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Outage Prediction and Grid Vulnerability Identification Using ...


Cyber-Security of Smart Grids: Attacks, Detection, Countermeasure ...

Several studies focused on using prediction models for attack detections in smart grid infrastructures. For example, the authors of [123] proposed a detection ...

Critical Risk Indicators (CRIs) for the electric power grid

We identified CRIs in each of the domains that are directly related to electrical grid vulnerability. ... outage predictions for electric ...

Grid Resilience: The Opportunity of the Digital Twin - Infosys

The predictive digital twins, used mainly in Japan and Singapore, can look at transmission assets and predict outages, based on vulnerabilities to extreme ...

Smart grid tech to ensure grid stability in extreme weather | Issue 160

... predict severe weather events, allowing the grid to automatically adjust its operations. ... outages in the city fell by a whopping 55%. In ...

Machine learning methods for power line outage identification ...

A machine-learning-based fault detection and classification technique using a setting-group-based adaptation approach to address the problem of ...

Symposium Paper - Power System Control & Protection Lab

... grid vulnerabilities under given weather ... Kezunovic, "Informed prosumer aggregator bidding strategy via incorporating distribution grid outage risk predictions ...

BNL | Renewables and Grid Modernization

Lofaro, “A Bayesian Approach Based Outage Prediction in Electric Utility Systems Using Radar Measurement Data,” IEEE Transactions on Smart Grid, Vol. 9, No. 6, ...

Study of smart grid cyber-security, examining architectures ...

Through analyzing the connections between elements, cybersecurity professionals are better equipped to identify vulnerabilities, weak points, ...

Reviewing Power Outage Trends, Electric Reliability Indices and ...

outage events are decreasing in number because smart grid funding in ... smart grid, including the ability to better predict demand with a network of smart.

Understanding Vulnerability and Adaptive Capacity to Large-Scale ...

Understanding the patterns and specific mechanisms that lead to differential outcomes in complex hazardscapes, including power failure, may help planners and ...

National Grid Climate Change Vulnerability Study

... identified priority vulnerabilities for National Grid assets, denoted by a check mark. 39 The sensitivity, consequence, and vulnerability ...

Reimagining Grid Resilience | RMI

risks amplified by the cascading vulnerabilities present in current grid ... Four Outage Scenarios; Cascading Vulnerabilities of the Grid. CASCADING FAILURE.

Nighttime Lights Data as an Indicator of Electricity Outage Vulnerability

run the Calculate Raster tool in ArcPy to identify these cells. ... Power outage prediction using data streams: An adaptive. 698 ensemble ...

Power-grid vulnerability and its relation with network structure

This work studies the structural connectivity of power grids, assessing the main centrality measures in network science to identify vulnerable components ( ...

Detecting and Interpreting Faults in Vulnerable Power Grids With ...

On the other hand, it is often interesting to identify the causing factors and predict the onset of a power fault. A fault prediction model should be able to ...

Power Grid Protections Against IoT Demand Attacks - USENIX

Vulnerability assessment for cascading failures in electric power systems. ... Case study of an im- proved cascading outage analysis model using ...

Enhancing the Security of the North American Electric Grid

But some threats to the grid might cause a widespread and long-lasting outage. Threats of that scale are the topic of this report, along with ...

Increasing grid reliability through AI and the power of prediction

Tom Martin, formerly of PG&E and now Trove, discusses an AI data-driven path to outage prevention.

Modernizing Distribution System Restoration to Achieve Grid ...

common in power outages due to extreme weather events, creates additional difficulties in identification of outage areas. On the other hand, the damage ...

Actions Needed to Address Significant Cybersecurity Risks Facing ...

To do so, GAO developed a list of cyber actors that could pose a threat to the grid; identified key vulnerable components and processes that ...