continuous-Time Systems based on Power Spectral Density

Neng Wan, Dapeng Li, Naira Hovakimyan

Bode integrals of sensitivity and sensitivity-like functions along with complementary sensitivity and complementary sensitivity-like functions are conventionally used for describin…

eess.SY2014★ 1 cited

Partially Independent Control Scheme for Spacecraft Rendezvous in Near-Circular Orbits

Neng Wan, Weiran Yao

Due to the complexity and inconstancy of the space environment, accurate mathematical models for spacecraft rendezvous are difficult to obtain, which consequently complicates the c…