About: Heat Load Modelling for District Heating Plants Using an OpenCL-based Algorithm, International journal of applied mathematics and informatics     Goto   Sponge   NotDistinct   Permalink

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  • This research paper explores an OpenCL-based algorithm to aid heat load modelling for district heating plants. Previous studies have proven that heat loads mostly depend on the external temperatures (temperature dependency component) and the time of the day (time dependency component). In this research we have used the sum of two truncated exponential functions to model the time dependency component and a generalised logistic function to model the temperature dependency component. The parameters of these functions are estimated using the traditional particle swarm optimisation (TPSO). The estimation of the parameters can be time consuming so to accelerate the process we have developed an OpenCL-based version of the algorithm. The critical part of the implementation of the algorithm in OpenCL is the use of different types of memories, especially the local memory and also the coalesced or broadcast read Access to Global Memory.
  • This research paper explores an OpenCL-based algorithm to aid heat load modelling for district heating plants. Previous studies have proven that heat loads mostly depend on the external temperatures (temperature dependency component) and the time of the day (time dependency component). In this research we have used the sum of two truncated exponential functions to model the time dependency component and a generalised logistic function to model the temperature dependency component. The parameters of these functions are estimated using the traditional particle swarm optimisation (TPSO). The estimation of the parameters can be time consuming so to accelerate the process we have developed an OpenCL-based version of the algorithm. The critical part of the implementation of the algorithm in OpenCL is the use of different types of memories, especially the local memory and also the coalesced or broadcast read Access to Global Memory. (en)
Title
  • Heat Load Modelling for District Heating Plants Using an OpenCL-based Algorithm, International journal of applied mathematics and informatics
  • Heat Load Modelling for District Heating Plants Using an OpenCL-based Algorithm, International journal of applied mathematics and informatics (en)
skos:prefLabel
  • Heat Load Modelling for District Heating Plants Using an OpenCL-based Algorithm, International journal of applied mathematics and informatics
  • Heat Load Modelling for District Heating Plants Using an OpenCL-based Algorithm, International journal of applied mathematics and informatics (en)
skos:notation
  • RIV/70883521:28140/12:43868805!RIV13-MSM-28140___
http://linked.open...avai/predkladatel
http://linked.open...avai/riv/aktivita
http://linked.open...avai/riv/aktivity
  • P(ED2.1.00/03.0089)
http://linked.open...iv/cisloPeriodika
  • 6
http://linked.open...vai/riv/dodaniDat
http://linked.open...aciTvurceVysledku
http://linked.open.../riv/druhVysledku
http://linked.open...iv/duvernostUdaju
http://linked.open...titaPredkladatele
http://linked.open...dnocenehoVysledku
  • 138737
http://linked.open...ai/riv/idVysledku
  • RIV/70883521:28140/12:43868805
http://linked.open...riv/jazykVysledku
http://linked.open.../riv/klicovaSlova
  • District Heating, Heat load, Modelling, Peak function, Particle Swarm Approximation, OpenCL, Graphic Processing Unit (en)
http://linked.open.../riv/klicoveSlovo
http://linked.open...odStatuVydavatele
  • GB - Spojené království Velké Británie a Severního Irska
http://linked.open...ontrolniKodProRIV
  • [4D3FBBFD259E]
http://linked.open...i/riv/nazevZdroje
  • International Journal of Applied Mathematics and Informatics
http://linked.open...in/vavai/riv/obor
http://linked.open...ichTvurcuVysledku
http://linked.open...cetTvurcuVysledku
http://linked.open...vavai/riv/projekt
http://linked.open...UplatneniVysledku
http://linked.open...v/svazekPeriodika
  • 2012
http://linked.open...iv/tvurceVysledku
  • Král, Erik
  • Vašek, Lubomír
  • Čápek, Petr
issn
  • 2074-1278
number of pages
http://localhost/t...ganizacniJednotka
  • 28140
is http://linked.open...avai/riv/vysledek of
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