concept

dynamic programming

Also known as: DP

Facts (13)

Sources

Comprehensive framework for smart residential demand side ... nature.com Nature Mar 22, 2025 7 facts

claimThe mathematical formulation required for Dynamic Programming (DP) is difficult to achieve under many conditions and constraints and fails to handle uncertainties during operation in Residential Demand Side Management (RDSM) problems.

claimDynamic programming (DP) is used for Residential Demand Side Management (RDSM) problems because its recursive algorithms allow for dividing optimization problems into simpler sub-problems.

claimDynamic programming (DP) is used for Residential Demand Side Management (RDSM) problems because its recursive algorithms allow for dividing optimization problems into simpler sub-problems, though it is difficult to formulate under many constraints and fails to handle operational uncertainties.

claimRecent research suggests that prominent methods for demand-side management include linear programming, nonlinear programming, dynamic programming, stochastic programming, robust optimization, fuzzy logic, metaheuristic or evolutionary optimization, artificial neural networks, and game theory.

claimDynamic programming (DP) is used for Residential Demand Side Management (RDSM) problems because its recursive algorithms allow for dividing optimization problems into simpler sub-problems.

claimProminent methods suggested in recent research for demand-side management include linear programming, nonlinear programming, dynamic programming, stochastic programming, robust optimization, fuzzy logic, metaheuristic or evolutionary optimization, artificial neural networks, and game theory.

claimThe mathematical formulation required for Dynamic Programming (DP) is difficult to achieve under many conditions and constraints, and it fails to handle uncertainties during operation in Residential Demand Side Management (RDSM) problems.

A comprehensive overview on demand side energy management ... link.springer.com Springer Mar 13, 2023 5 facts

claimHsu and Su (1991) developed a dynamic programming (DP)-based optimization strategy to reduce energy-producing costs for direct load control (DLC) dispatch by integrating dispatch DLC approaches with unit commitment issues.

referenceHsu Y-Y and Su C-C (1991) published 'Dispatch of direct load control using dynamic programming' in IEEE Transactions on Power Systems, volume 6, issue 3, pages 1056–1061, which describes the use of dynamic programming for the dispatch of direct load control.

claimHsu and Su (1991) developed a dynamic programming (DP) based optimization strategy to reduce energy-producing costs for direct load control (DLC) dispatch by integrating dispatch approaches with unit commitment issues.

claimIn the context of energy management optimization, DP stands for Dynamic programming.

referenceHsu Y-Y and Su C-C (1991) proposed a method for the dispatch of direct load control using dynamic programming.

Complexity and the Evolution of Consciousness | Biological Theory link.springer.com Springer Sep 14, 2022 1 fact

referenceMangel and Clark (1986) state that dynamic programming problems become computationally infeasible as their dimension increases.