Conveners
Advancements in Industrial Data Science
- Chair: Adel Alaeddini
Description
Quality, Statistics, and Reliability section/Institute for Operations Research and the Management Sciences (QSR/INFORMS)
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Eunshin Byon15/09/2021, 15:00Other/special session/invited session
As the market share of wind energy has been rapidly growing, wake effect analysis is gaining substantial attention in the wind industry. Wake effects represent a wind shade cast by upstream turbines to the downwind direction, resulting in power deficits in downstream turbines. To quantify the aggregated influence of wake effects on a wind farm's power generation, various simulation models have...
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Dr Kamran Paynabar (Georgia Tech)15/09/2021, 15:30Other/special session/invited session
In manufacturing systems, many quality measurements are in the form of images, including overlay measurements in semiconductor manufacturing, and dimensional deformation profiles of fuselages in an aircraft assembly process. To reduce the process variability and ensure on-target quality, process control strategies should be deployed, where the high-dimensional image output is controlled by one...
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Ran Jin15/09/2021, 16:00Other/special session/invited session
The industrial cyber-physical systems (ICPS) will accelerate the transformation of offline data-driven modeling to fast computation services, such as computation pipelines for prediction, monitoring, prognosis, diagnosis, and control in factories. However, it is computationally intensive to adapt computation pipelines to heterogeneous contexts in ICPS in manufacturing.
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In this paper, we...