Chapter

Information Technologies in Environmental Engineering

Volume 3 of the series Environmental Science and Engineering pp 275-288

Date:

Including Environmental Performance Indicators into Kernel based Search Space Representations

  • Joerg BremerAffiliated withUniversity of Oldenburg Email author 
  • , Barbara RappAffiliated withUniversity of Oldenburg
  • , Michael SonnenscheinAffiliated withUniversity of Oldenburg

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Abstract

Virtual power plants are considered a promising concept for the integration of decentralized energy resources into the future electricity grid. But such a plant must not only optimize load schedules merely according to given economic objectives and technical constraints, if it is to be considered as a green technology. Hence, environmental issues have to be incorporated into optimization objectives, too. Here, we show the possibility of integrating respective performance indicators into search space descriptions in a way that enables direct incorporation into optimization. A meta-model for constrained search spaces based on one-class support vector machines is enriched with information on individual environmental impacts.

Keywords

Environmental Performance Indicator Support Vector Methods Virtual Power Plants Power Generation Planning Smart Grids