Article ID Journal Published Year Pages File Type
6859319 International Journal of Electrical Power & Energy Systems 2018 10 Pages PDF
Abstract
The increase in intermittent renewable generation motivates participation of also the electricity consumers in maintaining the production-consumption balance of the electrical grid. This paper proposes a distributed price-based optimization scheme for involving a population of consumers in day-ahead procurement of electricity and frequency containment reserves. Energy storage charging and heating of residential houses are planned before the operating day, while taking into account uncertainties in the day-ahead electricity and reserves markets, weather conditions, and realized frequency. The proposed approach is formulated as stochastic quadratic programming problems and coordinated using a parallelized formulation of the alternating direction method of multipliers (ADMM). Chance constraints for the storage state of charge variations under uncertain reserve activation are formulated as second-order cone constraints. The numerical results illustrate the potential benefits of including consumers in the optimization of reserves.
Related Topics
Physical Sciences and Engineering Computer Science Artificial Intelligence
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