TY - JOUR A1 - Rusche, Simon A1 - Weissflog, Jan A1 - Wenninger, Simon A1 - Häckel, Björn T1 - How Flexible are Energy Flexibilities? Developing a Flexibility Score for Revenue and Risk Analysis in Industrial Demand-Side Management JF - Applied Energy KW - energy flexibility KW - flexibility score KW - optimization model KW - risk-revenue analysis KW - flexibility modeling Y1 - 2023 U6 - https://doi.org/10.1016/j.apenergy.2023.121351 SN - 0306-2619 VL - 345 IS - 1. September 2023 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 - Wederhake, Lars A1 - Wenninger, Simon A1 - Wiethe, Christian A1 - Fridgen, Gilbert T1 - On the Surplus Accuracy of Data-Driven Energy Quantification Methods in the Residential Sector JF - Energy informatics KW - energy quantification methods KW - data-driven methods KW - building energy data KW - data quality KW - building energy performance KW - prediction accuracy theory Y1 - 2022 U6 - https://doi.org/10.1186/s42162-022-00194-8 SN - 2520-8942 VL - 5 IS - 1 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 - Wenninger, Simon A1 - Karnebogen, Philip A1 - Lehmann, Sven A1 - Menzinger, Tristan A1 - Reckstadt, Michelle T1 - Evidence for Residential Building Retrofitting Practices Using Explainable AI and Socio-Demographic Data JF - Energy reports KW - energy performance certificates KW - retrofitting KW - energy efficiency policy KW - explainable AI KW - data analytics KW - policy implications Y1 - 2022 U6 - https://doi.org/10.1016/j.egyr.2022.10.060 SN - 2352-4847 IS - 2022,8 SP - 13514 EP - 13528 ER - TY - CHAP A1 - Wenninger, Simon A1 - Kaymakci, Can Osman A1 - Wiethe, Christian A1 - Römmelt, Jörg A1 - Baur, Lukas A1 - Häckel, Björn A1 - Sauer, Alexander T1 - How Sustainable is Machine Learning in Energy Applications? – The Sustainable Machine Learning Balance Sheet T2 - Wirtschaftsinformatik 2022 Proceedings. Track 5: Sustainable Sustainable Information Systems, Energy Informatics & Climate Protection KW - machine learning KW - sustainability KW - Green IS KW - data-driven approaches KW - energy informatics Y1 - 2022 UR - https://aisel.aisnet.org/wi2022/sustainable_it/sustainable_it/1/ N1 - Beitrag: 17th International Conference on Wirtschaftsinformatik (WI22), Nürnberg, Deutschland, 21.02.2022 - 23.02.2022 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 - 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 - 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 - Wiethe, Christian A1 - Wenninger, Simon T1 - The Influence of Building Energy Performance Prediction Accuracy on Retrofit Rates JF - Energy Policy Y1 - 2023 U6 - https://doi.org/10.1016/j.enpol.2023.113542 SN - 0301-4215 VL - 177 IS - Juni 2023 ER - TY - CHAP A1 - Pelger, Philipp A1 - Kaymakci, Can Osman A1 - Wenninger, Simon A1 - Fabri, Lukas A1 - Sauer, Alexander T1 - Determining the Product-Specific Energy Footprint in Manufacturing T2 - Production at the Leading Edge of Technology KW - energy footprint KW - energy transparent products KW - data analytics Y1 - 2023 SN - 978-3-031-18317-1 U6 - https://doi.org/10.1007/978-3-031-18318-8_77 SN - 2194-0525 N1 - Beitrag: 12th Congress of the German Academic Association for Production Technology (WGP), Stuttgart, Deutschland, Oktober 2022 SP - 781 EP - 790 ER - TY - JOUR A1 - Förster, Robert A1 - Kaiser, Matthias A1 - Wenninger, Simon T1 - Future vehicle energy supply - sustainable design and operation of hybrid hydrogen and electric microgrids JF - Applied energy KW - microgrid KW - hydrogen infrastructure KW - electric vehicle charging KW - hybrid energy storage systems KW - decarbonization KW - road transportation Y1 - 2023 U6 - https://doi.org/10.1016/j.apenergy.2023.120653 SN - 0306-2619 VL - 334 ER - TY - JOUR A1 - Fabri, Lukas A1 - Weissflog, Jan A1 - Wenninger, Simon T1 - Unraveling the Complexity: A Taxonomy for Characterizing and Structuring Smart Energy Services in the Building Sector JF - Journal of Cleaner Production KW - data-driven energy management KW - smart energy services KW - taxonomy Y1 - 2024 U6 - https://doi.org/10.1016/j.jclepro.2024.142522 SN - 1879-1786 VL - 461 IS - 2024,Juli ER -