Publications

An Optimization-based Framework to Define the Probabilistic Design Space of Pharmaceutical Processes with Model Uncertainty

Processes

Daniel (Purdue) Laky, Shu Xu (Purdue), Jose S. Rodriguez (Purdue), Shankar Vaidyaraman (Lilly), Salvador Garcia Munoz, Carl Damon Laird

https://www.osti.gov/search/identifier:1870498

Evaluating Demand Response (DR) Opportunities for Power Systems Resilience Using MILP and MINLP Formulations

Foundations of Computer-Aided Process Design (FOCAPD)

Andrea R Castillo, Carl Damon Laird, Michael Lee Bynum, Jean-Paul Watson

A Critique of Optimization Modeling Environments for Complex Engineered Systems

Workshop on Computational and Mathematical Challenges in Complex Engineering Systems

William Eugene Hart, Carl Damon Laird, John Daniel Siirola, Bethany L. Nicholson, Jordan Heath Jalving, Michael Lee Bynum

Rethinking the C++ / Python Boundary in Modeling and Optimization Tools

IMA COIN-OR WorkshopCOIN fORgery 2018

William Eugene Hart, Carl Damon Laird, J. Santiago Rodriguez (Purdue), John Daniel Siirola, Bethany L. Nicholson

Systems approaches to protection of critical infrastructure

Purdue Process Safety and Assurance Center Fall Meeting

Carl Damon Laird

Parallel strategies for DAE optimization with direct Schur-complement decomposition

23rd International Symposium on Mathematical Programming

Carl Damon Laird, Bethany L. Nicholson, J. Santiago Rodriguez (Purdue)

A Nonlinear Programming Framework for Estimating Spatial Coupling and Seasonal Transmission Parameters in Disease Transmission

American Institute of Chemical Engineers Annual Meeting (2018)

Carl Damon Laird

A Mixed-Integer Programming Framework for Placement of Fire and Gas Detectors in Chemical Processing Facilities

American Institute of Chemical Engineers Annual Meeting (2018)

Katherine A. Klise, Bethany L. Nicholson, Carl Damon Laird

Pyomo Tutorial

Dagstuhl Seminar 'Designing and Implementing Algorithms for Mixed-Integer Nonlinear Optimization'

Carl Damon Laird, Jean-Paul Watson, William Eugene Hart, John Daniel Siirola, Bethany L. Nicholson

Deep Neural Network as Surrogates for Intractable Constraints and Problem Dimension Reduction: Security Constrained AC Optimal Power Flow

American Institute of Chemical Engineering Annual Meeting 2021

Zachary Alexander Kilwein, Logan Blakely, Michael Shannon Eydenberg, Jordan Heath Jalving, Carl Damon Laird, Fani Boukouvala

Accelerating Impact on Global Challenges with High-Performance Optimization

University Seminar

Carl Damon Laird

Robust State Estimation of Feeding-Blending Systems in Continuous Pharmaceutical Manufacturing

American institute of Chemical Engineers

Carl Damon Laird, Jianfeng (Purdue) Liu, Qinglin Su (Purdue), Mariana Moreno (Purdue), Zoltan Nagy (Purdue), Gintaras Reklaitis (Purdue)

AC-Optimal Power Flow Solutions with Security Constraints from Deep Neural Network Models

31st European Symposium on Computer-Aided Process Engineering (ESCAPE-31)

Zachary Kilwein, Fani Boukouvala, Carl Damon Laird, Anya Castillo, Logan Blakely, Michael Shannon Eydenberg, Jordan Heath Jalving, Lisa Batsch-Smith

Integration of Optimization and Machine Learning for Improving Resilience of Critical Infrastructure

Seminar presentation to Great Lakes Energy Institute at Case Western Reserve University

Carl Damon Laird

Scalable Parallel Nonlinear Optimization with PyNumero and Parapint

SIAM Conference on Optimization (OP21)

Michael Lee Bynum, Santiago Rodriguez, Carl Damon Laird, Bethany L. Nicholson, Jordan Heath Jalving, John Daniel Siirola, Denis Ridzal

A Reduced-space Simultaneous Approach for Nonlinear Programming with Index-1 Differential Algebraic Equation Systems

14th International Symposium on Process Systems Engineering (PSE 2021)

Robert Brunato Parker, Bethany L. Nicholson, John Daniel Siirola, Carl Damon Laird, Lorenz Biegler

Global Optimization for the Design and Operation of Energy Systems

2021 INFORMS Annual Meeting

Michael Lee Bynum, Carl Damon Laird, John Daniel Siirola

Parallel Solution of Alternating Current Optimal Power Flow Problems Using Parapint

Informs

Edna Soraya Rawlings, Michael Lee Bynum, Carl Damon Laird, Bethany L. Nicholson, David L. Woodruff, Jean-Paul Watson

Conceptual Design via Superstructure Optimization in Advanced Energy Systems Using the IDAES Framework

AIChE conference

Edna Soraya Rawlings, naresh Susarla, Jaffer Ghouse, Carl Damon Laird, Miguel Zamarripa, Michael Lee Bynum, John Daniel Siirola

Parapint: Scalable Parallel Solution of Structured Nonlinear Programs

2021 AIChE Annual Meeting

Michael Lee Bynum, Santiago Rodriguez, Carl Damon Laird, Bethany L. Nicholson, Jordan Heath Jalving, John Daniel Siirola, Denis Ridzal

Sensor placement optimization software applied to site-scale methane emissions monitoring

Journal of Environmental Engineering

Katherine A. Klise, Bethany L. Nicholson, Carl Damon Laird, Arvind (Stanford) Ravikumar, Adam (Stanford) Brandt

https://www.osti.gov/search/identifier:1778069

Decomposition Optimization-Based Bounds Tightening Problems Via Graph Partitioning

Optimization Online

Michael Lee Bynum, Anya Castillo, Bernard Knueven, Carl Damon Laird, John Daniel Siirola, Jean-Paul Watson

https://www.osti.gov/search/identifier:1834338

Proactive Operations and Investment Planning via Stochastic Optimization to Enhance Power Systems Extreme Weather Resilience

Journal of Infrastructure Systems

Michael Lee Bynum, Andrea Staid, Bryan Arguello, Anya Castillo, Bernard Knueven, Carl Damon Laird, Jean-Paul Watson

https://www.osti.gov/search/identifier:1765747

Robust Estimation of COVID-19 Transmission Parameters

COVIID-19 Summit #2

Carl Damon Laird

https://www.osti.gov/search/identifier:1843648

Pyomo - Optimization Modeling in Python, 3rd Ed.

Pyomo - Optimization Modeling in Python, 3rd Ed.

Michael Lee Bynum, Gabriel Hackebeil, William Eugene Hart, Carl Damon Laird, Bethany L. Nicholson, John Daniel Siirola, Jean-Paul Watson, David L. Woodruff

https://www.osti.gov/search/identifier:1771935