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)
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
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	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	Exploration of qualitative scenarios towards climate neutrality of the German building sector Bagheri, Mahsa; Dönitz, Ewa; Yu, Songmin; Brugger, Heike	Konferenzbeitrag Conference Paper
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	Melodie: Agent-based Modeling in Python Yu, Songmin; Hou, Zhanyi	Zeitschriftenaufsatz Journal Article
2023	An agent-based framework for policy simulation: Modeling heterogeneous behaviors with modified sigmoid function and evolutionary training Yu, Songmin	Zeitschriftenaufsatz Journal Article
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
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	Applying the Energy Efficiency First principle based on a decision-tree framework Yu, Songmin; Mandel, Tim; Thomas, Stefan; Brugger, Heike	Zeitschriftenaufsatz Journal Article
2022	Impact of variable electricity price on heat pump operated buildings Mascherbauer, Philipp; Schöniger, Franziska; Kranzl, Lukas; Yu, Songmin	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
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	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	Calibration of agent-based model using reinforcement learning Song, Bing; Xiong, Gang; Yu, Songmin; Ye, Peijun; Dong, Xisong; Lv, Yisheng	Konferenzbeitrag Conference Paper
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