Generating realistic load profiles in smart grids: An approach based on nonlinear independent component estimation (NICE) and convolutional layers
The utilization of energy consumption data is crucial for efficient operation and planning in
smart grids. Nonetheless, certain obstacles need to be addressed, such as high …
smart grids. Nonetheless, certain obstacles need to be addressed, such as high …
Risk-Aware Operating Regions for PV-rich distribution networks considering irradiance variability
This article proposes a framework to identify, visualize, and quantify risk of potential
over/under voltage due to annual energy consumption and PV generation growth. The …
over/under voltage due to annual energy consumption and PV generation growth. The …
Improving clustering-based forecasting of aggregated distribution transformer loadings with gradient boosting and feature selection
Load forecasting is more important than ever to enable new monitor and control
functionalities of distribution networks aiming to mitigate the impact of the energy transition …
functionalities of distribution networks aiming to mitigate the impact of the energy transition …
Generating Synthetic Net Load Data with Physics-informed Diffusion Model
This paper presents a novel physics-informed diffusion model for generating synthetic net
load data, addressing the challenges of data scarcity and privacy concerns. The proposed …
load data, addressing the challenges of data scarcity and privacy concerns. The proposed …
Generating peak-aware pseudo-measurements for low-voltage feeders using metadata of distribution system operators
M Treutlein, M Schmidt, R Hahn, M Hertel… - arXiv preprint arXiv …, 2024 - arxiv.org
Distribution system operators (DSOs) must cope with new challenges such as the
reconstruction of distribution grids along climate neutrality pathways or the ability to manage …
reconstruction of distribution grids along climate neutrality pathways or the ability to manage …
[PDF][PDF] Impact of smart meter data availability in data-driven low voltage management
IBF Marques - 2022 - repositorio-aberto.up.pt
For a long time, low voltage (LV) networks have been handled freely by anyone who
intended to use them, leading to increased uncertainty regarding the grid's topology. Without …
intended to use them, leading to increased uncertainty regarding the grid's topology. Without …