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 2013-14)

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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 realistically the course development along the different sessions. It allows the students to know in advance the content of each session in order to prepare the course and organize their work adequately.


Date
 
Theory
 
Complementary readings
 
Presentations

Feb 4, 2014
 

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

STOCHASTIC OPTIMIZATION.
Introduction to stochastic optimization. Generation expansion planning study case. Production case study. Decision and scenario tree.

 

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

 

El Arte de Presentar

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


Feb 11, 2014
  Two-stage and multistage linear optimization. Application to hydrothermal scheduling problem.      

Discussion about possible homeworks.


Feb 18, 2014
  Application case: stochastic unit commitment      

Feb 25, 2014
  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

StarNet Lite Models

  Optimal Planning of DG and Storage in a Microgrid

Mar 4, 2014
  Decomposition techniques.     Optimal selling of crude oil in the forward and spot market

Mar 11, 2014
  Linear optimization. Simplex method. Duality.   Linear Programming FAQ (2005)

2013 Linear Programming Software Survey

COmputational INfrastructure for Operations Research Projects

Benders decomposition. GAMS code

  Optimal Design and Operation of DG, EV and Storage in a Microgrid

Mar 18, 2014
  Benders decomposition.  
 

Stochastic Unit Commitment considering uncertainty in demand and units availability


Mar 25, 2014
  Fixed cost transportation problem.    

Stochastic Optimization in Hydropower Reservoirs


Apr 1, 2014
  Small examples of Benders decomposition.    

Optimal electricity production with Options in futures


Apr 22, 2014
  Nested Benders decomposition.  

Danztig-Wolfe decomposition. GAMS code
Lagrangean relaxation. GAMS code

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

  Optimal selling of Crude Oil through options and the spot market

Apr 24, 2014
 

Danztig-Wolfe decomposition.

      Optimal Planning of DER in a Microgrid with Market Participation

Apr 29, 2014
  Lagrangian relaxation. Fixed cost transportation problem.     Stochastic Unit Commitment considering uncertainty in demand and units availability

May 6, 2014
  Scenario tree.
     

Optimal Planning of DER in a Microgrid with Market Participation


May 13, 2014
  Scenario tree.
     

Stochastic Optimization in Hydropower Reservoirs


May 20, 2014
 

Decomposition in two-stage and multistage stochastic planning.

     

Optimal selling of Crude Oil through options and the spot market


May 27, 2014
  Improvements in decomposition techniques. Simulation in stochastic programming