User profiles for Xinyan Ou
Xinyan OuStony Brook University Verified email at stonybrook.edu Cited by 209 |
Simulation study on reward function of reinforcement learning in gantry work cell scheduling
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 …
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
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 …
transfer is driven by gantries, as a Markov decision process (MDP). Classical learning …
Modeling and performance diagnostics of composite work cells with gantries
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 …
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
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. …
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
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 …
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
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 …
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 …
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 …
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
Current enhancement of data availability and cloud technology provide a tremendous
opportunity and platform for data-driven modeling and analyses in smart manufacturing. This …
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
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 …
materials/parts from one machine to another is considered. To diagnose the work cell …