9 papers
Automated Extraction of Techno-Economic Data from 76,000 Energy System Studies
Maxime Gorres, Jan Göpfert, Patrick Kuckertz +5
Energy system models guide societally important decisions, but their credibility rests on quantitative assumptions that are difficult to source and audit. Meta-analyses can improve…
Probabilistic Identification of Technology Tipping Points in Deeply Decarbonised Energy Systems
Gian Müller, Thomas Schöb, Jann M. Weinand +1
Energy policy is often guided by a small set of least-cost pathways to net-zero emissions, despite wide uncertainty in technology performance, fuel prices, demand and weather. To a…
Energy-Arena: A Dynamic Benchmark for Operational Energy Forecasting
Max Kleinebrahm, Jonathan Berrisch, Philipp Eiser +11
Energy forecasting research faces a persistent comparability gap that makes it difficult to measure consistent progress over time. Reported accuracy gains are often not directly co…
Automated Building Heritage Assessment Using Street-Level Imagery
Kristina Dabrock, Tim Johansson, Anna Donarelli +4
Registration of heritage values in buildings is important to safeguard heritage values that can be lost in renovation and energy efficiency projects. However, registering heritage…
Large-Scale Linear Energy System Optimization: A Systematic Review on Parallelization Strategies via Decomposition
Lars Hadidi, Leonard Göke, Maximilian Hoffmann +7
As renewable energy integration, sector coupling, and spatiotemporal detail increase, energy system optimization models grow in size and complexity, often pushing solvers to their…
Risks of AI-driven product development and strategies for their mitigation
Jan Göpfert, Jann M. Weinand, Patrick Kuckertz +2
Humanity is progressing towards automated product development, a trend that promises faster creation of better products and thus the acceleration of technological progress. However…