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