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45 results for “residential data”
HOUSEFUL - Sensors data & electrical consumption of residential buildings
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urbisphere_de-berlin_UR-3: Gridded residential population data for Berlin and parts of Brandenburg, Germany
<h2>Files in this archive </h2> <ul> <li>respop_300m_grid_Berlin_Brandenburg.zip <ul> <li>Residential population numbers in 300-m grid-boxes covering Berlin and parts of Brandenburg, Germany</li> <li>Polygons, ESRI shapefile format (*.shp, *.shx, *.cpg, *.dbf, *.prj)</li> </ul> </li> <li>code.zip <ul> <li>Code to produce the dataset (Python3)</li> </ul> </li> <li>urbisphere_de-berlin_UR-3.pdf <ul> <li>Documentation</li> </ul> </li> </ul> <h2>Data purpose </h2> <p>Dataset contains residential population numbers and densities for Berlin and Brandenburg, Germany, aggregated to regular grids of ~300 m horizontal resolution for 2021. The data support <em>urbisphere</em>–Berlin characterisation of observations undertaken in the region and modelling activities. </p> <h3>Linked with</h3> <ul> <li>Glazer et al. 2024. urbisphere_de-berlin_UR-1: <em>urbispher</em>e-Berlin Model grids defined for use with the Unified Model (UM). <em>urbisphere</em>–Berlin Data Release and Technical Documentation [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.10889490</li> <li>Hertwig et al. 2024. urbisphere_de-berlin_UR-2: Gridded building volumes for Berlin and parts of Brandenburg, Germany. <em>urbisphere</em>–Berlin Data Release and Technical Documentation [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.10889609</li> </ul> <p> </p>
Grey-brick buildings, an open data set of calibrated RC models of Dutch residential building heat dynamics
<p>Building thermal modeling is the founding stone upon which numerous carbon reduction strategies in the building sector are built. Yet, as of today, little to no interpretable and calibrated models founded on real-world measurements have been open-sourced. This work attempts to remedy this deficiency and renders public improved results of a recently published stochastic model identification of building heat dynamics study evaluated over 225 Dutch residential buildings. Calibrated lumped resistance-capacity models are made available, along with thermal characterizations of the buildings and reported meta-data. The paper discusses how open-access building thermal models support a collection of building service applications such as building performance benchmarks, model-based control, demand-side management, policy impact assessment, and data augmentation. Insights provided present a starting point for open access benchmarks of building thermal dynamics, paving the way toward new scientific discoveries from common standards.</p>
Examining the influence of sociodemographics, residential segregation, and historical redlining on eBird and iNaturalist data disparities in three US cities
<p>Code and data for the manuscript "Examining the influence of sociodemographics, residential segregation, and historical redlining on eBird and iNaturalist data disparities in three US cities<strong></strong><strong>"</strong></p>
Code for Quantitative Assessment of Factors Influencing Heat Vulnerability in Residential Areas using Machine Learning and UAV Data
<div> <div>Author: Ja Woon Gu</div> <div>Email: umseakind2@kwater.or.kr</div> <div>Date: 2024-07-22</div> <div>Version: 1.0</div> <br> <div>Description:</div> <div>This script compares multiple regression models using GridSearchCV and RepeatedKFold cross-validation.</div> <div>The script identifies the best performing model based on the mean cross-validation score (neg_mean_squared_error).</div> <div>It performs residual analysis including normality, homoscedasticity, and autocorrelation checks.</div> <br> <div>Models included:</div> <div>- DecisionTreeRegressor</div> <div>- ExtraTreesRegressor</div> <div>- AdaBoostRegressor</div> <div>- XGBRegressor</div> <div>- LGBMRegressor</div> <div>- CatBoostRegressor</div> <div>- RandomForestRegressor</div> <div>- GradientBoostingRegressor</div> <br> <div>The best model's feature importances are calculated and plotted.</div> <div>Residuals are analyzed using Shapiro-Wilk, Levene's, and Durbin-Watson tests.</div> </div>
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