(128b) Evaluation of the Smart Process Analysis Framework in Industrial Data | AIChE

(128b) Evaluation of the Smart Process Analysis Framework in Industrial Data

Authors 

Chin, S. T. - Presenter, The Dow Chemical Company
Yang, W., The Dow Chemical Company
Castillo, I., The Dow Chemical Company
Ochoa, M. P., PLAPIQUI - UNS


Recently, there has been a marked increase in the use of automated modeling tools for wide ranging applications, such as time series forecasting, soft sensors, and predictive modeling. One of these tools, Smart Process Analysis (SPA), has been proposed to be a solution for automated modeling of manufacturing and process data. This tool aims to suggest model types and model regression, with cross validation leading the user thru the process. The proposed tool is benchmarked on some synthetic test cases, as well as an industrial case study on the effect of an additive to the high temperature performance asphalt. The results and discussions of the work will be presented in this talk.