Skip to main content

04.11.2024 | Engine and Emissions, Fuels and Lubricants

A Coupling Optimisation Strategy for Improving Flow Stability and Aerodynamic Performances of Turbocharger Centrifugal Compressors

verfasst von: Zhengxian Liu, Xingao Xie, Xiaojian Li

Erschienen in: International Journal of Automotive Technology

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Improving flow stability is one of the key tasks for turbocharger centrifugal compressors design, ported shroud casing treatment (PS-CT) is usually employed to enhance the flow stability, but it normally causes penalties to compressors’ aerodynamic performances. The traditional optimisation methods of PS-CT cannot remove the penalties of aerodynamic performances while improving the flow stability. This study tries to resolve the problem by two steps. First, the design space of a turbocharger centrifugal compressor is extended to include both PS-CT and impeller–diffuser, this makes the optimal solution that can improve both flow stability, and aerodynamic performances physically exist. Second, based on the extended design space, a coupling optimisation method is developed for the compressor by integrating the random forest meta-model, the gradient mutation hybrid optimisation algorithm and the Sobol sensitivity analysis, making the optimal solution can be found and explainable. The results show that the coupling optimisation has successfully improved the compressor’s aerodynamic performances over the whole characteristic curve while enhancing the flow stability. Specifically, the isentropic efficiencies at the design point and the near-stall point are raised by 0.90% and 2.90%; the stable operating range is extended by 9.94%. This is infeasible for the previous optimisations.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

ATZelectronics worldwide

ATZlectronics worldwide is up-to-speed on new trends and developments in automotive electronics on a scientific level with a high depth of information. 

Order your 30-days-trial for free and without any commitment.

Weitere Produktempfehlungen anzeigen
Literatur
Zurück zum Zitat Arnst, M., et al. (2021). Computation of Sobol indices in global sensitivity analysis from small data sets by probabilistic learning on manifolds. International Journal for Uncertainty Quantification, 11(2), 1–23.MathSciNetCrossRef Arnst, M., et al. (2021). Computation of Sobol indices in global sensitivity analysis from small data sets by probabilistic learning on manifolds. International Journal for Uncertainty Quantification, 11(2), 1–23.MathSciNetCrossRef
Zurück zum Zitat Cannavó, F. (2012). Sensitivity analysis for volcanic source modeling quality assessment and model selection. Computers & Geosciences, 44, 52–59.CrossRef Cannavó, F. (2012). Sensitivity analysis for volcanic source modeling quality assessment and model selection. Computers & Geosciences, 44, 52–59.CrossRef
Zurück zum Zitat Chen, H., & Lei, V. M. (2013). Casing treatment and inlet swirl of centrifugal compressors. Journal of Turbomachinery, 135(4), 041010.CrossRef Chen, H., & Lei, V. M. (2013). Casing treatment and inlet swirl of centrifugal compressors. Journal of Turbomachinery, 135(4), 041010.CrossRef
Zurück zum Zitat He, X., & Zheng, X. (2019). Roles and mechanisms of casing treatment on different scales of flow instability in high pressure ratio centrifugal compressors. Aerospace Science and Technology, 84, 734–746.CrossRef He, X., & Zheng, X. (2019). Roles and mechanisms of casing treatment on different scales of flow instability in high pressure ratio centrifugal compressors. Aerospace Science and Technology, 84, 734–746.CrossRef
Zurück zum Zitat Hu, L., et al. (2013). Numerical and experimental investigation of a compressor with active self-recirculation casing treatment for a wide operation range. Proceedings of the Institution of Mechanical Engineers, Part d: Journal of Automobile Engineering, 227(9), 1227–1241. Hu, L., et al. (2013). Numerical and experimental investigation of a compressor with active self-recirculation casing treatment for a wide operation range. Proceedings of the Institution of Mechanical Engineers, Part d: Journal of Automobile Engineering, 227(9), 1227–1241.
Zurück zum Zitat Jung, S., & Pelton, R. (2016). Numerically derived design guidelines of self recirculation casing treatment for industrial centrifugal compressors. Turbo Expo: Power for Land, Sea, and Air. American Society of Mechanical Engineers, 49729, V02DT42A017. Jung, S., & Pelton, R. (2016). Numerically derived design guidelines of self recirculation casing treatment for industrial centrifugal compressors. Turbo Expo: Power for Land, Sea, and Air. American Society of Mechanical Engineers, 49729, V02DT42A017.
Zurück zum Zitat Li, X., et al. (2019). A novel global optimisation algorithm and data-mining methods for turbomachinery design. Structural and Multidisciplinary Optimization, 60, 581–612.MathSciNetCrossRef Li, X., et al. (2019). A novel global optimisation algorithm and data-mining methods for turbomachinery design. Structural and Multidisciplinary Optimization, 60, 581–612.MathSciNetCrossRef
Zurück zum Zitat Li, X., et al. (2022b). Stability improvement without efficiency penalty of a transonic centrifugal compressor by casing treatment and impeller/diffuser coupling optimisation. Aerospace Science and Technology, 127, 107685.CrossRef Li, X., et al. (2022b). Stability improvement without efficiency penalty of a transonic centrifugal compressor by casing treatment and impeller/diffuser coupling optimisation. Aerospace Science and Technology, 127, 107685.CrossRef
Zurück zum Zitat Li, X., Liu, Z., et al. (2022a). Redesign of casing treatment for a transonic centrifugal compressor based on a hybrid global optimisation method. Proceedings of the Institution of Mechanical Engineers, Part c: Journal of Mechanical Engineering Science, 236(7), 3398–3417. Li, X., Liu, Z., et al. (2022a). Redesign of casing treatment for a transonic centrifugal compressor based on a hybrid global optimisation method. Proceedings of the Institution of Mechanical Engineers, Part c: Journal of Mechanical Engineering Science, 236(7), 3398–3417.
Zurück zum Zitat Li, Z., et al. (2020). Improving the operating range using a centrifugal compressor with a tandem impeller. Aerospace Science and Technology, 96, 105548.CrossRef Li, Z., et al. (2020). Improving the operating range using a centrifugal compressor with a tandem impeller. Aerospace Science and Technology, 96, 105548.CrossRef
Zurück zum Zitat Lin, Y., et al. (2012). A novel experimental method to evaluate the impact of volute’s asymmetry on the performance of a high pressure ratio turbocharger compressor. Science China Technological Sciences, 55, 1695–1700.CrossRef Lin, Y., et al. (2012). A novel experimental method to evaluate the impact of volute’s asymmetry on the performance of a high pressure ratio turbocharger compressor. Science China Technological Sciences, 55, 1695–1700.CrossRef
Zurück zum Zitat Liu, F., et al. (2021). Performance analysis and optimisation design of exhaust system for turbocharging diesel engines. International Journal of Automotive Technology, 22, 735–745.CrossRef Liu, F., et al. (2021). Performance analysis and optimisation design of exhaust system for turbocharging diesel engines. International Journal of Automotive Technology, 22, 735–745.CrossRef
Zurück zum Zitat Ma, C., et al. (2023). Axial hole air-entraining cooling technique of radial-flow turbines. International Journal of Automotive Technology, 24(5), 1369–1381.CrossRef Ma, C., et al. (2023). Axial hole air-entraining cooling technique of radial-flow turbines. International Journal of Automotive Technology, 24(5), 1369–1381.CrossRef
Zurück zum Zitat Ma, S. B., et al. (2018). Optimization of ring cavity in a centrifugal compressor based on comparative analysis of optimisation algorithms. Applied Thermal Engineering, 138, 633–647.CrossRef Ma, S. B., et al. (2018). Optimization of ring cavity in a centrifugal compressor based on comparative analysis of optimisation algorithms. Applied Thermal Engineering, 138, 633–647.CrossRef
Zurück zum Zitat Ma, S. B., & Kim, K. Y. (2017). Optimization of discrete cavities in a centrifugal compressor to enhance operating stability. Aerospace Science and Technology, 68, 308–319.CrossRef Ma, S. B., & Kim, K. Y. (2017). Optimization of discrete cavities in a centrifugal compressor to enhance operating stability. Aerospace Science and Technology, 68, 308–319.CrossRef
Zurück zum Zitat NUMECA International (2012), FINE™/Turbo v8.10: flow integrated environment, user manual. NUMECA International, Brussels, Belgium. NUMECA International (2012), FINE™/Turbo v8.10: flow integrated environment, user manual. NUMECA International, Brussels, Belgium.
Zurück zum Zitat Park, Y., et al. (2015). Model-based feedforward control of the VGT in a diesel engine based on empirical models of compressor and turbine efficiencies. International Journal of Automotive Technology, 16(4), 561–570.CrossRef Park, Y., et al. (2015). Model-based feedforward control of the VGT in a diesel engine based on empirical models of compressor and turbine efficiencies. International Journal of Automotive Technology, 16(4), 561–570.CrossRef
Zurück zum Zitat Poujol, N., et al. (2021). Effects of inlet guide vanes on the performance and stability of an aeronautical centrifugal compressor. Journal of Turbomachinery, 143(10), 101010.CrossRef Poujol, N., et al. (2021). Effects of inlet guide vanes on the performance and stability of an aeronautical centrifugal compressor. Journal of Turbomachinery, 143(10), 101010.CrossRef
Zurück zum Zitat Qi, M., et al. (2016). Flow loss mechanism and modeling in a centrifugal compressor casing. Turbo Expo: Power for Land, Sea, and Air. American Society of Mechanical Engineers, 49729, V02DT42A006. Qi, M., et al. (2016). Flow loss mechanism and modeling in a centrifugal compressor casing. Turbo Expo: Power for Land, Sea, and Air. American Society of Mechanical Engineers, 49729, V02DT42A006.
Zurück zum Zitat Rodriguez-Galiano, V., et al. (2014). Predictive modeling of groundwater nitrate pollution using random forest and multisource variables related to intrinsic and specific vulnerability: A case study in an agricultural setting (Southern Spain). Science of the Total Environment, 476, 189–206.CrossRef Rodriguez-Galiano, V., et al. (2014). Predictive modeling of groundwater nitrate pollution using random forest and multisource variables related to intrinsic and specific vulnerability: A case study in an agricultural setting (Southern Spain). Science of the Total Environment, 476, 189–206.CrossRef
Zurück zum Zitat Sakaguchi, D., et al. (2018). Global optimisation of recirculation flow type casing treatment in centrifugal compressors of turbochargers. Proceedings of the Institution of Mechanical Engineers, Part c: Journal of Mechanical Engineering Science, 232(24), 4461–4471. Sakaguchi, D., et al. (2018). Global optimisation of recirculation flow type casing treatment in centrifugal compressors of turbochargers. Proceedings of the Institution of Mechanical Engineers, Part c: Journal of Mechanical Engineering Science, 232(24), 4461–4471.
Zurück zum Zitat Song, X., et al. (2019). A radial basis function-based multi-fidelity surrogate model: Exploring correlation between high-fidelity and low-fidelity models. Structural and Multidisciplinary Optimization, 60, 965–981.CrossRef Song, X., et al. (2019). A radial basis function-based multi-fidelity surrogate model: Exploring correlation between high-fidelity and low-fidelity models. Structural and Multidisciplinary Optimization, 60, 965–981.CrossRef
Zurück zum Zitat Tamaki, H. (2012). Effect of recirculation device with counter swirl vane on performance of high pressure ratio centrifugal compressor. Journal of Turbomachinery, 134(5), 051036.CrossRef Tamaki, H. (2012). Effect of recirculation device with counter swirl vane on performance of high pressure ratio centrifugal compressor. Journal of Turbomachinery, 134(5), 051036.CrossRef
Zurück zum Zitat Tiainen, J., et al. (2017). Flow control methods and their applicability in low-Reynolds-number centrifugal compressors—a review. International Journal of Turbomachinery, Propulsion and Power, 3(1), 2.CrossRef Tiainen, J., et al. (2017). Flow control methods and their applicability in low-Reynolds-number centrifugal compressors—a review. International Journal of Turbomachinery, Propulsion and Power, 3(1), 2.CrossRef
Zurück zum Zitat Wang, Q., et al. (2020). Modified algorithms for fast construction of optimal Latin-hypercube design. IEEE Access, 8, 191644–191658.CrossRef Wang, Q., et al. (2020). Modified algorithms for fast construction of optimal Latin-hypercube design. IEEE Access, 8, 191644–191658.CrossRef
Zurück zum Zitat Yang, M., et al. (2016). Effect of self-recirculation-casing treatment on high pressure ratio centrifugal compressor. Journal of Propulsion and Power, 32(3), 602–610.CrossRef Yang, M., et al. (2016). Effect of self-recirculation-casing treatment on high pressure ratio centrifugal compressor. Journal of Propulsion and Power, 32(3), 602–610.CrossRef
Zurück zum Zitat Zhang, W., et al. (2021). Assessment of pile drivability using random forest regression and multivariate adaptive regression splines. Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards, 15(1), 27–40. Zhang, W., et al. (2021). Assessment of pile drivability using random forest regression and multivariate adaptive regression splines. Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards, 15(1), 27–40.
Zurück zum Zitat Zhou, T., et al. (2021). Thermodynamic design space data-mining and multi-objective optimisation of SCO2 Brayton cycles. Energy Conversion and Management, 249, 114844.CrossRef Zhou, T., et al. (2021). Thermodynamic design space data-mining and multi-objective optimisation of SCO2 Brayton cycles. Energy Conversion and Management, 249, 114844.CrossRef
Metadaten
Titel
A Coupling Optimisation Strategy for Improving Flow Stability and Aerodynamic Performances of Turbocharger Centrifugal Compressors
verfasst von
Zhengxian Liu
Xingao Xie
Xiaojian Li
Publikationsdatum
04.11.2024
Verlag
The Korean Society of Automotive Engineers
Erschienen in
International Journal of Automotive Technology
Print ISSN: 1229-9138
Elektronische ISSN: 1976-3832
DOI
https://doi.org/10.1007/s12239-024-00185-6