Victor M. Zavala

CoRR, 2024

2023

A graph-based modeling framework for tracing hydrological pollutant transport in surface waters.

[BibT_eX]

[DOI]

David L. Cole

Comput. Chem. Eng., November, 2023

Quantifying space-time load shifting flexibility in electricity markets.

[BibT_eX]

[DOI]

Comput. Chem. Eng., September, 2023

A spatial superstructure approach to the optimal design of modular processes and supply chains.

[BibT_eX]

[DOI]

Yue Shao

Jiaze Ma

Comput. Chem. Eng., February, 2023

New paradigms for exploiting parallel experiments in Bayesian optimization.

[BibT_eX]

[DOI]

Leonardo D. González

Comput. Chem. Eng., February, 2023

Exploring the Impacts of Power Grid Signals on Data Center Operations Using a Receding-Horizon Scheduling Model.

[BibT_eX]

[DOI]

Line Roald

IEEE Trans. Sustain. Comput., 2023

Diffusing-Horizon Model Predictive Control.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2023

Integrating a tailored recurrent neural network with Bayesian experimental design to optimize microbial community functions.

[BibT_eX]

[DOI]

Jaron C. Thompson

Ophelia S. Venturelli

PLoS Comput. Biol., 2023

A Fast and Scalable Computational Topology Framework for the Euler Characteristic.

[BibT_eX]

[DOI]

Daniel J. Laky

CoRR, 2023

BOIS: Bayesian Optimization of Interconnected Systems.

[BibT_eX]

[DOI]

Leonardo D. González

CoRR, 2023

Uncertainty Quantification for Molecular Property Predictions with Graph Neural Architecture Search.

[BibT_eX]

[DOI]

CoRR, 2023

Exploiting GPU/SIMD Architectures for Solving Linear-Quadratic MPC Problems<sup>*</sup>.

[BibT_eX]

[DOI]

Proceedings of the American Control Conference, 2023

2022

On the Convergence of Overlapping Schwarz Decomposition for Nonlinear Optimal Control.

[BibT_eX]

[DOI]

IEEE Trans. Autom. Control., 2022

Exponential Decay of Sensitivity in Graph-Structured Nonlinear Programs.

[BibT_eX]

[DOI]

SIAM J. Optim., 2022

A graph-based modeling abstraction for optimization: concepts and implementation in Plasmo.jl.

[BibT_eX]

[DOI]

Jordan Jalving

Math. Program. Comput., 2022

Scalable Primal Decomposition Schemes for Large-Scale Infrastructure Networks.

[BibT_eX]

[DOI]

CoRR, 2022

Convolutional Neural Networks: Basic Concepts and Applications in Manufacturing.

[BibT_eX]

[DOI]

CoRR, 2022

Pricing and Remunerating Electricity Storage Flexibility Using Virtual Links.

[BibT_eX]

[DOI]

CoRR, 2022

SAFE-OCC: A Novelty Detection Framework for Convolutional Neural Network Sensors and its Application in Process Control.

[BibT_eX]

[DOI]

CoRR, 2022

Pricing and remunerating electricity storage flexibility using virtual links.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2022

Spatio-temporal economic properties of multi-product supply chains.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2022

Data analysis using Riemannian geometry and applications to chemical engineering.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2022

A unifying modeling abstraction for infinite-dimensional optimization.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2022

Random field optimization.

[BibT_eX]

[DOI]

Joshua L. Pulsipher

Benjamin R. Davidson

Comput. Chem. Eng., 2022

Solution of large-scale supply chain models using graph sampling & coarsening.

[BibT_eX]

[DOI]

Jiaze Ma

Comput. Chem. Eng., 2022

ADAM: A web platform for graph-based modeling and optimization of supply chains.

[BibT_eX]

[DOI]

Edgar Martín-Hernández

Mariano Martín

Juan Gabriel Segovia-Hernández

Comput. Chem. Eng., 2022

Coordinated markets for furfural and levulinic acid from residual biomass: A case study in Guanajuato, Mexico.

[BibT_eX]

[DOI]

Heriberto Alcocer-Garcia

Eduardo Sanchez-Ramirez

Comput. Chem. Eng., 2022

2021

Measuring and Optimizing System Reliability: A Stochastic Programming Approach.

[BibT_eX]

[DOI]

Joshua L. Pulsipher

CoRR, 2021

An Electricity Market Clearing Formulation for Harnessing Space-Time, Load-Shifting Flexibility from Data Centers.

[BibT_eX]

[DOI]

CoRR, 2021

Convolutional Neural Nets: Foundations, Computations, and New Applications.

[BibT_eX]

[DOI]

Shengli Jiang

CoRR, 2021

Corrigendum to "Economic properties of multi-product supply chains" [Computers and Chemical Engineering (Nov 4, 2020) In Press].

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2021

Economic properties of multi-product supply chains.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2021

The Euler characteristic: A general topological descriptor for complex data.

[BibT_eX]

[DOI]

Alexander D. Smith

Comput. Chem. Eng., 2021

Topological data analysis: Concepts, computation, and applications in chemical engineering.

[BibT_eX]

[DOI]

Alexander D. Smith

Pawel Dlotko

Comput. Chem. Eng., 2021

Mitigating investment risk using modular technologies.

[BibT_eX]

[DOI]

Yue Shao

Yicheng Hu

Comput. Chem. Eng., 2021

Bayesian optimization with reference models: A case study in MPC for HVAC central plants.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2021

Dual dynamic programming for multi-scale mixed-integer MPC.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2021

Using ATR-FTIR spectra and convolutional neural networks for characterizing mixed plastic waste.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2021

Evaluating Coupling Models for Cloud Datacenters and Power Grids.

[BibT_eX]

[DOI]

Liuzixuan Lin

Andrew A. Chien

Proceedings of the e-Energy '21: The Twelfth ACM International Conference on Future Energy Systems, Virtual Event, Torino, Italy, 28 June, 2021

2020

Decentralized Schemes With Overlap for Solving Graph-Structured Optimization Problems.

[BibT_eX]

[DOI]

IEEE Trans. Control. Netw. Syst., 2020

Dynamic penalty function approach for constraints handling in reinforcement learning.

[BibT_eX]

[DOI]

Haeun Yoo

Jay H. Lee

CoRR, 2020

MPC Controller Tuning using Bayesian Optimization Techniques.

[BibT_eX]

[DOI]

Ranjeet Kumar

CoRR, 2020

Image-Based Model Predictive Control via Dynamic Mode Decomposition.

[BibT_eX]

[DOI]

CoRR, 2020

Overlapping Schwarz Decomposition for Nonlinear Optimal Control.

[BibT_eX]

[DOI]

CoRR, 2020

Unifying Theorems for Subspace Identification and Dynamic Mode Decomposition.

[BibT_eX]

[DOI]

CoRR, 2020

On the Convergence of the Dynamic Inner PCA Algorithm.

[BibT_eX]

[DOI]

CoRR, 2020

Characterizing the Predictive Accuracy of Dynamic Mode Decomposition for Data-Driven Control.

[BibT_eX]

[DOI]

CoRR, 2020

A tractable approximation for stochastic MPC and application to mechanical pulping processes.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2020

Scalable preconditioning of block-structured linear algebra systems using ADMM.

[BibT_eX]

[DOI]

Jose S. Rodriguez

Carl D. Laird

Comput. Chem. Eng., 2020

Optimal constraint-based regularization for parameter estimation problems.

[BibT_eX]

[DOI]

Caroline S. M. Nakama

Galo A. C. Le Roux

Comput. Chem. Eng., 2020

Adaptive-learning model predictive control for complex physiological systems: Automated insulin delivery in diabetes.

[BibT_eX]

[DOI]

Annu. Rev. Control., 2020

Overlapping Schwarz Decomposition for Constrained Quadratic Programs.

[BibT_eX]

[DOI]

Proceedings of the 59th IEEE Conference on Decision and Control, 2020

2019

A Hierarchical Optimization Architecture for Large-Scale Power Networks.

[BibT_eX]

[DOI]

IEEE Trans. Control. Netw. Syst., 2019

An Asynchronous Bundle-Trust-Region Method for Dual Decomposition of Stochastic Mixed-Integer Programming.

[BibT_eX]

[DOI]

Kibaek Kim

Cosmin G. Petra

SIAM J. Optim., 2019

Scalable nonlinear programming framework for parameter estimation in dynamic biological system models.

[BibT_eX]

[DOI]

Ophelia S. Venturelli

PLoS Comput. Biol., 2019

A scalable global optimization algorithm for stochastic nonlinear programs.

[BibT_eX]

[DOI]

J. Glob. Optim., 2019

Flexibility from Networks of Data Centers: A Market Clearing Formulation with Virtual Links.

[BibT_eX]

[DOI]

CoRR, 2019

Space-time dynamics of electricity markets incentivize technology decentralization.

[BibT_eX]

[DOI]

Yue Shao

Comput. Chem. Eng., 2019

Coordinated management of organic waste and derived products.

[BibT_eX]

[DOI]

Apoorva M. Sampat

Yicheng Hu

Mahmoud Sharara

Horacio Aguirre-Villegas

Rebecca A. Larson

Comput. Chem. Eng., 2019

A scalable stochastic programming approach for the design of flexible systems.

[BibT_eX]

[DOI]

Joshua Pulsipher

Comput. Chem. Eng., 2019

A computational framework for quantifying and analyzing system flexibility.

[BibT_eX]

[DOI]

Joshua Pulsipher

Daniel Rios

Aurora del Carmen Munguía-López

Comput. Chem. Eng., 2019

Fairness-guided design of water distribution networks for agricultural lands.

[BibT_eX]

[DOI]

Apoorva M. Sampat

Eusiel Rubio-Castro

José María Ponce-Ortega

Comput. Chem. Eng., 2019

Graph-based modeling and simulation of complex systems.

[BibT_eX]

[DOI]

Jordan Jalving

Comput. Chem. Eng., 2019

Hierarchical MPC schemes for periodic systems using stochastic programming.

[BibT_eX]

[DOI]

Autom., 2019

A Parallel Decomposition Scheme for Solving Long-Horizon Optimal Control Problems.

[BibT_eX]

[DOI]

Proceedings of the 58th IEEE Conference on Decision and Control, 2019

2018

A Sequential Algorithm for Solving Nonlinear Optimization Problems with Chance Constraints.

[BibT_eX]

[DOI]

Frank E. Curtis

Andreas Wächter

SIAM J. Optim., 2018

pyomo.dae: a modeling and automatic discretization framework for optimization with differential and algebraic equations.

[BibT_eX]

[DOI]

Math. Program. Comput., 2018

Algorithmic innovations and software for the dual decomposition method applied to stochastic mixed-integer programs.

[BibT_eX]

[DOI]

Kibaek Kim

Math. Program. Comput., 2018

Benchmarking ADMM in nonconvex NLPs.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2018

A mixed-integer conic programming formulation for computing the flexibility index under multivariate gaussian uncertainty.

[BibT_eX]

[DOI]

Joshua Pulsipher

Comput. Chem. Eng., 2018

Economic opportunities for industrial systems from frequency regulation markets.

[BibT_eX]

[DOI]

Alexander W. Dowling

Comput. Chem. Eng., 2018

Handling Long Horizons in MPC: A Stochastic Programming Approach.

[BibT_eX]

[DOI]

Proceedings of the 2018 Annual American Control Conference, 2018

2017

An Augmented Lagrangian Filter Method for Real-Time Embedded Optimization.

[BibT_eX]

[DOI]

Naiyuan Chiang

Rui Huang

IEEE Trans. Autom. Control., 2017

A Stochastic Electricity Market Clearing Formulation with Consistent Pricing Properties.

[BibT_eX]

[DOI]

Oper. Res., 2017

Optimization formulations for multi-product supply chain networks.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2017

Scalable modeling and solution of stochastic multiobjective optimization problems.

[BibT_eX]

[DOI]

Luis Fabián Fuentes-Cortés

Siyu Chen

Comput. Chem. Eng., 2017

MPC as a DVI: Implications on sampling rates and accuracy.

[BibT_eX]

[DOI]

Proceedings of the 56th IEEE Annual Conference on Decision and Control, 2017

2016

Data Centers as Dispatchable Loads to Harness Stranded Power.

[BibT_eX]

[DOI]

CoRR, 2016

An inertia-free filter line-search algorithm for large-scale nonlinear programming.

[BibT_eX]

[DOI]

Naiyuan Chiang

Comput. Optim. Appl., 2016

Clustering-based preconditioning for stochastic programs.

[BibT_eX]

[DOI]

Carl D. Laird

Comput. Optim. Appl., 2016

A framework for multi-stakeholder decision-making and conflict resolution.

[BibT_eX]

[DOI]

Alexander W. Dowling

Comput. Chem. Eng., 2016

Multiobjective economic model predictive control of mechanical pulping processes.

[BibT_eX]

[DOI]

Proceedings of the 55th IEEE Conference on Decision and Control, 2016

Economic nonlinear model predictive control for mechanical pulping processes.

[BibT_eX]

[DOI]

Proceedings of the 2016 American Control Conference, 2016

2015

Nonlinear programming strategies on high-performance computers.

[BibT_eX]

[DOI]

Proceedings of the 54th IEEE Conference on Decision and Control, 2015

2014

Scalable Nonlinear Programming via Exact Differentiable Penalty Functions and Trust-Region Newton Methods.

[BibT_eX]

[DOI]

SIAM J. Optim., 2014

Stochastic optimal control model for natural gas networks.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2014

Structured nonconvex optimization of large-scale energy systems using PIPS-NLP.

[BibT_eX]

[DOI]

Naiyuan Chiang

Cosmin G. Petra

Proceedings of the 2014 Power Systems Computation Conference, 2014

Evaluating storage systems for scientific data in the cloud.

[BibT_eX]

[DOI]

Proceedings of the ScienceCloud'14, 2014

2012

Stability of multiobjective predictive control: A utopia-tracking approach.

[BibT_eX]

[DOI]

Antonio Flores-Tlacuahuac

Autom., 2012

2011

Scalable stochastic optimization of complex energy systems.

[BibT_eX]

[DOI]

Proceedings of the Conference on High Performance Computing Networking, 2011

New insights into the dynamic stability of wholesale electricity markets.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Symposium on Computer-Aided Control System Design, 2011

A game-theoretical model predictive control framework for electricity markets.

[BibT_eX]

[DOI]

Aswin Kannan

Proceedings of the 49th Annual Allerton Conference on Communication, 2011

2010

Real-Time Nonlinear Optimization as a Generalized Equation.

[BibT_eX]

[DOI]

SIAM J. Control. Optim., 2010

Stability analysis of an approximate scheme for moving horizon estimation.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2010

Achieving higher frequencies in large-scale nonlinear model predictive control.

[BibT_eX]

[DOI]

Proceedings of the 49th IEEE Conference on Decision and Control, 2010

Advances in moving horizon estimation for nonlinear systems.

[BibT_eX]

[DOI]

Proceedings of the 49th IEEE Conference on Decision and Control, 2010

2009

Optimization-based strategies for the operation of low-density polyethylene tubular reactors: nonlinear model predictive control.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2009

Optimization-based strategies for the operation of low-density polyethylene tubular reactors: Moving horizon estimation.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2009

Large-scale nonlinear programming using IPOPT: An integrating framework for enterprise-wide dynamic optimization.

[BibT_eX]

[DOI]

Comput. Chem. Eng., 2009

The advanced-step NMPC controller: Optimality, stability and robustness.

[BibT_eX]

[DOI]