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Title: Optimal demand response scheduling of an industrial air separation unit using data-driven dynamic models

Authors:
; ; ;
Publication Date:
Sponsoring Org.:
USDOE
OSTI Identifier:
1547602
Resource Type:
Publisher's Accepted Manuscript
Journal Name:
Computers and Chemical Engineering
Additional Journal Information:
Journal Name: Computers and Chemical Engineering Journal Volume: 126 Journal Issue: C; Journal ID: ISSN 0098-1354
Publisher:
Elsevier
Country of Publication:
United Kingdom
Language:
English

Citation Formats

Tsay, Calvin, Kumar, Ankur, Flores-Cerrillo, Jesus, and Baldea, Michael. Optimal demand response scheduling of an industrial air separation unit using data-driven dynamic models. United Kingdom: N. p., 2019. Web. doi:10.1016/j.compchemeng.2019.03.022.
Tsay, Calvin, Kumar, Ankur, Flores-Cerrillo, Jesus, & Baldea, Michael. Optimal demand response scheduling of an industrial air separation unit using data-driven dynamic models. United Kingdom. https://doi.org/10.1016/j.compchemeng.2019.03.022
Tsay, Calvin, Kumar, Ankur, Flores-Cerrillo, Jesus, and Baldea, Michael. Mon . "Optimal demand response scheduling of an industrial air separation unit using data-driven dynamic models". United Kingdom. https://doi.org/10.1016/j.compchemeng.2019.03.022.
@article{osti_1547602,
title = {Optimal demand response scheduling of an industrial air separation unit using data-driven dynamic models},
author = {Tsay, Calvin and Kumar, Ankur and Flores-Cerrillo, Jesus and Baldea, Michael},
abstractNote = {},
doi = {10.1016/j.compchemeng.2019.03.022},
journal = {Computers and Chemical Engineering},
number = C,
volume = 126,
place = {United Kingdom},
year = {2019},
month = {7}
}

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Works referenced in this record:

Integrated production scheduling and process control: A systematic review
journal, December 2014


A time scale-bridging approach for integrating production scheduling and process control
journal, August 2015


A survey of optimal process design capabilities and practices in the chemical and petrochemical industries
journal, April 2018


Economic Benefit from Progressive Integration of Scheduling and Control for Continuous Chemical Processes
journal, December 2017

  • Beal, Logan; Petersen, Damon; Pila, Guilherme
  • Processes, Vol. 5, Issue 4
  • DOI: 10.3390/pr5040084

An integrated framework for scheduling and control using fast model predictive control
journal, July 2015

  • Zhuge, Jinjun; Ierapetritou, Marianthi G.
  • AIChE Journal, Vol. 61, Issue 10
  • DOI: 10.1002/aic.14914

Moving horizon closed-loop production scheduling using dynamic process models
journal, July 2016

  • Pattison, Richard C.; Touretzky, Cara R.; Harjunkoski, Iiro
  • AIChE Journal, Vol. 63, Issue 2
  • DOI: 10.1002/aic.15408

Optimal Dynamic Operation of a High-Purity Air Separation Plant under Varying Market Conditions
journal, September 2016

  • Cao, Yanan; Swartz, Christopher L. E.; Flores-Cerrillo, Jesus
  • Industrial & Engineering Chemistry Research, Vol. 55, Issue 37
  • DOI: 10.1021/acs.iecr.6b02090

Air separation with cryogenic energy storage: Optimal scheduling considering electric energy and reserve markets
journal, February 2015

  • Zhang, Qi; Grossmann, Ignacio E.; Heuberger, Clara F.
  • AIChE Journal, Vol. 61, Issue 5
  • DOI: 10.1002/aic.14730

Integrated production scheduling and model predictive control of continuous processes
journal, August 2015

  • Baldea, Michael; Du, Juan; Park, Jungup
  • AIChE Journal, Vol. 61, Issue 12
  • DOI: 10.1002/aic.14951

Selection of process control structure based on linear dynamic economics
journal, November 1993

  • Narraway, Lawrence T.; Perkins, John D.
  • Industrial & Engineering Chemistry Research, Vol. 32, Issue 11
  • DOI: 10.1021/ie00023a035

An improved method for nonlinear model reduction using balancing of empirical gramians
journal, October 2002


A simulation-based optimization framework for integrating scheduling and model predictive control, and its application to air separation units
journal, May 2018


Coordinator MPC for maximizing plant throughput
journal, January 2008


Economic Nonlinear Model Predictive Control for Flexible Operation of Air Separation Units
journal, January 2018


Optimal operation and control of intensified processes — challenges and opportunities
journal, September 2019


An MILP framework for optimizing demand response operation of air separation units
journal, July 2018


Dynamic modeling and collocation-based model reduction of cryogenic air separation units
journal, January 2016

  • Cao, Yanan; Swartz, Christopher L. E.; Flores-Cerrillo, Jesus
  • AIChE Journal, Vol. 62, Issue 5
  • DOI: 10.1002/aic.15164

Optimal production planning under time-sensitive electricity prices for continuous power-intensive processes
journal, March 2012


Integrated scheduling and control in discrete-time with dynamic parameters and constraints
journal, July 2018


Integrating operations and control: A perspective and roadmap for future research
journal, July 2018


Data-Driven Model Reduction and Transfer Operator Approximation
journal, January 2018


From process control to supply chain management: An overview of integrated decision making strategies
journal, November 2017


From rescheduling to online scheduling
journal, December 2016

  • Gupta, Dhruv; Maravelias, Christos T.; Wassick, John M.
  • Chemical Engineering Research and Design, Vol. 116
  • DOI: 10.1016/j.cherd.2016.10.035

A multi-scale optimization framework for electricity market participation
journal, March 2017


Production campaign planning including grade transition sequencing and dynamic optimization
journal, September 2005


A discrete-time scheduling model for continuous power-intensive process networks with various power contracts
journal, January 2016


On the ratio of two correlated normal random variables
journal, January 1969


Optimal Process Operations in Fast-Changing Electricity Markets: Framework for Scheduling with Low-Order Dynamic Models and an Air Separation Application
journal, April 2016

  • Pattison, Richard C.; Touretzky, Cara R.; Johansson, Ted
  • Industrial & Engineering Chemistry Research, Vol. 55, Issue 16
  • DOI: 10.1021/acs.iecr.5b03499

Probabilistic electricity price forecasting with variational heteroscedastic Gaussian process and active learning
journal, January 2015


Reduced dynamic modeling approach for rectification columns based on compartmentalization and artificial neural networks
journal, February 2019

  • Schäfer, Pascal; Caspari, Adrian; Kleinhans, Kerstin
  • AIChE Journal, Vol. 65, Issue 5
  • DOI: 10.1002/aic.16568

Integration of Scheduling and Control with Closed Loop Implementation
journal, June 2012

  • Zhuge, Jinjun; Ierapetritou, Marianthi G.
  • Industrial & Engineering Chemistry Research, Vol. 51, Issue 25
  • DOI: 10.1021/ie3002364

Energy-Efficient Production Scheduling of a Cryogenic Air Separation Plant
journal, April 2017

  • Misra, Shamik; Kapadi, Mangesh; Gudi, Ravindra D.
  • Industrial & Engineering Chemistry Research, Vol. 56, Issue 15
  • DOI: 10.1021/acs.iecr.6b04585

Simultaneous Cyclic Scheduling and Control of a Multiproduct CSTR
journal, August 2006

  • Flores-Tlacuahuac, Antonio; Grossmann, Ignacio E.
  • Industrial & Engineering Chemistry Research, Vol. 45, Issue 20
  • DOI: 10.1021/ie051293d

Enterprise-wide optimization for industrial demand side management: Fundamentals, advances, and perspectives
journal, December 2016


Novel Formulation for Optimal Schedule with Demand Side Management in Multiproduct Air Separation Processes
journal, January 2019

  • Zhao, Shengnan; Ochoa, M. Paz; Tang, Lixin
  • Industrial & Engineering Chemistry Research, Vol. 58, Issue 8
  • DOI: 10.1021/acs.iecr.8b04964

Solution of a Class of Multistage Dynamic Optimization Problems. 2. Problems with Path Constraints
journal, September 1994

  • Vassiliadis, V. S.; Sargent, R. W. H.; Pantelides, C. C.
  • Industrial & Engineering Chemistry Research, Vol. 33, Issue 9
  • DOI: 10.1021/ie00033a015

Solution of a Class of Multistage Dynamic Optimization Problems. 1. Problems without Path Constraints
journal, September 1994

  • Vassiliadis, V. S.; Sargent, R. W. H.; Pantelides, C. C.
  • Industrial & Engineering Chemistry Research, Vol. 33, Issue 9
  • DOI: 10.1021/ie00033a014

Price-taker bidding strategy under price uncertainty
journal, November 2002

  • Conejo, A. J.; Nogales, F. J.; Arroyo, J. M.
  • IEEE Transactions on Power Systems, Vol. 17, Issue 4
  • DOI: 10.1109/TPWRS.2002.804948

A discrete-time scheduling model for power-intensive processes taking fatigue of equipment into consideration
journal, February 2019

  • Obermeier, Andreas; Windmeier, Christoph; Esche, Erik
  • Chemical Engineering Science, Vol. 195
  • DOI: 10.1016/j.ces.2018.10.036

Model-based bidding strategies on the primary balancing market for energy-intense processes
journal, January 2019


Balanced Model Reduction via the Proper Orthogonal Decomposition
journal, November 2002

  • Willcox, K.; Peraire, J.
  • AIAA Journal, Vol. 40, Issue 11
  • DOI: 10.2514/2.1570

Novel MILP Scheduling Model for Power-Intensive Processes under Time-Sensitive Electricity Prices
journal, January 2018

  • Basán, Natalia P.; Grossmann, Ignacio E.; Gopalakrishnan, Ajit
  • Industrial & Engineering Chemistry Research, Vol. 57, Issue 5
  • DOI: 10.1021/acs.iecr.7b04435

Simultaneous Process Scheduling and Control: A Multiparametric Programming-Based Approach
journal, February 2018

  • Burnak, Baris; Katz, Justin; Diangelakis, Nikolaos A.
  • Industrial & Engineering Chemistry Research, Vol. 57, Issue 11
  • DOI: 10.1021/acs.iecr.7b04457

Optimal scheduling of multiple sets of air separation units with frequent load-change operation
journal, January 2017