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 (Doctoral program, year 2010-11)

, 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

Sep 21, 10
 

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

 

Sep 28, 10
  Production case study. Decision and scenario tree. Two-stage and multistage linear optimization. Application to hydrothermal scheduling problem.      

Discussion about possible homeworks.


Oct 5, 10
  Decomposition techniques  

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

  Electric Power System Planning of Offshore Wind Farms

Oct 19, 10
  Linear optimization. Simplex method. Duality.  

Linear Programming FAQ (2005)

2009 Linear Programming Software Survey

  Impact of wind generation in the operation of an electric system

Oct 26, 10
  Benders decomposition.   Benders decomposition. GAMS code   Optimal expansion problema as a portfolio optimization

Nov 18, 10
  Fixed cost transportation problem.  
 

Short -term hydro scheduling

Crop planning


Nov 23, 10
  Small examples of Benders decomposition.    

Charge and discharge of EV.

Generation expansion planning with emissions contraints.


Nov 30, 10
  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

 

Dec 21, 11
 

Danztig-Wolfe decomposition. Lagrangian relaxation. Fixed cost transportation problem.

     

Jan 11, 11
  Scenario tree. Decomposition in two-stage and multistage stochastic planning
    Electric Power System Planning of Offshore Wind Farms

Jan 13, 11
  Improvements in decomposition techniques      

Generation expansion planning with emissions contraints.

Optimal expansion problema as a portfolio optimization


Jan 18, 11
  Simulation in stochastic programming.      

Impact of wind generation in the operation of an electric system

Crop planning


Jan 20, 11
  Stochastic dual dynamic programming.      

Charge and discharge of EV.

Short -term hydro scheduling