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Reinforcement Learning based Multistage Optimal PMU Placement Against Data Integrity Attacks in Smart Grid

Industrial Cyber-Physical Systems, 2021
Data integrity attacks can mislead the state estimation of the smart grid and severely threaten the smart grid security. Phasor measurement units (PMUs) provide accurate measurements to state estimation and can be used to defend against data integrity ...
Zhuorui Wu   +6 more
semanticscholar   +1 more source

Optimal PMU placement: A comprehensive literature review

2011 IEEE Power and Energy Society General Meeting, 2011
This review outlines the benefits that Phasor Measurement Unit (PMU) integration has on the power network. It reviews past optimal placement techniques covering meta-heuristic and deterministic algorithms. Three best performing algorithms are chosen in terms of minimum required number of PMUs for full system observability.
William Yuill   +3 more
openaire   +1 more source

Data-Driven Optimal PMU Placement for Power System Nonlinear Dynamics Using Koopman Approach

IEEE Transactions on Industrial Informatics
A phasor measurement unit (PMU) serves as a superior tool to monitor the dynamics of the power system, but its high cost remains a practical concern that requires the optimal placement of the PMU (OPP).
Jiacheng Ge   +6 more
semanticscholar   +1 more source

Optimal placement of PMU's considering sensitivity analysis

2015 International Conference on Technological Advancements in Power and Energy (TAP Energy), 2015
This paper presents various aspects of optimal Phasor measurement unit (PMU) placement problem with load sensitivity analysis. Binary integer linear programming based methodology for optimal placement of PMU in a given power network for full observability of that network is presented in this paper.
Chandrasekhar Yammani   +2 more
openaire   +1 more source

Enhancing power grid observability through optimal PMU placement using the salp swarm algorithm

STUDIES IN ENGINEERING AND EXACT SCIENCES
The Phasor Measurement Unit (PMU) is a state-of-the-art device that substantially enhances the full monitoring and control of power systems. Renowned for their high precision, PMUs utilize sophisticated time synchronization techniques that enable the ...
Remha Souhaib   +4 more
semanticscholar   +1 more source

A modified optimal PMU placement problem formulation considering channel limits under various contingencies

Measurement, 2019
Phasor measurement units (PMU) are populating the electricity grids throughout the world rapidly due to their wide range of benefits and applications. The traditional optimal PMU placement (OPP) formulations ensure complete network observability with a ...
M. Shafiullah   +4 more
semanticscholar   +1 more source

Optimal Placement of PMU: A Brief Review

2020
For monitoring and controlling the large modern power system, a measuring device such as phasor measurement unit (PMU) provides an important role. APMU provides time-synchronized voltage and current phasor values relevant buses where these PMUs are placed.
Sandeep Kumar Mishra, Murthy Cherukuri
openaire   +1 more source

Optimal PMU Placement based on Voltage Stability Index for Observability of Network

WSEAS Transactions on Circuits and Systems
This work presents a voltage stability Index (FLVSI) for optimal PMU placement (OPP) to achieve complete network observability. Every PQ bus is considered in the FLVSI strategy to attain weak PQ bus from PMUs are conditioned to allocate at weak PQ buses ...
P. Lakshminarayana   +4 more
semanticscholar   +1 more source

Accelerating Quantum Optimization with Graph Learning for Optimal PMU Placement

2025 IEEE/AIAA Transportation Electrification Conference and Electric Aircraft Technologies Symposium (ITEC+EATS)
The Phasor Measurement Unit (PMU) plays a crucial role in the real-time monitoring of power systems. Investigating the optimal PMU placement can not only provide full system observability but also reduce unnecessary installation costs.
Yuqi Jiang   +5 more
semanticscholar   +1 more source

Optimal PMU Placement Using Modified Greedy Algorithm

Journal of Control, Automation and Electrical Systems, 2017
Phasor measurement units (PMUs) provide synchronized measurements of real-time phasors of voltages and currents. It is considered as an important element of the smart wide area measurement system used in advanced power system monitoring, protection, and control applications.
Van-khoi Tran, He-sheng Zhang
openaire   +1 more source

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