Detection Method for Energy Efficiency Data in Shell-and-Tube Heat Exchangers Using Multi-Pipeline Segmentation Algorithm
DOI:
https://doi.org/10.4108/ew.6100Keywords:
Energy, Heat Transfer, Shell-and-Tube Heat Exchangers, Detection Method, Multi-Pipeline Segmentation Algorithm, Data AnalysisAbstract
Shell-and-tube heat exchangers are pivotal in thermal engineering, making the accuracy and quality of the heat transfer data obtained from them essential. Current data monitoring technologies face several challenges, such as increased complexity, noise, and inefficiency in handling the dynamic heat transfer process. This paper introduces a novel approach to enhancing the accuracy and precision of energy transfer data segmentation in shell-and-tube heat exchangers using a multi-pipeline segmentation algorithm. Our methodology integrates data collection with the algorithm's hands-on development, employing advanced techniques to segment and categorize energy transfer data based on real-time system parameters. This creates a robust definition of normal and anomalous operating conditions. Our approach was validated through extensive experiments and simulations, demonstrating superior data accuracy and noise detection compared to traditional methods. Moreover, this innovative segmentation algorithm has potential applications in maintenance forecasting and optimization strategies, ultimately improving energy efficiency. In the future, our algorithm could be extended to other types of heat exchangers or industrial systems, further enhancing their energy efficiency and operational lifespan.
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A. Quartararo, P. A. Di Maio, I. Moscato, E. Vallone, and G. Guagliardo, “A Numerical Approach to Study ShellSide Fluid Flow in Shell-and-Tube Heat Exchangers,” J Phys Conf Ser, vol. 2177, no. 1, p. 012001, Apr. 2022, doi: 10.1088/1742-6596/2177/1/012001. DOI: https://doi.org/10.1088/1742-6596/2177/1/012001
R. Prasad, A. Gupta, P. Kumar, and A. K. Mishra, “Mathematical and Computational Analysis of Shell and Tube Heat Exchanger on Varying Tube Patterns in Excel© and Ansys©,” 2022, pp. 235–246, doi: 10.1007/978-98116-8341-1_19. DOI: https://doi.org/10.1007/978-981-16-8341-1_19
R. Venkata Rao and M. Majethia, “Design optimization of shell-and-tube heat exchanger using Rao algorithms and their variants,” Thermal Science and Engineering Progress, vol. 36, p. 101520, Dec. 2022, doi: 10.1016/j.tsep.2022.101520. DOI: https://doi.org/10.1016/j.tsep.2022.101520
R. Gugulothu, N. Sanke, and A. V. S. S. K. S. Gupta, “Numerical Study of Heat Transfer Characteristics in Shell-and-Tube Heat Exchanger,” 2019, pp. 375–383, doi: 10.1007/978-981-13-1903-7_43. DOI: https://doi.org/10.1007/978-981-13-1903-7_43
F. He and A. Makeev, “Overview of Research on Heat Transfer Technology for Reinforcement of Shell and Tube Heat Exchanger,” Bulletin of Science and Practice, vol. 6, no. 6, pp. 157–166, Jun. 2020, doi: 10.33619/24142948/55/20. DOI: https://doi.org/10.33619/2414-2948/55/20
W. H. Saldanha and P. A. A. M. Junior, “General Pattern Search Applied to the Optimization of the Shell and Tube Heat Exchanger,” International Journal of Advanced Engineering Research and Science, vol. 4, no. 11, pp. 157– 159, 2017, doi: 10.22161/ijaers.4.11.23. DOI: https://doi.org/10.22161/ijaers.4.11.23
B. Jayachandraiah and C. Dinesh Kumar Patel, “Design of Shell-and-Tube Heat Exchanger with CFD Analysis,” 2021, pp. 393–400, doi: 10.1007/978-981-15-4488-0_34. DOI: https://doi.org/10.1007/978-981-15-4488-0_34
Š. Gužela, F. Dzianik, M. Juriga, and J. Kabát, “Shell and Tube Heat Exchanger – the Heat Transfer Area
Design Process,” Strojnícky casopis – Journal of Mechanical Engineering, vol. 67, no. 2, pp. 13–24, Nov. 2017, doi: 10.1515/scjme-2017-0014. DOI: https://doi.org/10.1515/scjme-2017-0014
A. S. Pugachuk, E. O. Kalashnikova, N. K. Fominykh, and M. V. Sinkevitch, “Experimental study of heat transfer characteristics of additive shell-and-tube heat exchangers,” 2020, p. 030033, doi: 10.1063/5.0026960. DOI: https://doi.org/10.1063/5.0026960
S. A. Marzouk, M. M. Abou Al-Sood, E. M. S. El-Said, M. M. Younes, and M. K. El-Fakharany, “A comprehensive review of methods of heat transfer enhancement in shell and tube heat exchangers,” J Therm Anal Calorim, vol. 148, no. 15, pp. 7539–7578, Aug. 2023, doi: DOI: https://doi.org/10.1007/s10973-023-12265-3
1007/s10973-023-12265-3.
Y. Zhang and C. Zhang, “COMPARISON OF PREDICTIONS FOR SHELL-AND-TUBE HEAT EXCHANGERS
BY DIFFERENT CONDENSATION HEAT TRANSFER
CORRELATIONS,” in Proceeding of Transport Phenomena in Thermal Engineering. Volume 2, Connecticut: Begellhouse, 2023, pp. 916–921, doi: 10.1615/ISTP-VI.190. DOI: https://doi.org/10.1615/ISTP-VI.190
B. Zheng et al., “An autonomous robot for shell and tube heat exchanger inspection,” J Field Robot, vol. 39, no. 8, pp. 1165–1177, Dec. 2022, doi: 10.1002/rob.22102. DOI: https://doi.org/10.1002/rob.22102
Alif Gita Arumsari and Petrus Junake Ginting, “Analysis of Heat Transfer Coefficient of Shell and Tube on Heat Exchanger Using Heat Transfer Research Inch (HTRI) Software,” Formosa Journal of Sustainable Research, vol. 2, no. 5, pp. 1175–1184, May 2023, doi: DOI: https://doi.org/10.55927/fjsr.v2i5.4271
55927/fjsr.v2i5.4271.
G. Ligus, M. Wasilewski, S. Kołodziej, and D. Zając, “CFD and PIV Investigation of a Liquid Flow Maldistribution across a Tube Bundle in the Shell-and-Tube Heat Exchanger with Segmental Baffles,” Energies (Basel), vol. 13, no. 19, p. 5150, Oct. 2020, doi: 10.3390/en13195150. DOI: https://doi.org/10.3390/en13195150
A. Yu. Vladova and Yu. R. Vladov, “Detection of oil pipelines’ heat loss via machine learning methods,” IFAC-PapersOnLine, vol. 55, no. 9, pp. 117–121, 2022, doi: 10.1016/j.ifacol.2022.07.021. DOI: https://doi.org/10.1016/j.ifacol.2022.07.021
Y. Khetib, H. M. Abo-Dief, A. K. Alanazi, S. M. Sajadi, S. Bhattacharyya, and M. Sharifpur, “Optimization of heat transfer in shell-and-tube heat exchangers using MOGA algorithm: adding nanofluid and changing the tube arrangement,” Chemical Engineering Transactions, vol. 85, pp. 49–54, 2021, doi: 10.3303/CET2185009. DOI: https://doi.org/10.1080/00986445.2021.1983548
J. Q. Tan and J. S. Law, “Effect of Fouling on Heat Exchanger Effectiveness: a Review and Case Study,” Thermal Engineering, vol. 2, no. 4, pp. 300–307, 2020, doi: 10.1007/s42853-020-00042-5.
C. M. Jin, P. Wang, L. Y. Luo, X. G. Meng, and Y. S. Wu, “Integrating CFD into the design of shell-and-tube heat exchangers: Potential benefits and pitfalls,” Applied Thermal Engineering, vol. 179, pp. 115810, Jan. 2021, doi: 10.1016/j.applthermaleng.2020.115810. DOI: https://doi.org/10.1016/j.applthermaleng.2020.115810
V. Dobre and I. Pîrvu, “Experimental Investigation on the Performance of a Shell and Tube Heat Exchanger,” 2022, pp. 211–217, doi: 10.1007/978-3-030-31907-3_19.
L. Sharma and S. K. Sharma, “Energy Performance Assessment of Shell-and-Tube Heat Exchangers
Using Artificial Neural Networks,” Energy and
Buildings, vol. 105, pp. 307–313, Oct. 2015, doi:
1016/j.enbuild.2015.07.030. DOI: https://doi.org/10.1088/1475-7516/2015/07/030
M. Davarnejad, S. Jamshidi, M. R. Mehrnia, and M. B. Oskouie, “Predictive analysis for heat exchanger design using machine learning approaches,” Applied Thermal Engineering, vol. 140, pp. 588–597, 2018, doi: 10.1016/j.applthermaleng.2018.05.146.
A. Aguirre, S. Abella, A. B. Barrientos, J. Guzmán, and J. M. Herrero, “Advanced control systems for shell and tube heat exchangers: State of the art,” Industrial & Engineering Chemistry Research, vol. 59, no. 12, pp. 5441– 5454, Mar. 2020, doi: 10.1021/acs.iecr.9b06852.
D. Borhani, B. Raja, and R. G. Pradeep Kumar, “Thermal performance of shell-and-tube heat exchangers with helical baffles: A critical review,” Renewable and Sustainable Energy Reviews, vol. 91, pp. 1092–1104, Jul. 2018, doi: 10.1016/j.rser.2018.04.041. DOI: https://doi.org/10.1016/j.rser.2018.04.041
M. M. Abdelgawad, J. H. Lee, “Modeling of heat transfer in shell and tube heat exchangers with experimental verification,” International Journal of Heat and Mass Transfer, vol. 108, pp. 1577–1586, 2017, doi: 10.1016/j.ijheatmasstransfer.2017.01.104. DOI: https://doi.org/10.1016/j.ijheatmasstransfer.2017.01.104
M. Milani, F. D. Arrigo, and G. Passoni, “Simulating the complex dynamics in shell and tube heat exchangers: Techniques and predictions,” Computers & Fluids, vol. 182, pp. 103–115, May 2019, doi: 10.1016/j.compfluid.2019.02.006. DOI: https://doi.org/10.1016/j.compfluid.2019.02.006
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