Abstract
This paper deals with the distributed economic dispatch problem (EDP) using incremental cost (IC) consensus approach for multiple distributed generators (DGs) integrated in a smart grid under supply-demand constraint. The communication topology between DGs has been considered as directed, and a novel communication scenario based on smart meters, global positioning system, and an existing graph (rather than a new communication topology for supply-demand balance) has been considered. It also relaxes the assumption of initial supply-demand balance for the consensus of ICs. Based on an additional feedback mechanism, it is shown that the consensus between incremental costs and tracking control of supply-demand in smart grid paradigm can be achieved by virtue of the proposed communication mechanism and the resultant coordination protocol. The proposed approach has been modified to cater for load/transmission system losses and measurement errors by formulating a modified EDP problem, with the addition of a parameter for compensation of losses and errors. In contrast to existing methods, the proposed distributed optimization approach via IC consensus is based on a directed communication topology, and it provides an efficient handling of supply-demand balance. In addition, novel distributed optimization methods for the conventional undirected graphs for a smart grid can be attained as a specific scenario to deal with the initial balance assumption of supply and demand. The proposed approach has been applied for distributed optimization in a smart grid and simulation results under different scenarios are provided.
| Original language | English |
|---|---|
| Pages (from-to) | 6685-6700 |
| Number of pages | 16 |
| Journal | Soft Computing |
| Volume | 26 |
| Issue number | 14 |
| DOIs | |
| State | Published - Jul 2022 |
| Externally published | Yes |
Bibliographical note
Publisher Copyright:© 2022, The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature.
Keywords
- Directed communication topologies
- Distributed generators
- Economic dispatch
- Incremental cost consensus
- Supply-demand
ASJC Scopus subject areas
- Theoretical Computer Science
- Software
- Geometry and Topology