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Articles by Massimiliano Scarpa
Building Energy Data Visualizations for Experts: A Usability Evaluation
Abstract The increasing volume and complexity of building energy performance data require effective visualization tools to support expert analysis and decision-making. This study evaluates the usability and cognitive effectiveness of a prototype tool designed for building energy professionals, integrating visualizations such as stacked bar charts, heatmaps, line charts, radar charts, and scatter plots.
Critical Review of the Application of the Principal International Standards and Guidelines on Indoor Microclimates for the Preventive Conservation of Cultural Heritage
1. Introduction and Research Aim Indoor microclimates are the set of physical variables used to describe energy and mass exchanges in an environment over a representative period of time [,].
Buildings | Free Full-Text | What Is the Impact of the Energy Class on Market Value Assessments of Residential Buildings? An Analysis throughout Northern Italy Based on Extensive Data Mining and Artificial Intelligence
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Land | Free Full-Text | “Location, Location, Location”: Fluctuations in Real Estate Market Values after COVID-19 and the War in Ukraine Based on Econometric and Spatial Analysis, Random Forest, and Multivariate Regression
6.2. Feature Importance Analysis The neighbourhood and construction regressors on which the market value depends are manifold. This vast amount of information may be hard to synthesise in a regression analysis. Only some regressors have the same impact on price prediction, and the less impactful variables could be excluded from the inferential statistics. A feature importance analysis allows us to understand each independent variable’s impact on the forecast.
Energies | Free Full-Text | Roadmap to a Sustainable Energy System: Is Uncertainty a Major Barrier to Investments for Building Energy Retrofit Projects in Wide City Compartments?
6. Dealing with Uncertainty The DCFA conducted in produced the best estimate of the NPV of the cash flows due to the energy retrofit measures applied to the building asset. The NPV assessment, however, depends on a plethora of variables that may differ from the figures predicted by the valuer (in this case, the authors of the paper) to the best of the knowledge available at the time of the estimate.
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