User profiles for Xinyan Ou

Xinyan Ou

Stony Brook University
Verified email at stonybrook.edu
Cited by 209

Simulation study on reward function of reinforcement learning in gantry work cell scheduling

X Ou, Q Chang, N Chakraborty - Journal of manufacturing systems, 2019 - Elsevier
In a work cell with material handling gantries, gantry movements constrain the production of
the work cell. Due to the fact that the gantry real-time scheduling and the material flow are …

A method integrating Q-learning with approximate dynamic programming for gantry work cell scheduling

X Ou, Q Chang, N Chakraborty - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
This article formulates gantry real-time scheduling in a gantry work cell, where the material
transfer is driven by gantries, as a Markov decision process (MDP). Classical learning …

Modeling and performance diagnostics of composite work cells with gantries

X Ou, Q Chang, J Zou, J Arinez… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
In this paper, the performance of a typical composite work cell structure that includes multiple
machines and a material handling gantry is studied. A mathematic model is established to …

Gantry scheduling for multi-gantry production system by online task allocation method

X Ou, Q Chang, N Chakraborty… - IEEE Robotics and …, 2017 - ieeexplore.ieee.org
For a multi-gantry production system, in which several gantries move among the machines
and load/unload parts, the assignment of gantries directly impacts the system performance. …

Resilient adaptive control based on renewal particle swarm optimization to improve production system energy efficiency

J Zou, Q Chang, X Ou, J Arinez, G Xiao - Journal of Manufacturing Systems, 2019 - Elsevier
Considerable amount of energy may be wasted due to idleness or constraints from the
interactions between the machines and buffers. To increase profits, it is desired to quickly identify …

Gantry work cell scheduling through reinforcement learning with knowledge-guided reward setting

X Ou, Q Chang, J Arinez, J Zou - IEEE Access, 2018 - ieeexplore.ieee.org
In this paper, a manufacturing work cell utilizing gantries to move between machines for
loading and unloading materials/parts is considered. The production performance of the gantry …

Modeling, Analysis and Scheduling of Manufacturing Work Cells with Gantries

X Ou - 2019 - search.proquest.com
Accurate performance diagnostics and effective improvement methods are critical to
manufacturing operation and management. Depending on the highly developed robotics …

Severe influenza with invasive pulmonary aspergillosis in immunocompetent hosts: a retrospective cohort study

Y Duan, X Ou, Y Chen, B Liang, X Ou - Frontiers in Medicine, 2021 - frontiersin.org
Background: Influenza was an independent risk factor for invasive pulmonary aspergillosis (IPA).
In light of increasing incidence and mortality of influenza associated aspergillosis, our …

First time quality diagnostics and improvement through data analysis: A study of a crankshaft line

X Ou, J Huang, Q Chang, S Hucker, JG Lovasz - Procedia Manufacturing, 2020 - Elsevier
Current enhancement of data availability and cloud technology provide a tremendous
opportunity and platform for data-driven modeling and analyses in smart manufacturing. This …

Performance analysis of a composite work cell with a gantry and system reconfiguration

X Ou, J Arinez, Q Chang, J Zou - Journal of Manufacturing Systems, 2017 - Elsevier
In this paper, a reconfigurable composite work cell with a gantry that is in charge of moving
materials/parts from one machine to another is considered. To diagnose the work cell …