Approximate dynamic programming
Approximate Guarantee for Approximate Dynamic Programming
... 2.3. Approximate dynamic programming 5 stop or to continue. When the process continues, a new state is determined randomly. This is repeated until the end horizon is reached, or when the process ...
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Min-Max Approximate Dynamic Programming
... use dynamic programming ...result approximate dynamic programming (ADP) has been developed as a general method for finding suboptimal control policies [6], [7], ...an approximate ...
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Optimization-based Approximate Dynamic Programming
... The members of my dissertation committee were indispensable in forming and steering the topic of this dissertation. The class I took with Andrew Barto motivated me to probe the foundations of reinforcement learning, ...
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CiteSeerX — The linear programming approach to approximate dynamic programming
... toward approximate dynamic programming as a potentially powerful tool for large-scale stochastic ...why approximate dynamic programming algo- rithms work and a lack of ...
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Sparse Approximate Dynamic Programming for Dialog Management
... 3.2 Approximate Dynamic Programming DP-based approaches have two ...mate Dynamic Programming (ADP) aims at esti- mating the optimal policy from trajectories when the state space is too ...
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Approximate Dynamic Programming for Military Resource Allocation
... 2.2 Approximate Dynamic Programming ...considering dynamic programming as a solution methodology are briefly ...pline, dynamic programming is a “collection of mathematical ...
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Configuring Airspace Sectors with Approximate Dynamic Programming
... Keywords: dynamic airspace configuration, approximate dynamic programming Abstract In response to changing traffic and staffing condi- tions, supervisors dynamically configure airspace sectors ...
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Approximate Dynamic Programming with Parallel Stochastic Planning Operators
... Two key methods are to: (i) derive an estimate of the value (approximate dynamic programming) using function approximation or state aggregation; or (ii) build a model of the environmen[r] ...
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Air-Combat Strategy Using Approximate Dynamic Programming
... The purpose of the research is to develop a solution technique for computing near-optimal UAS BFM decisions. While the proposed solution may require off-line training, it must be capable of producing decisions in ...
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An Approximate Dynamic Programming Mode for Optimal MEDEVAC Dispatching
... This material is declared a work of the U.S. Government and is not subject to copyright protection in the United States. We develop a Markov decision process (MDP) model to examine military medical evacuation (MEDEVAC) ...
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Bayesian optimization with a finite budget: An approximate dynamic programming approach
... The first contribution of this paper is to use rollout [1], an approximate dynamic programming (ADP) algorithm to circumvent the nested maximizations of the DP formulation. This leads to a problem ...
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An approximate dynamic programming approach to attended home delivery management
... an approximate dynamic programming method that provides estimates of the opportunity cost associated with having a customer from a specific area book delivery in a specific time ...
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An approximate dynamic programming approach to the micro CHP scheduling problem
... −∞ otherwise (20) With these two definitions the recursive value function can be written as follows: V (s t ) = max d (F(s t , d) + V (Tr(s t , d)) (21) Again, this can be solved by tracking back in time. However, where ...
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Approximate Dynamic Programming Modeling for a Typical Blood Platelet Bank
... In this paper, we have devised a real-time, workable model for solving the practical problems associated with responsible blood platelet inventory. These problems include how to eciently dispense, organize, store, and ...
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Determination of Fire Control Policies via Approximate Dynamic Programming
... Approved for Public Release; distribution unlimited. This material is declared a work of the U.S. Government and is not subject to copyright protection in the United States. Given the ubiquitous nature of offensive and ...
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Approximate dynamic programming approach for sequential change diagnosis problem
... to approximate dynamic programming is to find a value function approximation which requires estimating smallest possible number of ...of dynamic programming, Bellman recog- nized that ...
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Approximate Dynamic Programming Captures Fleet Operations for Schneider National
... used approximate dynamic programming to produce realistic, high-quality decisions that capture the ability of dispatchers to anticipate the future impact of ...
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An approximate dynamic programming approach to urban freight distribution with batch arrivals
... consolidation, approximate dynamic programming 1 Introduction In the field of urban freight logistics, the need for consolidation centers at the edge of urban areas is becoming increasingly important ...
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Approximate dynamic programming algorithms for multidimensional flexible production inventory problems
... b Department of Management Science, Lancaster University Management School, Lancaster, LA1 4YX, UK Abstract An important issue in the manufacturing and supply chain literature concerns the optimization of inventory ...
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Approximate dynamic programming for two-player zero-sum Markov games
... an approximate fashion, possibly from batch ...where Dynamic Programming (DP) commonly serves as a basis to a wide range of practical so- lutions (Puterman, ...case, Approximate Dynamic ...
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