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Deep Reinforcement Learning-Based Optimal PMU Placement Considering the Degree of Power System Observability

IEEE Transactions on Industrial Informatics
A phasor measurement unit (PMU) is the core measurement component of power system monitoring and analysis. The placement of PMUs directly impacts the state estimation confidence, and hence the optimal PMU placement (OPP), that, minimizing the number of ...
Xue-Lu Zhou   +5 more
semanticscholar   +1 more source

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

Artificial Intelligence Based Optimal Placement of PMU

International Journal of Emerging Science and Engineering, 2022
The investigation of power system disturbances is critical for ensuring the supply’s dependability and security. Phasor Measurement Unit (PMU) is an important device of our power network, installed on system to enable the power system monitoring and control.
Rachana Pandey   +3 more
openaire   +1 more source

Avoiding the Maratos Effect in Non-Convex Optimization Through Piecewise Convexity: A Case Study in Optimal PMU Placement Problem

Algorithms
In constrained nonlinear optimization, we aim to achieve two goals: one is to minimize the objective function, and the other is to satisfy the constraints. A common way to balance these competing targets is to use penalty functions.
Nikolaos P. Theodorakatos   +2 more
semanticscholar   +1 more source

Joint Optimal PMU Placement and Data Pruning for Resource Efficient Smart Grid Monitoring

IEEE Transactions on Power Systems
This article proposes a novel joint system-aware data pruning and optimal phasor measurement unit (PMU) placement framework for smart grid monitoring.
Akash Kumar Mandal, Swades De
semanticscholar   +1 more source

Optimal placement of PMUs using differential evolution

2013 International Conference on Intelligent Systems and Signal Processing (ISSP), 2013
In the present paper differential evolution methodology has been proposed to place minimum number of phasor measurement units (PMUs) at strategic locations of the power system such that the system is completely observable. Concept of integer programming formulation has been utilized for ensuring the observability of the system configuration and to ...
B. Vedik, A. K. Chandel
openaire   +1 more source

Optimal PMU placement for state estimation robustness

IEEE PES Innovative Smart Grid Technologies, Europe, 2014
Given a sufficient number of properly placed synchronized voltage and current phasor measurements, an L1 estimator (also known as the Least Absolute Value or LAV estimator) can be shown to be robust against gross measurement errors. This paper is concerned about the placement of phasor measurement units (PMU) in order to establish a desired level of ...
Murat Gol, Ali Abur
openaire   +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 PMU placement using Fuzzy Logic and WAMS based PMU measurement for Faulted Zone Identification

2021 1st Odisha International Conference on Electrical Power Engineering, Communication and Computing Technology(ODICON), 2021
Impediments of Traditional backup protection schemes like 1).relying on local measurements which may mal operate during stress condition and may not be able to discriminate properly between the abnormal and faulty condition,2).restriction under heavy ...
Subhranshu Sekhar Puhan   +2 more
semanticscholar   +1 more source

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