Hydrothermal modeling and decoupling analysis for secondary district heating systems: A digital twin approach
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DOI: 10.1016/j.energy.2025.135681
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- Saloux, Etienne & Runge, Jason & Zhang, Kun, 2023. "Operation optimization of multi-boiler district heating systems using artificial intelligence-based model predictive control: Field demonstrations," Energy, Elsevier, vol. 285(C).
- Eduardo Roque & Romeu Vicente & Ricardo M. S. F. Almeida & Victor M. Ferreira, 2022. "The Impact of Thermal Inertia on the Indoor Thermal Environment of Light Steel Framing Constructions," Energies, MDPI, vol. 15(9), pages 1-17, April.
- Østergaard, Dorte Skaarup & Tunzi, Michele & Svendsen, Svend, 2021. "What does a well-functioning heating system look like? Investigation of ten Danish buildings that utilize district heating efficiently," Energy, Elsevier, vol. 227(C).
- Lee, Tae-Kyu & Kim, Jeong-Uk, 2024. "Two processes based on a data-driven model combined with dynamic simulation for demand forecasting and providing energy saving measures," Energy, Elsevier, vol. 300(C).
- Liu, Zhikai & Zhang, Huang & Wang, Yaran & Fan, Xianwang & You, Shijun & Li, Ang, 2023. "Data-driven predictive model for feedback control of supply temperature in buildings with radiator heating system," Energy, Elsevier, vol. 280(C).
- Theofanis Benakopoulos & Robbe Salenbien & Dirk Vanhoudt & Svend Svendsen, 2019. "Improved Control of Radiator Heating Systems with Thermostatic Radiator Valves without Pre-Setting Function," Energies, MDPI, vol. 12(17), pages 1-24, August.
- Liu, Lanbin & Fu, Lin & Jiang, Yi & Guo, Shan, 2011. "Major issues and solutions in the heat-metering reform in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 15(1), pages 673-680, January.
- Yuan, Jianjuan & Huang, Ke & Han, Zhao & Zhou, Zhihua & Lu, Shilei, 2021. "A new feedback predictive model for improving the operation efficiency of heating station based on indoor temperature," Energy, Elsevier, vol. 222(C).
- Yuan, Jianjuan & Huang, Ke & Lu, Shilei & Zhang, Ji & Han, Zhao & Zhou, Zhihua, 2022. "Analysis of influencing factors on heat consumption of large residential buildings with different occupancy rates-Tianjin case study," Energy, Elsevier, vol. 238(PC).
- Cui, Xuyang & Zhu, Junda & Jia, Lifu & Wang, Jiahui & Wu, Yusen, 2024. "A novel heat load prediction model of district heating system based on hybrid whale optimization algorithm (WOA) and CNN-LSTM with attention mechanism," Energy, Elsevier, vol. 312(C).
- Serra, Adrià & Ortiz, Alberto & Cortés, Pau Joan & Canals, Vincent, 2025. "Explainable district heating load forecasting by means of a reservoir computing deep learning architecture," Energy, Elsevier, vol. 318(C).
- Zhang, Lipeng & Gudmundsson, Oddgeir & Thorsen, Jan Eric & Li, Hongwei & Li, Xiaopeng & Svendsen, Svend, 2016. "Method for reducing excess heat supply experienced in typical Chinese district heating systems by achieving hydraulic balance and improving indoor air temperature control at the building level," Energy, Elsevier, vol. 107(C), pages 431-442.
- Dong, Shengming & Liu, Tong & Hu, Xiaowei & Zhang, Chen & Hu, Pengli & Zhuang, Wenhui & Liu, Qiyou, 2025. "Investigation on the long short-term memory-based models for rural heating load prediction in Northeast China," Energy, Elsevier, vol. 318(C).
- Boghetti, Roberto & Kämpf, Jérôme H., 2024. "Verification of an open-source Python library for the simulation of district heating networks with complex topologies," Energy, Elsevier, vol. 290(C).
- Tehrani, Alireza Attarhay & Sobhaninia, Saeideh & Nikookar, Niloofar & Levinson, Ronnen & Sailor, David J. & Amaripadath, Deepak, 2025. "Data-driven approach to estimate urban heat island impacts on building energy consumption," Energy, Elsevier, vol. 316(C).
- del Hoyo Arce, Itzal & Herrero López, Saioa & López Perez, Susana & Rämä, Miika & Klobut, Krzysztof & Febres, Jesus A., 2018. "Models for fast modelling of district heating and cooling networks," Renewable and Sustainable Energy Reviews, Elsevier, vol. 82(P2), pages 1863-1873.
- Liu, Zhikai & Zhang, Huan & Wang, Yaran & Song, Zixu & You, Shijun & Jiang, Yan & Wu, Zhangxiang, 2022. "A thermal-hydraulic coupled simulation approach for the temperature and flow rate control strategy evaluation of the multi-room radiator heating system," Energy, Elsevier, vol. 246(C).
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