Hydraulic-Thermal Evaluation and Maintenance Prioritization for a District Geothermal Network in Berkeley, California
DOI:
https://doi.org/10.29244/jsil.11.1.65-76Keywords:
district heating and cooling, EPANET, conductive pipe heat loss, district geothermal network, underground district energy systemAbstract
District geothermal systems require reliable and efficient pressurized circulation and limited thermal dissipation in buried piping, yet design studies often report hydraulic or thermal behavior separately and rarely translate results into maintenance priorities. This study develops a one-way hydraulic-thermal screening workflow aiming to enhance the geothermal energy sustainability by designing a cyber-physical systems baseline. In the district closed-loop geothermal network, EPANET was used to model the full pressurized hydraulics system, while the heat-transfer calculation was evaluated separately from heat loss and heat exchange, coupled with hydraulic values. The operating cases used in the system is a 42-node, 40-pipe network with three 350 HP pumps, and an elevation range of 70-116 m. Outputs from EPANET, including link flow, velocity and head values were then exported to a separate steady heat loss calculation based on radial heat transfer under a uniform supply-return screening scenario. The methodological novelty in this study is the explicit combination of EPANET hydraulics with pipe-level heat-loss screening to investigate maintenance-critical pipes in a closed-loop geothermal network, rather than only reporting system operating metrics. The simulations indicate daily pumping energy of 17,896.8 kWh under the assumed work cycle with hydraulically acceptable velocities of approximately 3-5 fps. The average heat loss in the system is at around 0.0357 kWh/day with almost half of the system’s pipes are pipes with heat loss values above average and considered critical. These pipes are the overheat pipes with wider diameter and mostly considered as main transmission pipes in the geothermal system loop. The use of enhanced insulated pipes and automated sensing devices installations in these critical pipes in the geothermal construction plan would create a significant contribution towards the operation and maintenance work and overall system’s sustainability. This result is interpreted as a design-stage decision-support screen rather than a bankable estimate of lifecycle sustainability gains.
References
[1] G. Buster et al., “A New Modeling Framework for Geothermal Operational Optimization with Machine Learning (GOOML),” Energies, vol. 14, no. 20, pp. 6852–6852, Oct. 2021, doi: 10.3390/en14206852.
[2] P. Siratovich, “GOOML - Finding Optimization Opportunities for Geothermal Operations: Preprint,” OSTI OAI US Dep. Energy Off. Sci. Tech. Inf., Dec. 2022, [Online]. Available: https://www.osti.gov/biblio/1906193
[3] J. Danielewicz, B. Śniechowska, M. A. Sayegh, N. Fidorόw-Kaprawy, and H. Jouhara, “Three-dimensional numerical model of heat losses from district heating network pre-insulated pipes buried in the ground,” Energy, vol. 108, pp. 172–184, Jul. 2015, doi: 10.1016/j.energy.2015.07.012.
[4] N. O. Adelakun and S. A. Omolola, “PREDICTIVE MAINTENANCE FOR ENERGY SYSTEMS IN BUILT ENVIRONMENTS USING DEEP LEARNING MODELS,” Jan. 2025, doi: 10.2139/ssrn.5133721.
[5] H. Togun et al., “Sustainable cooling solutions for lithium-ion battery thermal management,” J. Therm. Anal. Calorim., Nov. 2025, doi: 10.1007/s10973-025-14870-w.
[6] P. Saini, P. Huang, F. Fiedler, A. Volkova, and X. Zhang, “Techno-economic analysis of a 5th generation district heating system using thermo-hydraulic model: A multi-objective analysis for a case study in heating dominated climate,” Energy Build., vol. 296, pp. 113347–113347, Jul. 2023, doi: 10.1016/j.enbuild.2023.113347.
[7] D. Schojda, J. Scheipers, J. Roes, and H. E. Hoster, “Modelling and Transient Simulation of District Heating Networks Based on a Control Theory Approach,” Energies, vol. 18, no. 3, pp. 658–658, Jan. 2025, doi: 10.3390/en18030658.
[8] F. Fallahi, M. Yildirim, S. Zhao, and F. Qiu, “A Sensor-Driven Optimization Framework for Asset Management in Energy Systems: Implications for Full and Partial Digital Transformation in Hydro Fleets,” Jan. 2025, doi: 10.48550/ARXIV.2504.15483.
[9] A. Elzahaby, S. El-Agouz, M. Amro, and M. Hegazy, “An Apparatus for Measuring Heat Transfer Rate and Thermal Conductivity of Tubes جهاز لقیاس معدل الانتقال الحرارى والتوصیلیة الحراریة للمواسیر,” J. Eng. Res., vol. 2, no. 12, pp. 69–76, Dec. 2018, doi: 10.21608/erjeng.2018.126033.
[10] J. Lienhard IV and J. Lienhard V, A Heat Transfer Textbook Third Edition, 3rd ed. Cambridge, Massachusetts, U.S.A: Phlogiston Press, 2008.
[11] J. V. Zyl, Introduction to Operation and Maintenance of Water Distribution Systems, 1st ed. South Africa: Water Research Commission, 2014.
[12] K. Salhein, C. J. Kobus, and M. Zohdy, “Control of Heat Transfer in a Vertical Ground Heat Exchanger for a Geothermal Heat Pump System,” Energies, vol. 15, no. 14, p. 5300, Jul. 2022, doi: 10.3390/en15145300.
[13] Z. S. Qi, Q. Gao, Y. Liu, Z. H. Gao, and L. Bai, “Effect of the Circulation Flow Velocity in Ground Heat Exchangers on System Operation,” Appl. Mech. Mater., vol. 580–583, pp. 2457–2460, Jul. 2014, doi: 10.4028/www.scientific.net/AMM.580-583.2457.
[14] J. Shi et al., “Heat Transfer Mechanism of Heat–Cold Alternate Extraction in a Shallow Geothermal Buried Pipe System under Multiple Heat Exchanger Groups,” Energies, vol. 16, no. 24, p. 8067, Dec. 2023, doi: 10.3390/en16248067.
[15] A. F. Gheysari, H. Holländer, P. Maghoul, and A. Shalaby, “Sustainability, climate resiliency, and mitigation capacity of geothermal heat pump systems in cold regions,” Geothermics, vol. 91, pp. 101979–101979, Dec. 2020, doi: 10.1016/j.geothermics.2020.101979.
[16] Z. Wang, J. Crawley, F. G. N. Li, and R. Lowe, “Sizing of district heating systems based on smart meter data: Quantifying the aggregated domestic energy demand and demand diversity in the UK,” Energy, vol. 193, pp. 116780–116780, Dec. 2019, doi: 10.1016/j.energy.2019.116780.
[17] M. Prauzek et al., “IoT Sensor Challenges for Geothermal Energy Installations Monitoring: A Survey,” Sensors, vol. 23, no. 12. Multidisciplinary Digital Publishing Institute, pp. 5577–5577, Jun. 2023. doi: 10.3390/s23125577.
[18] Z. He et al., “Optimization of Insulation Arrangement Parameters and Technical-Economic Evaluation of Inner Pipe in Deep Borehole Heat Exchanger,” in 2024 3rd International Conference on Energy and Electrical Power Systems (ICEEPS), Guangzhou, China: IEEE, Jul. 2024, pp. 972–976. doi: 10.1109/ICEEPS62542.2024.10693058.
[19] Y. Liu et al., “Self-thermal-insulation buried pipe for geothermal energy,” CN Patent. CN 204388423 U. 2015
[20] Y. Qi-Hong, “Dual sleeved pipe geothermal heating circulation system,” TW Patent. TW 201305512 A. 2013.
[21] Y. Shinji and O. Motoaki, “Pipe for geothermal heat exchange,” JP Patent. JP 2012092988 A. 2012
[22] J. Hu et al., “Intelligent geothermal operation and maintenance system,” CN Patent. CN 110779077 A. 2020
[23] Y. Liu, “Pipeline system capable of automatically monitoring heat energy,” CN Patent. CN 110260998 A. 2019
[24] L. Freire, I. Ezpeleta, J. Sánchez, and R. Castro, “Advanced EIS-Based Sensor for Online Corrosion and Scaling Monitoring in Pipelines of Geothermal Power Plants,” Metals, vol. 14, no. 3, p. 279, Feb. 2024, doi: 10.3390/met14030279.
[25] T. W. Karani, “Improved operations and reliability by upgrading the Olkaria I control system and installing remote monitoring and control systems for the Olkaria I and II geothermal power plants in Kenia,” 2008, [Online]. Available: https://rafhladan.is/handle/10802/23535
[26] C. G. Olgun, S. L. Abdelaziz, and J. R. Martin, “Long-Term Performance and Sustainable Operation of Energy Piles,” in ICSDEC 2012, Fort Worth, Texas, United States: American Society of Civil Engineers, Nov. 2012, pp. 534–542. doi: 10.1061/9780784412688.064.
[27] Wang, Tengxiang, “Thermomechanical analysis of geothermal heat exchange systems,” 2023, doi: 10.7916/KS74-2270.
[28] L. Xu, Z. Zhang, and H. Li, “Effects of permeability anisotropy and groundwater seepage on the seasonal performance of geothermal heat exchangers,” Case Stud. Therm. Eng., vol. 75, p. 107168, Nov. 2025, doi: 10.1016/j.csite.2025.107168.
[29] S. E. Dehkordi and R. A. Schincariol, “Effect of thermal-hydrogeological and borehole heat exchanger properties on performance and impact of vertical closed-loop geothermal heat pump systems,” Hydrogeol. J., vol. 22, no. 1, pp. 189–203, Feb. 2014, doi: 10.1007/s10040-013-1060-6.
[30] S. L. Marcum, “Unexpected Setbacks When Excavating - Using GPR For Mitigating Risk: A Case study,” DigitalCommons@CalPoly, Jan. 2018, [Online]. Available: https://digitalcommons.calpoly.edu/cmsp/299
[31] J. Ma, Q. Jiang, Q. Zhang, W. Wang, Y. Wang, and W. Fan, “Enhanced middle and deep layer buried pipe heat supply system and operation mode,” 2019
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