Songmin Yu - Fraunhofer ISI

Wissenschaftlicher Mitarbeiter

Songmin Yu arbeitet seit Mai 2020 als wissenschaftlicher Mitarbeiter am Fraunhofer-Institut für System- und Innovationforschung ISI im Competence Center Energiepolitik und Energiemärkte. Zuvor war er seit November 2018 als Postdoc-Gastwissenschaftler am Fraunhofer ISI tätig, unterstützt durch das deutsch-chinesische (CSC-DAAD) Postdoc-Stipendienprogramm.

Songmin Yu studierte Betriebswirtschaft und Ingenieurwesen an der Chinese Academy of Sciences. Im Juni 2018 promovierte er mit der Dissertation »A Study on the Carbon Emission Trading Scheme: An Agent-based Approach«.

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Arbeitsschwerpunkte
Klimapolitik: Kohlenstoffsteuer, Emissionshandelssystem, Politikgestaltung und Evaluierung

Agentenbasierte Modellierung: Modellierung komplexer Systeme, Kalibrierung und Validierung

Modellierung von Energiesystemen: Energieeffizienz, Technologiediffusion
Projekte
ECEMF - European Climate and Energy Modelling Forum

NewTRENDs - New trends in energy demand modeling
Publikationen (Auswahl)
Gnann, T.; Yu, S.; Stute, J.; Kühnbach, M. (2025): The value of smart charging at home and its impact on EV market shares – A German case study. In: Applied Energy, 380, p. 124997. https://doi.org/10.1016/j.apenergy.2024.124997

Yu, S.; Hou, Z. (2023): Melodie: Agent-based Modeling in Python. In: Journal of Open Source Software, 8 (83), p. 5100. https://doi.org/10.21105/joss.05100

Yu, S. (2022): An Agent-Based Framework for Policy Simulation: Modeling Heterogeneous Behaviors With Modified Sigmoid Function and Evolutionary Training. In: IEEE Transactions on Computational Social Systems, pp. 1–13. DOI: 10.1109/TCSS.2022.3196737

Yu, S., Mandel, T., Thomas, S., Brugger, H. (2022): Applying the Energy Efficiency First principle based on a decision-tree framework. Energy Efficiency, 15(6). DOI: https://doi.org/10.1007/s12053-022-10049-6

Zhao, F.; Fan, Y.; Zhang, S.; Eichhammer, W.; Haendel, M.; Yu, S. (2022). Exploring pathways to deep de-carbonization and the associated environmental impact in China’s ammonia industry. Environmental Research Letters

Mascherbauer, P., Kranzl, L., Yu, S., & Haupt, T. (2022). Investigating the impact of smart energy management system on the residential electricity consumption in Austria. Energy, 249, Article 123665. DOI: 10.1016/j.energy.2022.123665

Kochanski, M.; Korczak, K.; Kobylka, K.; Chrzanowski, P., Mueller, A.; Yu, S.; Jakob, M.; Herbst, A.; Lotz, M.T. (2022): Assessment of energy demand-side models from the perspective of policy makers’ needs at European level. (newTRENDs - Deliverable No. D4.3). Fraunhofer ISI, Karlsruhe.

Song, B.; Xiong, G.; Yu, S.; Ye, P.; Dong, X.; Lv, Y. (2021): Calibration of Agent-Based Model Using Reinforcement Learning. In 2021 IEEE 1st International Conference on Digital Twins and Parallel Intelligence (DTPI) (pp. 278-281). IEEE.

Yu, S.; Herbst, A.; Siskos, P.; Chatzivasileiadis, T.; Reiter, U.; Asimakopoulou, G.; Kranzl, L.; Paroussos, L. (2021). Pathways for New Societal Trends and Gap Analysis for Demand Models. (newTRENDs - Deliverable No. D3.1). Fraunhofer ISI, Karlsruhe.

Zondag, M. J.; Del Bufalo, N.; Van Benthem, M.; Maleki-Dizaji, P.; Heidecke, L.; Brugger, H.; Mandel, T.; Yu, S.; Thomas, S. (2021). Analysis to Support the Implementation of the Energy Efficiency First Principle in Decision-making. (EEF-Asistance - Final Report). European Commission, DG ENER, Brussels.

Yu, S.; Fan, Y.; Zhu, L.; Eichhammer, W. (2020): Modeling the emission trading scheme from an agent-based perspective: System dynamics emerging from firms’ coordination among abatement options. In: European Journal of Operational Research, 286 (3), 1113–1128. doi: 10.1016/j.ejor.2020.03.080

Mandel, T.; Pato, Z.; Yu, S.; Kockat, J. (2020). Review and Guidance for Quantitative Assessments of Demand and Supply Side Resources in the Context of the Efficiency First principle. (ENEFIRST - Deliverable No. D3.1). Fraunhofer ISI, Karlsruhe.

Yu, S.; Zhu, L. (2017): Impact of Firms’ Observation Network on the Carbon Market. In: Energies, 10 (8), 1164. doi: 10.3390/en10081164

Xu, J.-H.; Fan, Y.; Yu, S. (2014): Energy conservation and CO₂ emission reduction in China's 11th Five-Year Plan: A performance evaluation. In: Energy Economics, 46, 348–359. doi: 10.1016/j.eneco.2014.10.013

Publikationen (ausführliche Liste)

Jahr Year	Titel/Autor:in Title/Author	Publikationstyp Publication Type
2025	The value of smart charging at home and its impact on EV market shares - A German case study Gnann, Till; Yu, Songmin; Stute, Judith; Kühnbach, Matthias	Zeitschriftenaufsatz Journal Article
2024	Klimaschutz- und Projektionsbericht Baden-Württemberg 2024 Steinbach, Jan; Deurer, Jana; Haller, Johannes; Popovski, Eftim; Decker, Alexandra; Wieden, Malte bei der; Jansen, Luca Lena; Bürger, Veit; Flachsbarth, Franziska; Hennenberg, Klaus; Moosmann, Lorenz; Ludig, Sylvie; Pfeiffer, Mirjam; Scheffler, Margarethe; Stobbe, Marc; Wiegmann, Kirsten; Brugger, Heike; Fleiter, Tobias; Krail, Michael; Mandel, Tim; Rehfeldt, Matthias; Yu, Songmin	Bericht Report
2024	Implementing the energy efficiency first principle in European regions: insights from the REGIO1st Planning Framework Mandel, Tim; Konstantopoulos, George; Stavrakaki, Andriana; Yu, Songmin; Oikonomou, Vlasios	Konferenzbeitrag Conference Paper
2024	Developing a regionalized representative building stock model for Germany Alibas, Sirin; Yu, Songmin	Konferenzbeitrag Conference Paper
2024	Technischer Anhang der Treibhausgas-Projektionen 2024 für Deutschland (Projektionsbericht 2024) Harthan, Ralph O.; Förster, Hannah; Borkowski, Kerstin; Braungardt, Sibylle; Bürger, Veit; Cook, Vanessa; Emele, Lukas; Görz, Wolf Kristian; Hennenberg, Klaus; Jansen, Luca Lena; Jörß, Wolfram; Kasten, Peter; Loreck, Charlotte; Ludig, Sylvie; Matthes, Felix C.; Mendelevitch, Roman; Moosmann, Lorenz; Nissen, Christian; Repenning, Julia; Scheffler, Margarethe; Wieden, Malte bei der; Wiegmann, Kirsten; Brugger, Heike; Fleiter, Tobias; Mandel, Tim; Rehfeldt, Matthias; Rohde, Clemens; Fritz, Markus; Yu, Songmin; Deurer, Jana; Steinbach, Jan; Osterburg, Bernhard; Fuß, Roland; Rock, Joachim; Rüter, Sebastian; Adam, Sascha; Dunger, Karsten; Gensior, Andreas; Rösemann, Claus; Stümer, Wolfgang; Tiemeyer, Bärbel; Vos, Cora	Bericht Report
2024	Model coupling and comparison on optimal load shifting of battery electric vehicles and heat pumps focusing on generation adequacy Misconel, Steffi; Zimmermann , Florian; Mikurda, Jennifer; Möst, Dominik; Kunze, Robert; Gnann, Till; Kühnbach, Matthias; Speth, Daniel; Pelka, Sabine; Yu, Songmin	Zeitschriftenaufsatz Journal Article
2024	Modeling multi-market coupling effects considering the consumption above quota trading market in renewable portfolio standards: An agent-based perspective Wu, Jiaqian; Xiaolin, Zheng; Yu, Songmin; Yu, Lean	Zeitschriftenaufsatz Journal Article
2024	Exploration of qualitative scenarios towards climate neutrality of the German building sector Bagheri, Mahsa; Dönitz, Ewa; Yu, Songmin; Brugger, Heike	Konferenzbeitrag Conference Paper
2023	Report on findings of the New Social Trends pathway analysis for all sectors including selected macro-economic impacts. Deliverable D3.3 Yu, Songmin; Paroussos, Leonidas; Asimakopoulou, Georgina; Mascherbauer, Philipp; Müller, Andreas; Lukas Kranzl; Al-Dabbas, Khaled; Herbst, Andrea; Lotz, Meta Thurid; Fleiter, Tobias; Jakob, Martin; Steck, Michael; Tsiropoulos, Ioannis; Karkatsoulis, Panagiotis; Florou, Alkisti; Fragkiadakis, Dimitris	Bericht Report
2023	Projektionsbericht 2023 für Deutschland Harthan, Ralph O.; Förster, Hannah; Borkowski, Kerstin; Böttcher, Hannes; Braungardt, Sibylle; Bürger, Veit; Emele, Lukas; Görz, Wolf Kristian; Hennenberg, Klaus; Jansen, Luca Lena; Jörß, Wolfram; Kasten, Peter; Loreck, Charlotte; Ludig, Sylvie; Matthes, Felix Chr.; Mendelevitch, Roman; Moosmann, Lorenz; Nissen, Christian; Repenning, Julia; Scheffler, Margarethe; Steinbach, Inia; Bei der Wieden, Malte; Wiegmann, Kirsten; Brugger, Heike; Fleiter, Tobias; Mandel, Tim; Rehfeldt, Matthias; Rohde, Clemens; Yu, Songmin; Steinbach, Jan; Deurer, Jana; Fuß, Roland; Rock, Joachim; Osterburg, Bernhard; Rüter, Sebastian; Adam, Sascha; Dunger, Karsten; Rösemann, Claus; Stümer, Wolfang; Tiemeyer, Bärbel; Vos, Cora	Bericht Report
2023	An agent-based framework for policy simulation: Modeling heterogeneous behaviors with modified sigmoid function and evolutionary training Yu, Songmin	Zeitschriftenaufsatz Journal Article
2023	Melodie: Agent-based Modeling in Python Yu, Songmin; Hou, Zhanyi	Zeitschriftenaufsatz Journal Article
2022	Investigating the impact of smart energy management system on the residential electricity consumption in Austria Mascherbauer, Philipp; Kranzl, Lukas; Yu, Songmin; Haupt, Thomas	Bericht Report
2022	Investigating the impact of smart energy management system on the residential electricity consumption in Austria Mascherbauer, Philipp; Kranzl, Lukas; Yu, Songmin; Haupt, Thomas	Zeitschriftenaufsatz Journal Article
2022	Exploring pathways to deep de-carbonization and the associated environmental impact in China's ammonia industry Zhao, Fu; Fan, Ying; Zhang, Shaohui; Eichhammer, Wolfgang; Haendel, Michael; Yu, Songmin	Zeitschriftenaufsatz Journal Article
2022	Modeling of prosumagers and energy communities in energy demand models. Deliverable D5.2 Yu, Songmin; Mascherbauer, Philipp; Kranzl, Lukas	Bericht Report
2022	Impact of variable electricity price on heat pump operated buildings Mascherbauer, Philipp; Schöniger, Franziska; Kranzl, Lukas; Yu, Songmin	Zeitschriftenaufsatz Journal Article
2022	Applying the Energy Efficiency First principle based on a decision-tree framework Yu, Songmin; Mandel, Tim; Thomas, Stefan; Brugger, Heike	Zeitschriftenaufsatz Journal Article
2021	Projektionsbericht 2021 für Deutschland Repenning, Julia; Harthan, Ralph O.; Blanck, Ruth; Böttcher, Hannes; Braungardt, Sibylle; Bürger, Veit; Emele, Lukas; Görz, Wolf K.; Hennenberg, Klaus; Jörß, Wolfram; Ludig, Sylvie; Matthes, Felix C.; Mendelevitch, Roman; Moosmann, Lorenz; Nissen, Christian; Rausch, Lothar; Scheffler, Margarethe; Schumacher, Katja; Wiegmann, Kirsten; Wissner, N.; Zerrahn, A.; Brugger, Heike; Fleiter, Tobias; Rehfeldt, Matthias; Rohde, Clemens; Schlomann, Barbara; Yu, Songmin; Steinbach, J.; Deurer, J.; Osterburg, B.; Rösemann, C.; Gensior, A.; Rock, J.; Stümer, W.; Rüter, S.; Fuß, R.; Tiemeyer, B.; Laggner, A.; Adam, S.	Bericht Report
2021	Calibration of agent-based model using reinforcement learning Song, Bing; Xiong, Gang; Yu, Songmin; Ye, Peijun; Dong, Xisong; Lv, Yisheng	Konferenzbeitrag Conference Paper
2021	Analysis to support the implementation of the Energy Efficiency First principle in decision-making. Final report Zondag, Marie-Jose; Bufalo, Nicoletta del; Benthem, Menno van; Maleki-Dizaji, Pouyan; Heidecke, Laura; Brugger, Heike; Mandel, Tim; Yu, Songmin; Thomas, Stefan	Bericht Report
2021	Pathways for New Societal Trends and gap analysis for demand models. Deliverable D3.1 Yu, Songmin; Herbst, Andrea; Siskos, Pelopidas; Chatzivasileiadis, Theodoros; Reiter, Ulrich; Asimakopoulou, Georgina; Kranzl, Lukas; Paroussos, Leonidas	Bericht Report
2020	Review and guidance for quantitative assessments of demand and supply side resources in the context of the Efficiency First principle Mandel, Tim; Pató, Zsuzsanna; Yu, Songmin; Kockat, Judit	Bericht Report
2020	Modeling the emission trading scheme from an agent-based perspective: System dynamics emerging from firms' coordination among abatement options Yu, Song-min; Fan, Ying; Zhu, Lei; Eichhammer, Wolfgang	Zeitschriftenaufsatz Journal Article

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Dr. Songmin Yu

Wissenschaftlicher Mitarbeiter

Arbeitsschwerpunkte

Projekte

Publikationen (Auswahl)

Publikationen (ausführliche Liste)

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Dr. Songmin Yu