Course Schedule

This page contains a schedule of the topics, content, and assignments for the semester. Note that this schedule will be updated as necessary the semester progresses, with all changes documented here. Readings requiring institutional subscriptions can be accessed through the Cornell Library.

Week Date Topic Slides Lab HW MP Quiz Reading
1 Aug 24 Course Overview
Aug 26 Intro to Systems
2 Aug 31 Feedbacks & Equilibria
Sep 2 Stability & Examples
3 Sep 7 No Class: Labor Day
Sep 9 Bifurcations and Hysteresis Quiz 1 Carpenter et al. (1999)
4 Sep 14 Simulation and Discretization
Sep 16 Dissolved Oxygen and Streeter-Phelps
5 Sep 21 Discretization & Convergence Lab
Sep 23 Monte Carlo Foundations
6 Sep 28 Monte Carlo Error and Risk
Sep 30 Gaussian Plume Derivation
7 Oct 5 Gaussian Plume Simulation Quiz 2
Oct 7 Model Calibration and Validation Oreskes et al. (1994)
8 Oct 12 No Class: Fall Break
Oct 14 Decision Models and Linear Programming HW5
9 Oct 19 The Simplex Method and Shadow Prices
Oct 21 Project Proposal Peer Review HW6 Quiz 3
10 Oct 26 Linear Programming with JuMP Lab Lab 2
Oct 28 Economic Dispatch MP2
11 Nov 2 Capacity Expansion
Nov 4 Discrete Variables and Mixed Integer Programming HW7 Quiz 4
12 Nov 9 Solid Waste and Network Models HW8
Nov 11 Fixed Costs and Facility Siting Lab Lab 3
13 Nov 16 Stochastic Optimization and Scenario Trees Quiz 5
Nov 18 Sequential Decisions and Dynamic Programming
14 Nov 23 Scenario Trees and Sequential Decisions Lab Lab 4
Nov 25 No Class: Thanksgiving Break
15 Nov 30 Multiple Objectives, Robustness, and Sensitivity Reed et al. (2022); Saltelli et al. (2019)
Dec 2 Limits of Optimization and Course Synthesis Ackoff (1979)
16 Dec 7 Quiz 6 and Project Session Quiz 6
Dec 8 Project Presentations (final exam period)
Dec 20 Project Report and Team Evaluations Due

Due dates. Homework is due Thursdays at 9pm: HW5 Oct 22, HW6 Oct 29, HW7 Nov 12, and HW8 Nov 19. Mini-Project 1 is due Oct 22 and Mini-Project 2 Nov 19. Lab worksheets are due at 9pm the day after the lab. For the project: proposal Oct 16, proposal peer review Oct 26, project update Nov 13, presentations Dec 8, and the report and team evaluations Dec 20.

Slides, labs, and assignments are linked here as they are released.

References

Ackoff, R. L. (1979). Resurrecting the Future of Operational Research. J. Oper. Res. Soc., 30, 189–199. https://doi.org/10.1057/jors.1979.41
Carpenter, S. R., Ludwig, D., & Brock, W. A. (1999). Management of eutrophication for lakes subject to potentially irreversible change. Ecol. Appl., 9(3), 751–771. https://doi.org/10.2307/2641327
Oreskes, N., Shrader-Frechette, K., & Belitz, K. (1994). Verification, validation, and confirmation of numerical models in the Earth sciences. Science, 263, 641–646. https://doi.org/10.1126/science.263.5147.641
Reed, P. M., Hadjimichael, A., Malek, K., Karimi, T., Vernon, C. R., Srikrishnan, V., et al. (2022). Addressing uncertainty in multisector dynamics research. Zenodo. https://doi.org/10.5281/zenodo.6110623
Saltelli, A., Aleksankina, K., Becker, W., Fennell, P., Ferretti, F., Holst, N., et al. (2019). Why so many published sensitivity analyses are false: A systematic review of sensitivity analysis practices. Environmental Modelling & Software, 114, 29–39. https://doi.org/10.1016/j.envsoft.2019.01.012