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ENME 725 Probabilistic Optimization

Approximate Schedule and Homeworks

Course Text: Introduction to Stochastic Programming,"J. R. Birge and F. Louveaux, 1997.

Week
#
Subject Homeworks
1

Module 1: Introductory + Recourse Problems

Lecture #1
(topic to review via recordings before the class)

  • Overview and introduction
  • Recourse problems- agricultural example & extensions (Birge & Louveaux, Chapter 1)
    -Power Market Examples (Conejo et al., Chapter 2)
  • Initial discussions of expected value of perfect information (EVPI) & value of the stochastic Solution (VSS) [Birge & Louveax Chapters 1 & 4, Conejo et al., Chapter 2)
  • Two-stage programs with recourse: Basic Properties and Theory [Birge & Louveaux, Chapter 3]
  • Risk Measures [Conejo et al., Chapter 4] & Multiobjective optimization (other sources)
  • Solving recourse problems: Benders decomposition and L-Shaped Method (and discussion of Dantzig-Wolfe method) [Birge and Louveaux, Chapter 5 + other sources, see Lecture 0]
homework assigned with due date
2
Lecture #2
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3

Lecture #3 
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4

Lecture #4
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5

Lecture #5
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6

Lecture #6
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7

FALL BREAK

October 13, 2026, NO CLASS

8

Lecture #7

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9


Exam to cover module 1 topics

exam #1 (in class) October 27, 2026, 9:30-12:00
10

Module 2: Chance-Constrained Optimization

Lecture #8

  • Chance-Constrained Programming and Reliability Programming (no recourse)
  • Connection to second-order cone programming (SOCP)
  • In-class exam (lecture 11)
  • Handouts & Vajda text


 

 

    11

Lecture #9
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course project assigned

12

Lecture #10

 
13

Module 3: Robust Optimization

Lecture #11

  • Finish up chance-constrained optimization (as needed)
  • Robust optimization (Examples, motivation, tractability), connection with chance-constrained optimization

 

course project proposals due

14

Lecture #12
Robust optimization (Examples, motivation, tractability)

course project meetings with Dr. Gabriel

15

Lecture #13
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Exam to cover module 1 & 2 topics, more emphasis on Module 2

exam #2 (in class)
December 8, 2026, 9:30-12:00

  course project due including: report and code December 15, 2026, by 9:30am Maryland time

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