JOURNAL ARTICLE

Fully distributed state estimation of smart grids

Abstract

A large number of sensors, meters and intelligent electronic devices (IEDs) with the capabilities of sensing, actuation, computation and communication will be deployed in future smart power grids for the purpose of measurement, monitoring, protection, diagnosis, control, optimization and other transactions. The conventional centralized and hierarchical multi-level state estimation is not scalable enough to process the huge amount of data generated all over the grid. In this paper we propose a fully distributed computational network architecture and the associated Message-Passing (MP) algorithms for electric power system state estimation. Unlike the conventional state estimation schemes that centered around algebraic operations on sparse matrices, our approach is based on MP and information fusing on graphs in a totally distributed fashion. The optimality, scalability and other advantages will be demonstrated.

Keywords:
Scalability Computer science Smart grid Distributed computing State (computer science) Computation Process (computing) Grid Message passing Real-time computing Computer engineering Engineering Algorithm Electrical engineering

Metrics

13
Cited By
1.14
FWCI (Field Weighted Citation Impact)
22
Refs
0.79
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Error Correcting Code Techniques
Physical Sciences →  Computer Science →  Computer Networks and Communications
Advanced Optical Network Technologies
Physical Sciences →  Engineering →  Electrical and Electronic Engineering
Cooperative Communication and Network Coding
Physical Sciences →  Computer Science →  Computer Networks and Communications

Related Documents

JOURNAL ARTICLE

Distributed State Estimation of Smart Grids with Packet Losses

Md Masud RanaLi LiSteven W. Su

Journal:   Asian Journal of Control Year: 2017 Vol: 19 (4)Pages: 1306-1315
JOURNAL ARTICLE

Secure Distributed Dynamic State Estimation in Wide-Area Smart Grids

Mehmet Necip KurtYasin YilmazXiaodong Wang

Journal:   IEEE Transactions on Information Forensics and Security Year: 2019 Vol: 15 Pages: 800-815
JOURNAL ARTICLE

Data-Driven, Multi-Region Distributed State Estimation for Smart Grids

Md Jakir HossainMahshid Rahnamay‐Naeini

Journal:   2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe) Year: 2021
© 2026 ScienceGate Book Chapters — All rights reserved.