Multidimensional Parallel Dynamic Programming Algorithm Based on Spark for Large-Scale Hydropower Systems

The “curse of dimensionality” is a major problem in dynamic programming (DP) algorithms for large-scale hydropower systems. This study proposes a parallel DP algorithm based on Spark (PDPoS) to alleviate the “curse of dimensionality”. Parallel computing experiments are formulated by varying the numb...

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Vydané v:	Water resources management Ročník 34; číslo 11; s. 3427 - 3444
Hlavní autori:	Ma, Yufei, Zhong, Ping-an, Xu, Bin, Zhu, Feilin, Xiao, Yao, Lu, Qingwen
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Dordrecht Springer Netherlands 01.09.2020 Springer Nature B.V
Predmet:	administrative management Algorithms Atmospheric Sciences China Civil Engineering Cores Dynamic programming Earth and Environmental Science Earth Sciences Efficiency Environment Geotechnical Engineering & Applied Earth Sciences Hydroelectric power Hydrogeology Hydrology/Water Resources Mathematical analysis Reservoirs River basins Run time (computers) water Water levels water power watersheds China Hydropower operation Curse of dimensionality Multidimensional dynamic programming Parallel computing Spark
ISSN:	0920-4741, 1573-1650
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