Universidad Pontificia Comillas
Instituto de Investigación Tecnológica
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[Principal] [Résumé/CV] [Material docente] [Operations Management] [Mathematical Methods] [Operations Research] [Técnicas de Optimización de Sistemas] [Modelado y Simulación de Sistemas] [Applied Optimization] [Statistics II] [Quantitative Decision Methods] [Optimization Techniques] [Deterministic Optimization] [Stochastic Optimization] [Investigación] [Open Models] [openSDUC] [openTEPES] [TEPES] [ROM] [StarNet] [FLOP] [iMetro]

Stochastic Optimization (Official Master's Degree in Research in Engineering Systems Modeling, year 2015-16)

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Operations Research (the science of better):
Discipline that applies advanced analytical methods to take decisions to improve operations of a company.

A New View of Analytics and Operations Research

, Learn About O.R., The Executive Guide to Operational Research, Operational Research and EURO

L. Escudero y M.A. López SEIO y la historia de la IO en España Boletín de Estadística e Investigación Operativa 28 (1): 24-55, Feb 2012

F. Petropoulos et al. Operational Research: Methods and Applications March 2023

Life itself is a matter of OR

The current table reflects in a realistic way the course development during the several sessions. It allows the student to know in advance what is going to happen in each session in order to prepare the subject and to organize its work adequately.


Date
 
Theory
 
Complementary readings
 
Applications

Feb 1, 2016
 

Comments about the syllabus. Additional bibliography.
Hand out of class notes.

STOCHASTIC OPTIMIZATION.
Introduction to stochastic optimization. Generation expansion planning study case.

 

A. Ramos, A. Alonso-Ayuso, G. Pérez (eds.) Optimización bajo Incertidumbre Universidad Pontificia Comillas Madrid, España 2008 ISBN 8484682516

Red Temática de Optimización bajo Incertidumbre (ReTOBI)

Stochastic Programming Resources

 

Feb 15, 2016
  Production case study. Decision and scenario tree. Two-stage and multistage linear optimization.    

Stochastic Optimization Cases


Feb 19, 2016
  Application to hydrothermal scheduling problem. Application case: stochastic unit commitment      

El Arte de Presentar

A very funny example
Kate Hartman: el arte de la indumentaria de comunicación


Feb 22, 2016
  Application case: medium-term hydrothermal scheduling    

GOOD OPTIMIZATION MODELING PRACTICES with GAMS (All You Wanted to Know About Practical Optimization but Were Afraid to Ask) June 2022

GOOD OPTIMIZATION MODELING PRACTICES with Pyomo (All You Wanted to Know About Practical Optimization but Were Afraid to Ask) June 2022

Stochastic Programming (SP) with EMP - GAMS

StarNet Lite Models


Feb 29, 2016
  Decomposition techniques.    

Mar 4, 2016
  Linear optimization. Simplex method. Duality.  

Mathematical Programming Glossary

Linear Programming FAQ (2005)

2015 Linear Programming Software Survey

COmputational INfrastructure for Operations Research Projects

 

Mar 14, 2016
  Benders decomposition.  
 

Stochastic Hydrothermal Dispatch Colombian Case

Benders decomposition. GAMS code


Apr 4, 2016
  Fixed cost transportation problem.    

Maintenance Scheduling Unit Commitment


Apr 11, 2016
  Nested Benders decomposition.    

Apr 15, 2016
  Danztig-Wolfe decomposition.
Lagrangian relaxation.
  G. Hechme-Doukopoulos, S. Brignol-Charousset, J. Malick, C. Lemaréchal The short-term electricity production management problem at EDF Optima (84) 2-7 Oct 2010   Danztig-Wolfe decomposition. GAMS code
Lagrangean relaxation. GAMS code

Apr 18, 2016
  Fixed cost transportation problem.
Unit commitment solved by LR
    Multi-Area Optimal Power Flow. Centralized Vs. Decentralized

Apr 22, 2016
  Scenario tree.     Transmission Expansion Planning with stochastic long-term storage capacities

Apr 25, 2016
  Decomposition in two-stage and multistage stochastic planning.       Decomposing the mean-risk problem

May 9, 2016
  Improvements in decomposition techniques.      

May 30, 2016
  Simulation in stochastic programming. SDDP       Stochastic Generation Expansion Planning and Beyond
Scenario Tree Generation for Stochastic Optimization: A Review
Optimal Scheduling of Smart Home Appliances under Solar Generation Uncertainty