Smart Grid

This dataset originates from a wind farm and a photovoltaic (PV) power station located in a region of western Inner Mongolia. It includes meteorological and power output data from the entire year of 2022, with a temporal resolution of 15-minute intervals. The wind farm data comprises meteorological parameters such as wind speed, wind direction, temperature, and humidity, as well as the power output of the wind turbines. The PV station data includes irradiation, temperature, and other weather-related parameters relevant to solar power generation, along with the corresponding output data.

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This dataset consists of high-dimensional data streams collected from a cyber-physical 118-bus power system, offering a valuable resource for fault diagnosis and classification in large-scale smart grids.

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667 Views

This repository contains the datasets produced using different data generation strategies to train data driven models (e.g., decision trees, gradient tree boosting, and deep neural networks), and to evaluate their performances. The data generation strategies are described, and the results are presented in the conference paper: "Training Data Generation Strategies for Data-driven Security Assessment of Low Voltage Smart Grids" J. Cuenca, E. Aldea, E. Le Guern-Dall'o, R. Féraud, G. Camilleri, and A. Blavette. IEEE ISGT EU 2024, Dubrovnik, Croatia, Oct 2024.

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This is an example of a signal from an RCD reading from a 7W Led Lamp load. The data is titled with two status: 0 for normal condition (NC) and 1 for single fault condition (SFC). From the signal, It was evident that the peak voltage fluctuated over a certain time. The signal waveform displayed a positive peak and a negative peak alternatively in a comparable amount of time, while lacking any distinct cosine form or fixed values for the peak voltages. It was discovered through measuring that time period that it had the same frequency of 50 Hz as the source of the input.

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This paper presents a method for modeling and simulating three-phase grid-connected solid-oxide fuel cell systems in the Matlab/Simulink environment. The approach is utilized to analyze the interaction between solid-oxide fuel cells and the electrical power system, focusing on understanding the dynamics of the electrochemical reaction and its impact on the performance of grid-connected fuel cell systems. The results highlight the effectiveness of the proposed method in accurately modeling and operating three-phase grid-connected solid-oxide fuel cell systems.

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193 Views

This dataset webpage contains datasets of exisiting and proposed models:

  • 12cell.zip
  • 16cell.zip
  • 36cell.zip
  • Proposed_

Presented in my 3rd last Speaker Presentation in Conference -  2025*.   

 Model of Fault And Short-Circuit Analysis of Lithium Battery Bank

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This dataset webpage contains datasets of existing and proposed models 

  • 4cell.zip
  • 6cell.zip
  • 8cell.zip

Presented in my 3rd Speaker Presentation in Conference -  2025*.

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297 Views

This dataset webpage contains datasets of exisiting and proposed models:

  • tubular.zip
  • tubular2.zip
  • tubular3.zip

 B Model of Fault And Short-Circuit Analysis of Synchronous Generator 

 presented in my 3rd Probably last Speaker Presentation in Conference -  2025*.  

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407 Views

This dataset webpage contains datasets and models 

  • inductionmotor1.zip
  • inductionmotor2.zip
  • inductionmotor3.zip
  • pmsm1.zip
  • pmsm2.zip
  • pmsm3.zip
  • BLDC1.zip
  • BLDC1.zip

  presented in my 3rd last Speaker Presentation in Conference -  2025*.

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366 Views

 Image Source : Some news of solar panel catching fire (lost original source but can be searched on google). 

This dataset webpage contains datasets of existing and proposed models 

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310 Views

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