Abstract
Motivated by a model introduced by Moiseev, we consider a problem of optimal investment into agricultural infrastructure (irrigation, storage) under uncertainty (demand, yield coefficients of soil). Unlike the risk-neutral approach of Moiseev, we formulate a risk-averse model based on joint probabilistic or chance constraints. We assume the random vector to obey a continuous Gaussian distribution. The probabilities of satisfying the demand of cereals and of not wasting excess harvest up to some given thresholds are calculated in dependence on the investment decisions in a multiperiod setting. Numerical results are presented for a small-dimensional example.
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References
Alais JC, Carpentier P, De Lara M (2017) Multi-usage hydropower single dam management: chance-constrained optimization and stochastic viability. Energy Syst 8:7–30
Gonzalez-Grandon T, Henrion R, Pérez-Aros P (2020) Dynamic probabilistic constraints under continuous random distributions. Math Program, pp 1–32
Loiaciga HA (1988) On the use of chance constraints in reservoir design and operation modeling. Water Resour Res 24:1969–1975
Loucks DP, Stedinger JR, Haith DA (1981) Water resource systems planning and analysis. Prentice-Halls, New York
Moiseev NN (1985) Problèmes mathématiques d’analyse des systèmes. Mir, Moscow
Pereira MVF, Pinto LMVG (1991) Multi-stage stochastic optimization applied to energy planning. Math Program 52:359–375
Van Ackooij W, Henrion R (2017) (Sub-) Gradient formulae for probability functions of random inequality systems under Gaussian distribution. SIAM/ASA J Uncertain Quant 5:63–87
Van Ackooij W, Zorgati R, Henrion R, Möller A (2014) Joint chance constrained programming for hydro reservoir management. Optim Eng 15:509–531
Acknowledgements
Author R.H. acknowledges support by the DFG Collaborative Research Centre CRC/ Transregio 154 within Project B04 and by the FMJH Program GASPARD MONGE in optimization and operations research including support to this program by EDF.
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El Karfi, K., Henrion, R. & Mentagui, D. An agricultural investment problem subject to probabilistic constraints. Comput Manag Sci 19, 683–701 (2022). https://doi.org/10.1007/s10287-022-00431-1
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DOI: https://doi.org/10.1007/s10287-022-00431-1
Keywords
- Reservoir management
- Probabilistic constraints
- Agricultural investment
- Optimization with chance constraints