Load forecasting for energy communities: a novel LSTM-XGBoost hybrid model based on smart meter data. - Leo Semmelmann; Sarah Henni; Christof Weinhardt (Energy Inform., 2022)

On the impact of heat pump installations and peak blocking strategies on grid expansion costs. - Leo Semmelmann; Daniel Schmid; Sarah Henni; Anya Heider; Birgit Schachler; Christof Weinhardt (ISGT EUROPE, 2023)

Generating synthetic load profiles of residential heat pumps: a k-means clustering approach. - Leo Semmelmann; Patrick Jaquart; Christof Weinhardt (Energy Inform., 2023)

Continuous Intraday Trading: An Open-Source Multi-Market Bidding Framework for Energy Storage Systems. - Kim K. Miskiw; Jan Ludwig; Leo Semmelmann; Christof Weinhardt (e-Energy, 2025)

Rapidly Trainable Large-Scale Probabilistic Heat Pump Load Forecasting: A Kernel Density Estimation Approach. - Leo Semmelmann; Tobias Brudermueller (e-Energy, 2025)

Analyzing the Impact of Dynamic Tariff Adoption and Regulatory Options on Distribution Grids with an Open-Source Framework. - Leo Semmelmann; Katharina Kaiser; Anya Heider; Kevin J. Kircher; Gabriela Hug; Christof Weinhardt (e-Energy, 2025)

Heatwave-driven air conditioning adoption could increase German electricity demand by 14 GW in the near future. - Leo Semmelmann; Frederik vom Scheidt (CoRR, 2025)