TY - JOUR A1 - Fabri, Lukas A1 - Leuthe, Daniel A1 - Schneider, Lars-Manuel A1 - Wenninger, Simon T1 - Fostering Non-intrusive Load Monitoring for Smart Energy Management in Industrial Applications: An Active Machine Learning Approach JF - Energy Informatics KW - smart energy management KW - active learning KW - energy efficiency KW - machine learning KW - non-intrusive load monitoring Y1 - 2025 U6 - https://doi.org/10.1186/s42162-025-00517-5 SN - 2520-8942 VL - 8 IS - 2025,1 PB - Springer Science and Business Media LLC ER - TY - JOUR A1 - Leuthe, Daniel A1 - Mirlach, Jonas A1 - Wenninger, Simon A1 - Wiethe, Christian T1 - Leveraging Explainable AI for Informed Building Retrofit Decisions: Insights from a Survey JF - Energy and buildings KW - building energy performance KW - energy efficiency KW - energy quantification methods KW - explainability-accuracy trade-off KW - explainable artificial intelligence Y1 - 2024 U6 - https://doi.org/10.1016/j.enbuild.2024.114426 SN - 0378-7788 IS - 318,2024 ER - TY - CHAP A1 - Keller, Fabian A1 - Schultz, Cedric A1 - Simon, Peter A1 - Braunreuther, Stefan A1 - Glasschröder, Johannes A1 - Reinhart, Gunther T1 - Integration and Interaction of Energy Flexible Manufacturing Systems within a Smart Grid T2 - Procedia CIRP KW - energy efficiency KW - energy-flexibility KW - manufacturing systems KW - production planning and control Y1 - 2017 U6 - https://doi.org/10.1016/j.procir.2016.11.250 SN - 2212-8271 VL - 61 SP - 416 EP - 421 ER - TY - CHAP A1 - Schultz, Cedric A1 - Braun, Sebastian A1 - Braunreuther, Stefan A1 - Reinhart, Gunther T1 - Integration of Load Management into an Energy-Oriented Production Control T2 - Procedia Manufacturing KW - renewable energies KW - production management KW - production control KW - energy flexibility KW - energy efficiency Y1 - 2017 U6 - https://doi.org/10.1016/j.promfg.2017.02.017 SN - 2351-9789 VL - 8 SP - 144 EP - 151 ER - TY - JOUR A1 - Wederhake, Lars A1 - Wenninger, Simon A1 - Wiethe, Christian A1 - Fridgen, Gilbert A1 - Stirnweiß, Dominic T1 - Benchmarking Building Energy Performance: Accuracy by Involving Occupants in Collecting Data - A Case Study in Germany JF - Journal of cleaner production KW - building data collection KW - building energy performance KW - data-driven methods KW - energy efficiency KW - energy performance certificate KW - energy quantification methods Y1 - 2022 U6 - https://doi.org/10.1016/j.jclepro.2022.134762 SN - 0959-6526 VL - 379 IS - 2 ER - TY - JOUR A1 - Rockstuhl, Sebastian A1 - Wenninger, Simon A1 - Wiethe, Christian A1 - Häckel, Björn T1 - Understanding the Risk Perception of Energy Efficiency Investments: Investment Perspective vs. Energy Bill Perspective JF - Energy policy : the international journal of the political, economic, planning, environmental and social aspects of energy KW - energy efficiency KW - risk evaluation KW - expected utility theory KW - case study Y1 - 2021 U6 - https://doi.org/10.1016/j.enpol.2021.112616 SN - 0301-4215 VL - 159 ER - TY - JOUR A1 - Ahlrichs, Jakob A1 - Wenninger, Simon A1 - Wiethe, Christian A1 - Häckel, Björn T1 - Impact of Socio-Economic Factors on Local Energetic Retrofitting Needs - A Data Analytics Approach JF - Energy policy : the international journal of the political, economic, planning, environmental and social aspects of energy KW - energy efficiency KW - local environmental policy KW - residential building stock KW - socio-economic effects KW - data mining KW - environment Y1 - 2021 U6 - https://doi.org/10.1016/j.enpol.2021.112646 SN - 0301-4215 VL - 160 ER - TY - JOUR A1 - Konhäuser, Koray A1 - Wenninger, Simon A1 - Werner, Tim A1 - Wiethe, Christian T1 - Leveraging advanced ensemble models to increase building energy performance prediction accuracy in the residential building sector JF - Energy and buildings : an internat. journal of research applied to energy efficiency in the built environment KW - building energy performance KW - energy quantification methods KW - machine learning KW - ensemble learning KW - artificial intelligence KW - building energy consumption KW - supervised learning KW - energy efficiency Y1 - 2022 U6 - https://doi.org/10.1016/j.enbuild.2022.112242 SN - 0378-7788 VL - 269 ER - TY - JOUR A1 - Rockstuhl, Sebastian A1 - Wenninger, Simon A1 - Wiethe, Christian A1 - Ahlrichs, Jakob T1 - The Influence of Risk Perception on Energy Efficiency Investments: Evidence from a German Survey JF - Energy policy : the international journal of the political, economic, planning, environmental and social aspects of energy KW - investments KW - retrofitting KW - risk assessment KW - risk perception KW - energy efficiency KW - nudging KW - decision making KW - choice experiment Y1 - 2022 U6 - https://doi.org/10.1016/j.enpol.2022.113033 SN - 0301-4215 IS - 167, 2022 ER -