Abstract
In this chapter we consider the goals and objectives arising in wastewater management in the context of a multiobjective analysis. This allows, among others, the individual consideration of (1) the overflow volume (i.e., the total amount of released water), (2) the pollution load in the released water, and (3) the cost of the generated control. Given a specific sewage network and data of typical inflow scenarios, a multiobjective offline analysis of the problem and, in particular, of the trade-off between the different goals provides the decision maker with valuable information of the problem characteristics. This information can then be used to specify a suitable scalarized, single-objective optimization problem for the real-time optimal control that represents the decision makers preferences in a best possible way. If an efficient solver for such scalarizations is available (which is the case for the problems considered here), this leads to an efficient online procedure that is justified by an extensive offline problem analysis.
Even though the methods presented in this chapter were tailored for wastewater management problems, they are also applicable in the context of the other applications mentioned in this volume.
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L.J. Alvarez-Vazquez, N. Garcia-Chan, A. Martinez, M.E. Vazquez-Mendez, Multi-objective Pareto-optimal control: An application to wastewater management. Comput. Optim. Appl. 46, 135–157 (2010)
G. Boldur, Linear programming problems with complex decision conditions, in 7th Mathematical Programming Symposium, The Hague, September 1970
V.J. Bowman, On the relationship of the Tchebycheff norm and the efficient frontier of multiple-criteria objectives, in Multiple Criteria Decision Making, ed. by H. Thieriez, S. Zionts (Springer, Berlin, 1976), pp. 76–85
V. Chankong, Y.Y. Haimes, Multiobjective Decision Making: Theory and Methodology (Elsevier, New York, 1983)
K. Dächert, J. Gorski, K. Klamroth, An adaptive augmented weighted Tchebycheff method to solve discrete, integer-valued bicriteria optimization problems. Technical Report BUW-AMNA-OPAP 10/06, University of Wuppertal, FB Mathematik und Naturwissenschaften, 2010
I. Das, J.E. Dennis, A closer look at drawbacks of minimizing weighted sums of objectives for Pareto set generation in multicriteria optimization problems. Struct. Optim. 14, 63–69 (1997)
K. Deb, Multi-Objective Optimization Using Evolutionary Algorithms (Wiley, Chichester, 2001)
M. Ehrgott, Multicriteria Optimization (Springer, Berlin, 2005)
P. Eskelinen, K. Miettinen, K. Klamroth, J. Hakanen, Pareto navigator for interactive nonlinear multiobjective optimization. OR Spektrum 23, 211–227 (2010)
A.M. Geoffrion, Proper efficiency and the theory of vector maximization. J. Math. Anal. Appl. 22, 618–630 (1968)
J. Hakanen, Y. Kawajiri, K. Miettinen, L.T. Biegler, Interactive multi-objective optimization for simulated moving bed processes. Control Cybern. 36(2), 283–302 (2007)
H.W. Hamacher, C.R. Pedersen, S. Ruzika, Finding representative systems for discrete bicriteria optimization problems by box algorithms. Oper. Res. Lett. 35(3), 336–344 (2007)
M.P. Hansen, A. Jaszkiewicz, Evaluating the quality of approximations to the non-dominated set. Technical Report IMM-REP-1998-7, IMM Technical University of Denmark, 1998
I. Kaliszewski, Using trade-off information in decision-making algorithms. Comput. Oper. Res. 27, 161–182 (2000)
K. Klamroth, J. Tind, M.M. Wiecek, Unbiased approximation in multicriteria optimization. Math. Methods Oper. Res. 56, 413–437 (2002)
K. Klamroth, J. Tind, Constrained optimization using multiple objective programming. J. Glob. Optim. 37, 325–355 (2007)
K. Klamroth, K. Miettinen, Integrating approximation and interactive decision making in multicriteria optimization. Oper. Res. 56, 224–234 (2008)
M. Marinaki, M. Papageorgiou, Optimal Real-Time Control of Sewer Networks. Advances in Industrial Control (Springer, Berlin, 2005)
K. Miettinen, Nonlinear Multiobjective Optimization (Kluwer Academic, Boston, 1999)
D. Muschalla, Optimization of integrated urban wastewater systems using multi-objective evolution strategies. Urban Water Journal 5(1), 57–65 (2008)
A. Pascoletti, P. Serafini, Scalarizing vector optimization problems. J. Optim. Theory Appl. 42, 499–524 (1984)
M. Pleau, H. Colas, P. Lavallée, G. Pelletier, R. Bonin, Global optimal real-time control of the Quebec urban drainage system. Environ. Model. Softw. 20, 401–413 (2005)
T. Ralphs, M. Saltzman, M.M. Wiecek, An improved algorithm for solving biobjective integer programs. Ann. Oper. Res. 147, 43–70 (2006)
W. Rauch, P. Harremoës, Genetic algorithms in real time control applied to minimize transient pollution from urban wastewater systems. Water Res. 33(5), 1265–1277 (1999)
S. Ruzika, M.M. Wiecek, A survey of approximation methods in multiobjective programming. J. Optim. Theory Appl. 126(3), 473–501 (2005)
S. Sayin, Measuring the quality of discrete representations of efficient sets in multiple objective mathematical programming. Math. Program. 87, 543–560 (2000)
M. Schütze, A. Campisano, H. Colas, W. Schilling, P.A. Vanrolleghem, Real time control of urban wastewater systems – where do we stand today? J. Hydrol. 299, 335–348 (2004)
R.E. Steuer, E. Choo, An interactive weighted Tchebycheff procedure for multiple objective programming. Math. Program. 26, 326–344 (1983)
R.E. Steuer, Multiple Criteria Optimization: Theory, Computation, and Application (Wiley, New York, 1986)
A. Wächter, L.T. Biegler, On the implementation of a primal-dual interior point filter line search algorithm for large-scale nonlinear programming. Math. Program. 106(1), 25–57 (2006)
G. Weinreich, W. Schilling, A. Birkely, T. Moland, Pollution based real time control strategies for combined sewer systems. Water Sci. Technol. 36(8–9), 331–336 (1997)
A.P. Wierzbicki, The use of reference objectives in multiobjective optimization, in Multiple Criteria Decision Making Theory and Applications, ed. by G. Fandel, T. Gal (Springer, Berlin, 1980), pp. 468–486
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We thank Lars Balzer for support in programming.
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Dächert, K., Klamroth, K. (2012). Multicriteria Optimization in Wastewater Management. In: Martin, A., et al. Mathematical Optimization of Water Networks. International Series of Numerical Mathematics, vol 162. Birkhäuser, Basel. https://doi.org/10.1007/978-3-0348-0436-3_10
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