[{"doi":"SDEWES2026.0119","user_id":"101499","_id":"66957","language":[{"iso":"eng"}],"date_updated":"2026-09-04T07:38:51Z","status":"public","title":"A physics-enhanced neural network approach for packed bed latent heat storage systems incorporating hysteresis and subcooling","year":"2026","author":[{"full_name":"Hassan Nezhad, Elham","last_name":"Hassan Nezhad","first_name":"Elham","id":"105600"},{"id":"66520","full_name":"Grabo, Matti","last_name":"Grabo","first_name":"Matti"},{"id":"98813","full_name":"Kirschbaum, Julia","first_name":"Julia","last_name":"Kirschbaum"},{"id":"101499","full_name":"Riese, Julia","orcid":"0000-0002-3053-0534","last_name":"Riese","first_name":"Julia"}],"type":"conference","department":[{"_id":"831"},{"_id":"393"}],"date_created":"2026-09-04T07:38:45Z","quality_controlled":"1","citation":{"bibtex":"@inproceedings{Hassan Nezhad_Grabo_Kirschbaum_Riese_2026, title={A physics-enhanced neural network approach for packed bed latent heat storage systems incorporating hysteresis and subcooling}, DOI={<a href=\"https://doi.org/SDEWES2026.0119\">SDEWES2026.0119</a>}, author={Hassan Nezhad, Elham and Grabo, Matti and Kirschbaum, Julia and Riese, Julia}, year={2026} }","ama":"Hassan Nezhad E, Grabo M, Kirschbaum J, Riese J. A physics-enhanced neural network approach for packed bed latent heat storage systems incorporating hysteresis and subcooling. In: ; 2026. doi:<a href=\"https://doi.org/SDEWES2026.0119\">SDEWES2026.0119</a>","mla":"Hassan Nezhad, Elham, et al. <i>A Physics-Enhanced Neural Network Approach for Packed Bed Latent Heat Storage Systems Incorporating Hysteresis and Subcooling</i>. 2026, doi:<a href=\"https://doi.org/SDEWES2026.0119\">SDEWES2026.0119</a>.","short":"E. Hassan Nezhad, M. Grabo, J. Kirschbaum, J. Riese, in: 2026.","chicago":"Hassan Nezhad, Elham, Matti Grabo, Julia Kirschbaum, and Julia Riese. “A Physics-Enhanced Neural Network Approach for Packed Bed Latent Heat Storage Systems Incorporating Hysteresis and Subcooling,” 2026. <a href=\"https://doi.org/SDEWES2026.0119\">https://doi.org/SDEWES2026.0119</a>.","ieee":"E. Hassan Nezhad, M. Grabo, J. Kirschbaum, and J. Riese, “A physics-enhanced neural network approach for packed bed latent heat storage systems incorporating hysteresis and subcooling,” 2026, doi: <a href=\"https://doi.org/SDEWES2026.0119\">SDEWES2026.0119</a>.","apa":"Hassan Nezhad, E., Grabo, M., Kirschbaum, J., &#38; Riese, J. (2026). <i>A physics-enhanced neural network approach for packed bed latent heat storage systems incorporating hysteresis and subcooling</i>. <a href=\"https://doi.org/SDEWES2026.0119\">https://doi.org/SDEWES2026.0119</a>"}},{"language":[{"iso":"eng"}],"article_number":"126302","doi":"10.1016/j.apenergy.2025.126302","author":[{"id":"98813","full_name":"Kirschbaum, Julia","last_name":"Kirschbaum","first_name":"Julia"},{"first_name":"Denis","last_name":"Divkovic","full_name":"Divkovic, Denis","id":"89059"},{"id":"86954","full_name":"Meschede, Henning","last_name":"Meschede","first_name":"Henning","orcid":"0000-0002-1538-089X"}],"publication_identifier":{"issn":["0306-2619"]},"title":"From demand to action: Analysing building emissions and refurbishment scenarios towards climate neutrality","year":"2025","intvolume":"       396","date_updated":"2025-10-09T13:12:39Z","publication_status":"published","date_created":"2025-10-09T13:05:03Z","department":[{"_id":"644"}],"type":"journal_article","publication":"Applied Energy","_id":"61770","publisher":"Elsevier BV","volume":396,"user_id":"98813","status":"public","citation":{"apa":"Kirschbaum, J., Divkovic, D., &#38; Meschede, H. (2025). From demand to action: Analysing building emissions and refurbishment scenarios towards climate neutrality. <i>Applied Energy</i>, <i>396</i>, Article 126302. <a href=\"https://doi.org/10.1016/j.apenergy.2025.126302\">https://doi.org/10.1016/j.apenergy.2025.126302</a>","ieee":"J. Kirschbaum, D. Divkovic, and H. Meschede, “From demand to action: Analysing building emissions and refurbishment scenarios towards climate neutrality,” <i>Applied Energy</i>, vol. 396, Art. no. 126302, 2025, doi: <a href=\"https://doi.org/10.1016/j.apenergy.2025.126302\">10.1016/j.apenergy.2025.126302</a>.","chicago":"Kirschbaum, Julia, Denis Divkovic, and Henning Meschede. “From Demand to Action: Analysing Building Emissions and Refurbishment Scenarios towards Climate Neutrality.” <i>Applied Energy</i> 396 (2025). <a href=\"https://doi.org/10.1016/j.apenergy.2025.126302\">https://doi.org/10.1016/j.apenergy.2025.126302</a>.","short":"J. Kirschbaum, D. Divkovic, H. Meschede, Applied Energy 396 (2025).","mla":"Kirschbaum, Julia, et al. “From Demand to Action: Analysing Building Emissions and Refurbishment Scenarios towards Climate Neutrality.” <i>Applied Energy</i>, vol. 396, 126302, Elsevier BV, 2025, doi:<a href=\"https://doi.org/10.1016/j.apenergy.2025.126302\">10.1016/j.apenergy.2025.126302</a>.","ama":"Kirschbaum J, Divkovic D, Meschede H. From demand to action: Analysing building emissions and refurbishment scenarios towards climate neutrality. <i>Applied Energy</i>. 2025;396. doi:<a href=\"https://doi.org/10.1016/j.apenergy.2025.126302\">10.1016/j.apenergy.2025.126302</a>","bibtex":"@article{Kirschbaum_Divkovic_Meschede_2025, title={From demand to action: Analysing building emissions and refurbishment scenarios towards climate neutrality}, volume={396}, DOI={<a href=\"https://doi.org/10.1016/j.apenergy.2025.126302\">10.1016/j.apenergy.2025.126302</a>}, number={126302}, journal={Applied Energy}, publisher={Elsevier BV}, author={Kirschbaum, Julia and Divkovic, Denis and Meschede, Henning}, year={2025} }"},"project":[{"_id":"1094","name":"DynOpt-San - Digital unterstützte und modulare Sanierung von\r\nMehrfamilienhäusern in Quartieren mit PVT-PCM-Wärmepumpensystemen und selbstlernendem Energiemanagement"}]},{"place":"Aalborg","date_created":"2025-06-02T08:16:09Z","type":"misc","supervisor":[{"full_name":"Meschede, Henning","last_name":"Meschede","first_name":"Henning","orcid":"0000-0002-1538-089X","id":"86954"}],"citation":{"short":"D. Divkovic, J. Kirschbaum, H.C. Rahlf, L. Knorr, H. Meschede, Optimising Heat Planning: Cost Effective Heat Planning for Low Carbon District Heating, International Conference on Smart Energy Systems, Aalborg, 2024.","chicago":"Divkovic, Denis, Julia Kirschbaum, Henning Christoph Rahlf, Lukas Knorr, and Henning Meschede. <i>Optimising Heat Planning: Cost Effective Heat Planning for Low Carbon District Heating</i>. Aalborg: International Conference on Smart Energy Systems, 2024.","ieee":"D. Divkovic, J. Kirschbaum, H. C. Rahlf, L. Knorr, and H. Meschede, <i>Optimising Heat Planning: Cost effective heat planning for low carbon district heating</i>. Aalborg: International Conference on Smart Energy Systems, 2024.","apa":"Divkovic, D., Kirschbaum, J., Rahlf, H. C., Knorr, L., &#38; Meschede, H. (2024). <i>Optimising Heat Planning: Cost effective heat planning for low carbon district heating</i>. International Conference on Smart Energy Systems.","bibtex":"@book{Divkovic_Kirschbaum_Rahlf_Knorr_Meschede_2024, place={Aalborg}, title={Optimising Heat Planning: Cost effective heat planning for low carbon district heating}, publisher={International Conference on Smart Energy Systems}, author={Divkovic, Denis and Kirschbaum, Julia and Rahlf, Henning Christoph and Knorr, Lukas and Meschede, Henning}, year={2024} }","ama":"Divkovic D, Kirschbaum J, Rahlf HC, Knorr L, Meschede H. <i>Optimising Heat Planning: Cost Effective Heat Planning for Low Carbon District Heating</i>. International Conference on Smart Energy Systems; 2024.","mla":"Divkovic, Denis, et al. <i>Optimising Heat Planning: Cost Effective Heat Planning for Low Carbon District Heating</i>. International Conference on Smart Energy Systems, 2024."},"publisher":"International Conference on Smart Energy Systems","_id":"60086","language":[{"iso":"eng"}],"user_id":"89059","author":[{"full_name":"Divkovic, Denis","first_name":"Denis","last_name":"Divkovic","id":"89059"},{"last_name":"Kirschbaum","first_name":"Julia","full_name":"Kirschbaum, Julia","id":"98813"},{"full_name":"Rahlf, Henning Christoph","last_name":"Rahlf","orcid":"0009-0006-8106-2132","first_name":"Henning Christoph","id":"56955"},{"full_name":"Knorr, Lukas","first_name":"Lukas","last_name":"Knorr","id":"90391"},{"id":"86954","full_name":"Meschede, Henning","first_name":"Henning","last_name":"Meschede","orcid":"0000-0002-1538-089X"}],"year":"2024","status":"public","title":"Optimising Heat Planning: Cost effective heat planning for low carbon district heating","date_updated":"2025-06-02T08:16:17Z"}]
