Bayesian optimization of pump operations in water distribution systems

DOI10.1007/s10898-018-0641-2zbMath1402.90126OpenAlexW2793351526MaRDI QIDQ1754464

A. Candelieri, R. Perego, Francesco Archetti

Publication date: 30 May 2018

Published in: Journal of Global Optimization (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10898-018-0641-2

zbMATH Keywords

global optimizationsimulation optimizationBayesian optimizationpump scheduling optimization

Mathematics Subject Classification ID

Nonconvex programming, global optimization (90C26) Stochastic programming (90C15) Deterministic scheduling theory in operations research (90B35)

Related Items (7)

Modelling human active search in optimizing black-box functions ⋮ Are Humans Bayesian in the Optimization of Black-Box Functions? ⋮ Learning Enabled Constrained Black-Box Optimization ⋮ Guest editors' preface to the special issue devoted to the 2nd international conference ``Numerical computations: theory and algorithms, June 19--25, 2016, Pizzo Calabro, Italy ⋮ Sequential model based optimization of partially defined functions under unknown constraints ⋮ Hyperparameter optimization for recommender systems through Bayesian optimization ⋮ Optimizing drinking water distribution system operations

Uses Software

• Algorithm 829
• Spearmint
• SMAC
• Hyperband

Cites Work

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• Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization
• Mathematical programming techniques in water network optimization
• Simulation-optimization approaches for water pump scheduling and pipe replacement problems
• A deterministic global optimization using smooth diagonal auxiliary functions
• A probabilistic algorithm for global optimization
• Lipschitzian optimization without the Lipschitz constant
• Application of Bayesian approach to numerical methods of global and stochastic optimization
• Stochastic adaptive search for global optimization.
• Lipschitz optimization methods for fitting a sum of damped sinusoids to a series of observations
• On Sampling Methods for Costly Multi-Objective Black-Box Optimization
• Derivation of near-optimal pump schedules for water distribution by simulated annealing
• 10.1162/153244303321897663
• Deterministic Global Optimization
• Algorithm 829
• Global Search Based on Efficient Diagonal Partitions and a Set of Lipschitz Constants

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