A dimensionality reduction approach for many-objective Markov Decision Processes: Application to a water reservoir operation problem
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Rodolfo Soncini-Sessa | Matteo Giuliani | Stefano Galelli | S. Galelli | R. Soncini-Sessa | M. Giuliani
[1] Thomas L. Saaty,et al. Parametric Objective Function (Part 1) , 1954, Oper. Res..
[2] D. White. Multi-objective infinite-horizon discounted Markov decision processes , 1982 .
[3] Peter J. Fleming,et al. Many-Objective Optimization: An Engineering Design Perspective , 2005, EMO.
[4] Kalyanmoy Deb,et al. Reference point based multi-objective optimization using evolutionary algorithms , 2006, GECCO.
[5] Enrico Weber,et al. Integrated and Participatory Water Resources Management - Practice , 2007 .
[6] Patrick M. Reed,et al. Many‐objective groundwater monitoring network design using bias‐aware ensemble Kalman filtering, evolutionary optimization, and visual analytics , 2011 .
[7] Thomas A. Henzinger,et al. Markov Decision Processes with Multiple Objectives , 2006, STACS.
[8] R. Hogarth. Beyond discrete biases: Functional and dysfunctional aspects of judgmental heuristics. , 1981 .
[9] Suzana Dragicevic,et al. GIS and Intelligent Agents for Multiobjective Natural Resource Allocation: A Reinforcement Learning Approach , 2009, Trans. GIS.
[10] Pierre Geurts,et al. Extremely randomized trees , 2006, Machine Learning.
[11] Amnon Shashua,et al. Nonnegative Sparse PCA , 2006, NIPS.
[12] Claudio Carnevale,et al. Surrogate models to compute optimal air quality planning policies at a regional scale , 2012, Environ. Model. Softw..
[13] Andrea Castelletti,et al. Planning the Optimal Operation of a Multioutlet Water Reservoir with Water Quality and Quantity Targets , 2014 .
[14] Nazanin Shabani. Incorporating flood control rule curves of the Columbia River hydroelectric system in a multireservoir reinforcement learning optimization model , 2009 .
[15] D. J. White,et al. Further Real Applications of Markov Decision Processes , 1988 .
[16] John M. Flach,et al. MGA: a decision support system for complex, incompletely defined problems , 1990, IEEE Trans. Syst. Man Cybern..
[17] Daniel P. Loucks,et al. Reliability, resiliency, and vulnerability criteria for water resource system performance evaluation , 1982 .
[18] Marcello Restelli,et al. Tree-based fitted Q-iteration for multi-objective Markov decision processes in water resource management , 2013 .
[19] Orazio Giustolisi,et al. An evolutionary multiobjective strategy for the effective management of groundwater resources , 2008 .
[20] M. Farina,et al. On the optimal solution definition for many-criteria optimization problems , 2002, 2002 Annual Meeting of the North American Fuzzy Information Processing Society Proceedings. NAFIPS-FLINT 2002 (Cat. No. 02TH8622).
[21] Pekka Korhonen,et al. A pareto race , 1988 .
[22] Joseph R. Kasprzyk,et al. Many objective robust decision making for complex environmental systems undergoing change , 2012, Environ. Model. Softw..
[23] Eckart Zitzler,et al. Improving hypervolume-based multiobjective evolutionary algorithms by using objective reduction methods , 2007, 2007 IEEE Congress on Evolutionary Computation.
[24] Marco Laumanns,et al. Performance assessment of multiobjective optimizers: an analysis and review , 2003, IEEE Trans. Evol. Comput..
[25] Raghavan Srinivasan,et al. Efficient multi-objective calibration of a computationally intensive hydrologic model with parallel computing software in Python , 2013, Environ. Model. Softw..
[26] M. Franssen. Arrow’s theorem, multi-criteria decision problems and multi-attribute preferences in engineering design , 2005 .
[27] S. Galelli,et al. Dealing with many-objective problems in water resources planning and management , 2011 .
[28] Wenyan Wu,et al. Multiobjective optimization of water distribution systems accounting for economic cost, hydraulic reliability, and greenhouse gas emissions , 2013 .
[29] Andrea Castelletti,et al. Many-Objective Operation of Selective Withdrawal Reservoirs Including Water Quality Targets , 2013 .
[30] Demetris Koutsoyiannis,et al. Evaluation of the parameterization‐simulation‐optimization approach for the control of reservoir systems , 2003 .
[31] Warren B. Powell,et al. “Approximate dynamic programming: Solving the curses of dimensionality” by Warren B. Powell , 2007, Wiley Series in Probability and Statistics.
[32] Andrzej P. Wierzbicki,et al. The Use of Reference Objectives in Multiobjective Optimization , 1979 .
[33] Joseph R. Kasprzyk,et al. Evolutionary multiobjective optimization in water resources: The past, present, and future , 2012 .
[34] C. Gettys,et al. Plausibility assessments in hypothesis generation , 1986 .
[35] R. Bellman. Dynamic programming. , 1957, Science.
[36] Kaisa Miettinen,et al. Wastewater treatment plant design and operation under multiple conflicting objective functions , 2013, Environ. Model. Softw..
[37] Joshua D. Knowles,et al. On metrics for comparing nondominated sets , 2002, Proceedings of the 2002 Congress on Evolutionary Computation. CEC'02 (Cat. No.02TH8600).
[38] S. Ross. A First Course in Probability , 1977 .
[39] Eckart Zitzler,et al. Are All Objectives Necessary? On Dimensionality Reduction in Evolutionary Multiobjective Optimization , 2006, PPSN.
[40] Eckart Zitzler,et al. Objective Reduction in Evolutionary Multiobjective Optimization: Theory and Applications , 2009, Evolutionary Computation.
[41] Marcello Restelli,et al. Tree‐based reinforcement learning for optimal water reservoir operation , 2010 .
[42] Steven W. Effler,et al. Simulation of Operations and Water Quality Performance of Reservoir Multilevel Intake Configurations , 2007 .
[43] Alexander V. Lotov,et al. Interactive Decision Maps: Approximation and Visualization of Pareto Frontier , 2004 .
[44] John L. Grace,et al. Selective Withdrawal from Man‐Made Lakes , 2013 .
[45] Andrea Castelletti,et al. Assessing the predictive capability of randomized tree-based ensembles in streamflow modelling , 2013 .
[46] Darrell G. Fontane,et al. Use of Multiobjective Particle Swarm Optimization in Water Resources Management , 2008 .
[47] Fabio Zagonari,et al. A heterogeneous multi-criteria multi-expert decision-support system for scoring combinations of flood mitigation and recovery options , 2013, Environ. Model. Softw..
[48] Taesoon Kim,et al. Single-reservoir operating rules for a year using multiobjective genetic algorithm , 2008 .
[49] Joseph R. Kasprzyk,et al. Many-objective de Novo water supply portfolio planning under deep uncertainty , 2012, Environ. Model. Softw..
[50] Paulo Chaves,et al. Deriving reservoir operational strategies considering water quantity and quality objectives by stochastic fuzzy neural networks , 2007 .
[51] Carlos A. Coello Coello,et al. Objective reduction using a feature selection technique , 2008, GECCO '08.
[52] Patrick M. Reed,et al. A framework for Visually Interactive Decision-making and Design using Evolutionary Multi-objective Optimization (VIDEO) , 2007, Environ. Model. Softw..
[53] Pierre Geurts,et al. Tree-Based Batch Mode Reinforcement Learning , 2005, J. Mach. Learn. Res..
[54] Evan Dekker,et al. Empirical evaluation methods for multiobjective reinforcement learning algorithms , 2011, Machine Learning.
[55] Bart De Schutter,et al. Reinforcement Learning and Dynamic Programming Using Function Approximators , 2010 .
[56] Andrea Castelletti,et al. Integrated and Participatory Water Resources Management. Theory , 2007 .
[57] Carlos A. Coello Coello,et al. Online Objective Reduction to Deal with Many-Objective Problems , 2009, EMO.
[58] Patrice Perny,et al. On Finding Compromise Solutions in Multiobjective Markov Decision Processes , 2010, ECAI.
[59] L. Lasdon,et al. On a bicriterion formation of the problems of integrated system identification and system optimization , 1971 .
[60] Kalyanmoy Deb,et al. Reference point based multi-objective optimization using evolutionary algorithms , 2006, GECCO '06.
[61] Patrick M. Reed,et al. Many objective visual analytics: rethinking the design of complex engineered systems , 2013 .
[62] C. Gettys,et al. Hypothesis plausibility and hypothesis generation , 1979 .
[63] John W. Labadie,et al. Optimal control of reservoir discharge quality through selective withdrawal , 1981 .
[64] O. Larichev. Cognitive validity in design of decision‐aiding techniques , 1992 .
[65] I. Jolliffe. Principal Component Analysis , 2002 .
[66] John Yearwood,et al. On the Limitations of Scalarisation for Multi-objective Reinforcement Learning of Pareto Fronts , 2008, Australasian Conference on Artificial Intelligence.
[67] Marcello Restelli,et al. A multiobjective reinforcement learning approach to water resources systems operation: Pareto frontier approximation in a single run , 2013 .
[68] Srini Narayanan,et al. Learning all optimal policies with multiple criteria , 2008, ICML '08.