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Книга Approximate Dynamic Programming Poornima Balakrishna

Approximate Dynamic Programming

Scalability and Applications in Air Transportation

Автор: Poornima Balakrishna
Език: Английски език
Корици: С меки корици
Издател: VDM Verlag
Наличност: Налично при издателя, по поръчка
Изпращаме след 17-27 дни
70.33 € 137.56 лв
In spite of considerable research efforts, curse of dimensionality which affects the scalability of...

Информация за книгата

Автор
Poornima Balakrishna
Език
Английски език
Корици
Книга - С меки корици
Издадена
2010
страници
176
EAN
9783639241020
ISBN
3639241029
Enbook ID
06831754
Издател
VDM Verlag
Теглоt
268
Размери
152 x 229 x 10

Пълно описание

In spite of considerable research efforts, curse of dimensionality which affects the scalability of approximate dynamic programming (ADP) models still remains a challenge. This work advances the state-of-the-art in the field of stochastic dynamic programming methods through the innovative integration of a diffusion wavelet based value function approximation method with ADP. The innovation lies in this integration that exploits the structure of the problem to achieve computational feasibility. The research method is tested on the problem of taxi-out time estimation of aircraft to establish a proof of concept. The sequential predictions of taxi-out time obtained in real-time for departing aircraft provide shared situational awareness to benefit airport operations planning. The outcomes of this work provide a generic methodology for sequential decision making under uncertainty in large scale applications by uniting concepts from signal processing, statistics, stochastic processes, and artificial intelligence, which may provide solutions for future automated decision making in large scale complex applications in other engineering domains.

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