Optimal operation of large district heating networks through fast fluid-dynamic simulation

被引:97
|
作者
Guelpa, Elisa [1 ]
Toro, Claudia [2 ]
Sciacovelli, Adriano [3 ]
Melli, Roberto [4 ]
Sciubba, Enrico [4 ]
Verda, Vittorio [1 ]
机构
[1] Politecn Torino, Dept Energy, Turin, Italy
[2] Univ Roma La Sapienza, Dept Mech & Aerosp Engn, CNR Inst Environm Geol & Geoengn IGAGc O, Piazzale Aldo Moro 5, I-00185 Rome, Italy
[3] Univ Birmingham, Sch Chem Engn, Birmingham Ctr Energy Storage, Birmingham B15 2TT, W Midlands, England
[4] Univ Roma La Sapienza, Dept Mech & Aerosp Engn, Piazzale Aldo Moro 5, I-00185 Rome, Italy
关键词
Proper orthogonal decomposition; Model reduction; District heating network; Pumping cost; Hydraulic model; OPTIMIZATION; SYSTEMS;
D O I
10.1016/j.energy.2016.02.058
中图分类号
O414.1 [热力学];
学科分类号
摘要
Optimization of the operating conditions of district heating networks is usually performed limiting the analysis to the primary energy related with heat production. An additional aspect that should be considered is the role played by the pumping system. Pumping may contribute to about 10% of the total primary energy consumption, especially in large networks or when small temperature levels are applied. Furthermore, the increasing share of waste heat or renewable energy sources from distributed producers requires a flexible and efficient pumping system. A further aspect which pumping strategy should face is system operation when malfunctions in the plants, pumps or pipes occur. Optimization of the pumping system requires the use of detailed simulation tools, which may need significant computational resources, especially in the case of large networks. A reduced model, based on Proper Orthogonal Decomposition combined with Radial basis functions (POD-RBF model) is proposed in this paper. This approach allows maintaining high level of accuracy despite reductions of more than 80% in the computational time. This make the approach effective tool for control strategy operations. An application to a large district heating network shows that reductions of about 20% in the pumping request and effective management of failures are possible. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:586 / 595
页数:10
相关论文
共 50 条
  • [21] Topology reduction through machine learning to accelerate dynamic simulation of district heating
    Rodrigue, Dubon
    Mabrouk, Mohamed Tahar
    Pasdeloup, Bastien
    Meyer, Patrick
    Lacarriere, Bruno
    ENERGY AND AI, 2024, 17
  • [22] Approach for dynamic simulation of large-scale fluid networks
    He, SH
    Zhong, J
    PROCEEDINGS OF THE FIFTH INTERNATIONAL CONFERENCE ON FLUID POWER TRANSMISSION AND CONTROL (ICFP'2001), 2001, : 528 - 532
  • [23] Methodology for the Improvement of Large District Heating Networks
    Volkova, Anna
    Mashatin, Vladislav
    Hlebnikov, Aleksander
    Siirde, Andres
    ENVIRONMENTAL AND CLIMATE TECHNOLOGIES, 2012, 10 (01) : 39 - 45
  • [24] Numerical analysis applied to thermal and fluid-dynamic quenching simulation of large high quality forgings.
    Ricci, M. G.
    Santin, G.
    Cascariglia, F.
    Scimiterna, E.
    Parrabbi, P.
    Carpinelli, A.
    METALLURGIA ITALIANA, 2011, (09): : 3 - 10
  • [25] Numerical simulation of the thermal and fluid-dynamic behavior of a cryogenic capillary tube
    Barba, Maria
    Bruce, Romain
    Baudouy, Bertrand
    CRYOGENICS, 2020, 106
  • [26] Models for fast modelling of district heating and cooling networks
    del Hoyo Arce, Itzal
    Herrero Lopez, Saioa
    Lopez Perez, Susana
    Rama, Miika
    Klobut, Krzysztof
    Febres, Jesus A.
    RENEWABLE & SUSTAINABLE ENERGY REVIEWS, 2018, 82 : 1863 - 1873
  • [27] Simulation based evaluation of large scale waste heat utilization in urban district heating networks: Optimized integration and operation of a seasonal storage
    Koefinger, M.
    Schmidt, R. R.
    Basciotti, D.
    Terreros, O.
    Baldvinsson, I.
    Mayrhofer, J.
    Moser, S.
    Tichler, R.
    Pauli, H.
    ENERGY, 2018, 159 : 1161 - 1174
  • [28] Procedures for the Search of the Optimal Configuration of District Heating Networks
    Verda, Vittorio
    Ciano, Chiara
    INTERNATIONAL JOURNAL OF THERMODYNAMICS, 2005, 8 (03) : 143 - 153
  • [29] Optimal extension of district heating systems through thermoeconomics
    Ciano, C.
    Verda, V.
    Cali, M.
    PROCEEDINGS OF THE ASME ADVANCED ENERGY SYSTEMS DIVISION, 2005, 45 : 409 - 417
  • [30] Investigation of Efficiency Measures by Modifying the Operation of District Heating Networks
    Scheipers, Jan
    Thommessen, Christian
    Roes, Jiirgen
    Hoster, Harry
    Weber, Uwe
    Settertobulte, Ralf
    Kolwitz, Axel
    Ruhnau, Thomas
    Euroheat and Power (English Edition), 2023, (03): : 35 - 41