Abstract
Nowadays, with the expansion of electric energy distribution networks and the increasing penetration of distributed generation (DG) units in these systems, the existence of a solution to create a positive interaction between distribution companies and owners of DGs is felt. In this paper, a hybrid locational marginal pricing (LMP)-based approach with Vickrey-Clarke-Groves (VCG) optimization is presented, focusing on the benefit of energy consumers. Initially, LMPs of DG units are optimized by the modified grey wolf optimization (MGWO) algorithm, which is combined with a decision tree (DT) model to identify the most optimal solutions in each iteration. Subsequently, the consumer benefit is calculated by comparing the initial market price and the obtained LMPs for the DGs, and ultimately, the profit of the DGs owners is determined based on the VCG mechanism. The simulation has been conducted on a California 201-node test distribution system under the MATLAB software. The simulation results showed the effectiveness of the proposed method in reducing network losses, assigning LMPs to DG units, and increasing the profits of DGs owners compared to previous methods.
| Original language | English |
|---|---|
| Title of host publication | 12th International Conference on Smart Grid, icSmartGrid 2024 |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Pages | 192-196 |
| Number of pages | 5 |
| ISBN (Electronic) | 9798350361612 |
| DOIs | |
| Publication status | Published - 2024 |
| Event | 12th International Conference on Smart Grid, icSmartGrid 2024 - Hybrid, Setubal, Portugal Duration: May 27 2024 → May 29 2024 |
Publication series
| Name | 12th International Conference on Smart Grid, icSmartGrid 2024 |
|---|
Conference
| Conference | 12th International Conference on Smart Grid, icSmartGrid 2024 |
|---|---|
| Country/Territory | Portugal |
| City | Hybrid, Setubal |
| Period | 5/27/24 → 5/29/24 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 7 Affordable and Clean Energy
Keywords
- Decision tree
- Distribution systems
- Grey wolf optimization algorithm
- Locational marginal pricing
- Vickrey-Clarke-Groves mechanism
ASJC Scopus subject areas
- Artificial Intelligence
- Computer Networks and Communications
- Information Systems and Management
- Energy Engineering and Power Technology
- Renewable Energy, Sustainability and the Environment
- Electrical and Electronic Engineering
- Control and Optimization
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