Detail publikace

Hybrid Optimization Method for Strategic Control of Water Withdrawal from Water Reservoir with Using Support Vector Machines

MENŠÍK, P. MARTON, D.

Originální název

Hybrid Optimization Method for Strategic Control of Water Withdrawal from Water Reservoir with Using Support Vector Machines

Typ

článek v časopise ve Web of Science, Jimp

Jazyk

angličtina

Originální abstrakt

The aim of strategic control is the effort to achieve optimal water resource management (water reservoir). Classic strategic control of water withdrawal from water reservoir are based mainly on the rules and rules curves, which are created by generalization of historical data of water inflows to the reservoirs and water demand. Discharge series are changing in the time due to expected climate change. It is necessary to looking for intelligent water withdrawal control, which will allow to react on these hydrological changes and contribute to the efficient use of accumulated water for ensure water demand. The paper will describe the algorithm based on adaptive control. The normal adaptive control required knowledge of the water flow medium-term prediction into the reservoir. The created algorithm of intelligent water withdrawal control does not require knowledge of hydrological predictions. This control method is based on a suitable combination optimization method with the Support vector machines method. The control algorithm is one of the possible measures to mitigate the negative impacts of droughts and water scarcity. The algorithm of adaptive control is applied to the control of water withdrawal from selected single-reservoir. The results are compared with usual rules for water withdrawal control.

Klíčová slova

Adaptive; Evolution Algorithms; Operative Control; Reservoir; Strategic Control; Optimization; Support Vector Machines; Water Demand; Water Resource; Water Withdrawal

Autoři

MENŠÍK, P.; MARTON, D.

Vydáno

9. 5. 2017

Nakladatel

Elsevier Science Publishers

Místo

Amsterdam

ISSN

1877-7058

Periodikum

Procedia Engineering

Ročník

2017

Číslo

186

Stát

Nizozemsko

Strany od

491

Strany do

498

Strany počet

8

URL

http://www.sciencedirect.com/science/article/pii/S1877705817314145

Plný text v Digitální knihovně

http://hdl.handle.net/11012/69369

BibTex

@article{BUT135393,
  author="Pavel {Menšík} and Daniel {Marton}",
  title="Hybrid Optimization Method for Strategic Control of Water Withdrawal from Water Reservoir with Using Support Vector Machines",
  journal="Procedia Engineering",
  year="2017",
  volume="2017",
  number="186",
  pages="491--498",
  doi="10.1016/j.proeng.2017.03.261",
  issn="1877-7058",
  url="http://www.sciencedirect.com/science/article/pii/S1877705817314145"
}