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Stochastic Programming in Enterprise-Wide Optimization
Andrew Schaefer
Overview of Optimization Models for Planning and Scheduling
Ignacio Grossmann
Dynamic Optimization for Enterprise Wide Optimization
Larry Biegler
Constraint Programming and Mathematical Programming Tutorial
John Hooker
Optimization on the Computational Grid
Jeff Linderoth
Planning and Scheduling to Minimize Makespan & Tardiness
John Hooker
Markov Decision Processes
Andrew Schaefer
Computational Integer Programming
Jeff Linderoth
Overview of Mixed-integer Nonlinear Programming
Ignacio Grossmann
Dynamic Real-Time Optimization: Linking Off-line Palnning with On-line Optimization
Larry Biegler
Models for Mitigating Supply Chain Disruptions
Larry Snyder
Global Optimization with Branch-and-Reduce
Nick Sahinidis
Agent-based systems for supply chain management
Gonzalo Guillen
A Tour of Modeling Techniques
John Hooker
The Supply Chain as a Dynamical System
Erik Ydstie
Optimal Commodity Trading with a Capacitated Storage Asset
Nicola Secomandi
Tutorial on Lagrangean Decomposition: Theory and Applications (PDF) (MP3)
Ignacio Grossmann
Scheduling and the Resource Task Network (PDF) (MP3)
Pedro Castro
An Overview of Sampling Methods in Stochastic Programming (PDF) (MP3)
Andrew Schaefer
Multi-Echelon Inventory Optimization: An Overview (PDF) (MP3)
Larry Snyder
Overview of Generalized Disjunctive Programming (PDF) (MP3)
Ignacio Grossmann
Polyhedral Approach to Integer Linear Programming (PDF) (MP3)
Gerard Cornuejols
Models and Algorithms for Stochastic Programming
Jeffrey Linderoth
Survey of NLP Algorithms (PDF) (MP3)
Larry Biegler
An Approximate Dynamic Programming Approach to Benchmark Practice-based Heuristics for Natural Gas Storage Valuation
Nicola Secomandi
Mathematical Programming Approaches to Enterprise-wide Optimization of Process Industries
Ignacio Grossmann
Integration of Supply Chain Design and Operation with Stochastic Inventory Management (PDF) (MP3)
Fengqi You
Constraint-based solution methods for vehicle routing problems (PDF) (MP3)
Willem-Jan van Hoeve
Agent Based Models for Enterprise Wide Optimization and Decision Support (PDF) (MP3)
Raj Srinivasan
Derivative Free Optimization: Algorithms, software and applications (PDF) (MP3)
Nick Sahinidis
Symmetry and Optimization (PDF) (MP3)
Francois Margot
Facility Location Models: An Overview (PDF) (MP3)
Larry Snyder
Forcasting: An Overview (PDF) (MP3)
Luis Vargas
IBM ILOG CPLEX What is inside of the box? (PDF) (MP3)
Ricardo Lima
Vehicle Routing and Scheduling ina Supply Chain Network (PDF) (MP3)
Jaime Cerda and Carlos Mendez
Modeling and Optimization Tools for Solving Production Planning and Scheduling Problems (PDF)
Alkis Vazacopoulos
Game Theoretic Approach for Supply Chain Optimization under Demand Uncertainty (PDF)
Tatsushi Nishi
Control and System Design for Energy Market Responsiveness (PDF)
Donald J. Chmielewski
Robust Optimization for Risk Control in Enterprise-wide Optimization (PDF) (MP3)
Juan Pablo Vielma
Integration of Scheduling and Control Operations (PDF) (MP3)
Antonio Flores
Factory operations modelling/scheduling/implementation: an Industrial case study (PDF) (MP3)
Peter Bongers
Strengths and Drawbacks of MILP, CP and Discrete-Event Simulation based Approaches on Large-Scale Scheduling Problems (PDF) (MP3)
Pedro Castro
Optimization Problems in Machine Learning (PDF) (MP3)
Katya Scheinberg
Modeling and solution issues in discrete event simulation. Applications to pipeline and wet-etching scheduling problems (PDF) (MP3)
Carlos Mendez
EWO in the Petroleum Industry-challenges and opportunities (PDF)
Lincoln Moro, Fábio Liporace, Euclides Neto
Improving Diagnosis In Complex Process Systems: Why It’s A Challenge (PDF)
Ian Cameron
Advances in Mathematical Programming Models for Enterprise-wide Optimization (PDF) (MP3)
Ignacio Grossmann
Recent Developments in Integrated Methods for Optimization (PDF) (MP3)
John Hooker
Modeling and Optimization for the Electric Grid (PDF) (MP3)
John Siirola
Constraint-Based Planning and Scheduling Models (PDF) (MP3)s
Stephen F. Smith
Smart Manufacturing as a Real-Time Networked Information Enterprise (PDF)
James Davis and Thomas Edgar
Column Generation Heuristics for Split Pickup and Delivery Vehicle Routing Problem for International Crude Oil Transportation (PDF)
Tatsushi Nishi
Approximate Dynamic Programming for the Merchant Operations of Commodity and Energy Conversion Assets (PDF) (MP3)
Selvaprabu (Selva) Nadarajah
"Using IMPRESS for Supply-Chain Scenario-Based Optimization" (PDF) (MP3)
Jeffrey Kelly and Alkis Vazacopoulos
An Illustrated Guide to Finding Solutions (PDF) (MP4)
Philipp Christophel
Business Analytics: The Past, Present and Future of Operations Research (PDF) (MP3)
Michael Trick
Enhancing decision making process in a cooperative and competitive environment (PDF) (MP4)
Miguel Zamarripa
Be Careful What You Wish For: Some thoughts on maximizing value from your simulations (PDF) (MP3)
Scott J. Bury
Chemical Production Scheduling: Notation, Problem Classes, Modeling Approaches, and Solution Methods (PDF) (MP4)
Christos Maravelias
Scope for industrial applications of production scheduling models and solution methods (PDF)
Iiro Harjunkoski
Optimization Under Uncertainty (PDF) (MP3)
Antonio J. Conejo
Location problems on networks with routing (PPT) (MP3)
Elena Fernández
Parallel Architectures and Algorithms for Large-Scale Nonlinear Programming (PDF) (MP3)
Carl Laird
Optimization of Maritime Transportation (PDF) (MP3)
Marielle Christiansen
The SCIP Optimization Suite (PDF) (MP3)
Gerald Gamrath
Introduction to Supply Chain Simulation (PDF) (MP3)
Ricki Ingalls
Recent Advances in Mathematical Programming Techniques for the Optimization of Process Systems under Uncertainty (PDF) (VIDEO)
Ignacio Grossmann
Decision Optimization: the Key Differentiator for Next-Generation Analytics (PDF) (MP3)
Susara Van den Heever, IBM
Surrogate models and the optimization of systems in the absence of algebraic models (PDF)
Nick Sahinidis
Integrating Scheduling and Control for Optimal Process Operations in Fast-Changing Markets (PDF) (MP3)
Michael Baldea
A Taste of Applied Machine Learning (PDF) (MP3)
Carolyn P. Rose
Fundamentals and Advances in Enterprise-wide Optimization for Industrial Demand Side Management (PDF) (MP3)
Qi Zhang
Representing Production using the UOPSS Framework (PDF) (MP3)
Danielle Zyngier
Recent Methodological and Computational Advances in Stochastic Power System Planning (PDF) (MP3)
Mario Pereira
Approaches for Tackling Dynamic Vehicle Routing Problems (PDF) (MP3)
Michel Gendreau
Pyomoand JuMP–Modeling Environments for the 21st Century (PDF) (MP3)
Qi Chen and Braulio Brunaud
Expanding Scope and Computational Challenges in Process Scheduling (PDF) (MP3)
Pedro Castro, Ignacio Grossmann
Flexible Statistical Modeling Methods for Big Data (PDF) (MP3)
Simon Sheather
Modern Robust Optimization: Opportunities forEnterprise-Wide Optimization (PDF) (MP3)
Chrysanthos E. Gounaris
Maximizing Value of Oil and Gas developments through Reservoir to Surface Integrated Modeling and Optimization (PDF) (MP3)
Remy Marmier
Machine Learning and Optimization (PDF) (MP3)
Aida Khajavirad
Global Supply Chains Coordination with Optimal Integration of Third Parties (PDF) (MP3)
Kefah Hjaila and Antonio Espuna
Supply Chain Complexity – Why it matters and how to solve (PDF) (MP3)
Nikhil Arora
The Long and Winding Road to Optimization (PDF) (MP3)
Jack Levis
Tutorial: A Unified Framework for Optimization under Uncertainty (PDF) (MP3)
Warren Powell
Reinforcement Learning – Overview of Recent Progress and Implications for Process Control and Beyond (Integrated Multi-Scale Decision-making) (PDF) (MP3)
Jay H. Lee
Nonlinear Optimization Methods for Machine Learning (PDF) (MP3)
Jorge Nocedal
Quantum Computing and Non-Linear Integer Optimization (PDF) (MP3)
Sridhar Tayur
Data centric approach for supply chain optimization (PDF) (MP3)
Tatsushi Nishi
Getting the best out of forecasting software (PDF) (MP3)
Robert Fildes and Nikolaos Kourentzes
Challenges in Multilevel Supply Chain Optimization (PDF) (MP3)
Braulio Brunaud
Industrial AI for Autonomous Industries (PDF) (MP3)
Christopher Ganz
Sustainable supply chains in a circular economy (PDF) (MP3)
Adisa Azapagic
Data Analytics and Optimization in Steel Industry(PDF) (MP3)
Lixin Tang
Constraint Programming – An Alternative Approach to Heuristics in Scheduling (PDF) (MP4)
Eray Cakici
A tutorial on Markov Decision Process from the perspective of Stochastic Programming (PDF) (MP4)
Yixin Ye
Artificial Intelligence in Chemical Engineering: Past, Present, and Future (PDF) (MP4)
Venkat Venkatsubramanian
How to Produce Wells Steadily and Sustainably: A Paradigm Shift in the Oil and Gas Industry (PDF) (MP4)
Diego Cafaro
Introduction to near-term approaches in Quantum Combinatorial Optimization (PDF) (MP4)
Davide Venturelli
Multi-Echelon Inventory Optimization under the Threat of Disruptions (PDF) (MP4)
Larry Snyder
Digital Technologies in Offshore and Subsea Oil & Gas Production (PDF) (MP4)
Argimiro Resende Secchi
Approximation Algorithms for Process Systems Engineering (PDF) (MP4)
Ruth Misener
AC Network-Constrained Unit Commitment (AC-NCUC) (PDF) (MP4)
Antonio Conejo
Optimizing Innovative Energy Systems of the Future (PDF)
David C. Miller, Ph.D.
Optimization based scheduling of electroplating processes (PDF) (MP4)
Guido Sand
Unlock Your Event Data! Remove Operational Friction Using Process Mining (PDF) (MP4)
Wil van der Aalst
Opportunities for modelling and optimisation in vaccine manufacturing and supply chains (PDF) (MP4)
Nilay Shah
Improving Supply Chain Resilience: Looking Back and Looking Forward (PDF) (MP4)
Christopher Tang
Modern Tools for Integrated Optimization, High Performance Computing, and Machine Learning (MP4)
Carl Laird
Joint Assortment Optimization and Customization under a Mixture of Multinomial Logit models: On the Value of Personalized Assortments (MP4)
Huseyin Topaloglu
Emerging Topics in Dow Supply Chain (PDF) (MP4)
Kyle Harshbarger
An effective hybrid decomposition approach to solve the network-constrained stochastic unit commitment problem in large-scale power systems (PDF) (MP4)
Ricardo Lima
Smart Industrial Mining Complexes - Mineral Value Chains, Present and Future: New Digital Technologies, Artificial Intelligence and Self-Learning, Advances and Challenges (PDF) (MP4)
Roussos Dimitrakopoulos
Design of Integrated Biorefineries and Bioenergy Networks (PDF) (MP4)
Antonis Kokossis
Supply Chain Monitoring using Multivariate Statistical Analysis (PDF) (MP4)
Christopher Swartz
When Global Optimization Meets Machine Learning: Challenges and Opportunities (PDF) (MP4)
Yankai Cao
The CP-SAT-LP solver (PDF) (MP4)
Laurent Perron
Agricultural Supply Chain Networks: From Trade to Resilience (PDF) (MP4)
Anna Nagurney
Autonomous Chemical Research with Large Language Models (PDF) (MP4)
Gabe Gomes