Process data analytics in the era of big data

Learning surrogate models for simulation-based optimization

(2014) Alison Cozad et al.   AICHE JOURNAL

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Performance monitoring of model-predictive controllers via model residual assessment

(2013) Zhijie Sun et al.   JOURNAL OF PROCESS CONTROL

Root cause diagnosis of plant-wide oscillations using Granger causality

(2013) Tao Yuan et al.   JOURNAL OF PROCESS CONTROL

Quality-relevant and process-relevant fault monitoring with concurrent projection to latent structures

(2012) S. Joe Qin et al.   AICHE JOURNAL

Survey on data-driven industrial process monitoring and diagnosis

(2012) S. Joe Qin   ANNUAL REVIEWS IN CONTROL

Advances in mathematical programming models for enterprise-wide optimization

(2012) Ignacio E. Grossmann   COMPUTERS & CHEMICAL ENGINEERING

Smart manufacturing, manufacturing intelligence and demand-dynamic performance

(2012) Jim Davis et al.   COMPUTERS & CHEMICAL ENGINEERING

Process systems engineering: From Solvay to modern bio- and nanotechnology.

(2011) George Stephanopoulos et al.   CHEMICAL ENGINEERING SCIENCE

A review on time series data mining

(2010) Tak-chung Fu   ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE

An overview of recent developments in genomics and associated statistical methods

(2009) P. J. Bickel et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

DROWNING IN DATA: Informatics and modeling challenges in a data-rich networked world

(2008) Venkat Venkatasubramanian   AICHE JOURNAL

MapReduce

(2008) Jeffrey Dean et al.   COMMUNICATIONS OF THE ACM

Perspectives for process systems engineering—Personal views from academia and industry

(2008) Karsten-Ulrich Klatt et al.   COMPUTERS & CHEMICAL ENGINEERING

Robust Online Monitoring for Multimode Processes Based on Nonlinear External Analysis

(2008) Zhiqiang Ge et al.   INDUSTRIAL & ENGINEERING CHEMISTRY RESEARCH

Detecting influenza epidemics using search engine query data

(2008) Jeremy Ginsberg et al.   NATURE