Machine Learning Approaches for Enhancing Energy Efficiency and Stability in Parallel Pumping Systems DOI
Xingcheng Gan, Xiaobo Gong, Ji Pei

et al.

Water Resources Management, Journal Year: 2024, Volume and Issue: unknown

Published: Nov. 29, 2024

Language: Английский

Applications of artificial intelligence and computational intelligence in hydraulic optimization of centrifugal pumps: a comprehensive review DOI Creative Commons

Yuanhui Xu,

Xingcheng Gan, Ji Pei

et al.

Engineering Applications of Computational Fluid Mechanics, Journal Year: 2025, Volume and Issue: 19(1)

Published: March 10, 2025

Language: Английский

Citations

1

Analysis and Optimization Design of Internal Flow Evolution of Large Centrifugal Fans Under Inlet Distortion Effects DOI Creative Commons

Shuiqing Zhou,

Tianci Wang,

Zijian Mao

et al.

Applied Sciences, Journal Year: 2025, Volume and Issue: 15(7), P. 3521 - 3521

Published: March 24, 2025

Large curvature, high pre-swirl large high-speed centrifugal fans are the preferred choice for industrial gas quenching furnaces, as they need to operate under non-uniform inlet conditions extended periods. The resulting distortion disrupts symmetric flow of gas, leading reduced fan stability and phenomena such separation rotational stall. This issue has become a key research focus in field applications. paper introduces an eddy viscosity correction method, compares it with experimental results from U-shaped pipe curved flow. corrected SST k-ω model shows maximum error only 4.7%. Simulation show that generates positive inflow relative intensity 3.83°. characteristics within impeller passage significantly affected by swirl angle distribution. At angle, leakage at blade tip develops into stall vortex spans entire passage, average blockage coefficient 0.29. minimum downstream is suppressed on suction side main flow, structure 0.21. To address design challenges distortion, method based secondary suppression proposed. Eleven surfaces selected control parameters, profile redesigned. Numerical simulations furnace’s temperature fields indicate modified reduces strength, decreasing 0.07 0.04, respectively. standard deviation velocity test section 42.78% compared original, fluctuation workpiece surface 53.09%. Both uniformity improved.

Language: Английский

Citations

0

Novel Sealing Design for High-Speed Coolant Pumps: Impact on Energy Performance, Axial Thrust and Flow Field DOI
Yandong Gu, Qiyuan Zhu, Junjie Bian

et al.

Energy, Journal Year: 2025, Volume and Issue: unknown, P. 135511 - 135511

Published: March 1, 2025

Language: Английский

Citations

0

Collaborative optimization of turbo-expander impellers and guide vanes to mitigate flow-induced vibrations DOI
Sheng He, Zheming Tong,

Shuiguang Tong

et al.

Physics of Fluids, Journal Year: 2025, Volume and Issue: 37(3)

Published: March 1, 2025

When subjected to a high-flow gas impact, the impeller and guide vane are prone vibration, jeopardizing equipment safety stability. This study presents collaborative optimization strategy for reducing flow-induced vibration of turbo-expander's vane. Parametric modeling profiles is conducted, followed by dimensionality reduction parameters based on geometric characteristics. Flow-induced arises from complex interactions between vane, where adjustments one component inevitably influence other due intricate coupling. Traditional heuristic algorithms, constrained numerous interacting design parameters, typically optimize individual structures rather than addressing overall system performance. To overcome this limitation, paper integrates tent chaotic mapping into conventional particle swarm algorithm, leveraging it initialize search space. approach broadens scope both components, enhances global coverage, improves system-wide Moreover, through extensive comparisons within optimization, introduction an adaptive t-distribution effectively balances exploration uncharted domains with exploitation known information, enabling more robust solutions coupled problems. The proposed framework allows direct parameter model updates, minimizing errors associated surrogate models significantly improving accuracy. Results demonstrate that method successfully avoids premature convergence while maintaining efficient execution Notably, pressure pulsation amplitudes in runners turbo expander were reduced 50.5% 37.3%, respectively, radial acceleration amplitude decreased 74.3%.

Language: Английский

Citations

0

Artificial intelligence approach for energy and entropy analyses of a double-suction centrifugal pump DOI
Wenjie Wang,

Hongyu Wang,

Ji Pei

et al.

Energy, Journal Year: 2025, Volume and Issue: unknown, P. 136046 - 136046

Published: April 1, 2025

Language: Английский

Citations

0

Approaching a modified adaptive swarm intelligence to energy efficiency enhancement of an inline pump DOI
Xingcheng Gan,

Yuanhui Xu,

Ji Pei

et al.

Energy, Journal Year: 2025, Volume and Issue: unknown, P. 136207 - 136207

Published: April 1, 2025

Language: Английский

Citations

0

Analysis of Unsteady Flow and Interstage Interference of Pressure Pulsation of Two-Stage Pump as Turbine Under Turbine Model DOI Open Access
Yonggang Lu, Zhiwang Liu,

Zequan Zhang

et al.

Water, Journal Year: 2024, Volume and Issue: 16(21), P. 3100 - 3100

Published: Oct. 29, 2024

The process pump as turbine (PPAT) serves a crucial component for recovering high-pressure energy from mediums used in chemical and refining processes. Ensuring the long-term safe stable operation of PPAT high-temperature environments is essential, with pressure pulsation being one its most significant external characteristic indicators. This study investigates evolution vortex structure distribution generation propagation mechanisms two-stage operating mode. Results indicate that uniformity coefficient (Cp) gradient poorer first stage runner compared to second stage, larger area high-strength vortices. In draft tube, strength increases rising flow rates, around circular cylinder on side gradually develops both sides. diffusers, primary source dynamic static interference effect between two impellers corresponding diffuser tongue. interstage frequency n*15fn pronounced inflow runner, weakening along direction, ultimately disappearing tube. addition, more low-frequency signals 0.5fn are captured tube under large conditions, which mainly generated by band high attenuation slow, has great destructive recovery system PPAT.

Language: Английский

Citations

0

Machine Learning Approaches for Enhancing Energy Efficiency and Stability in Parallel Pumping Systems DOI
Xingcheng Gan, Xiaobo Gong, Ji Pei

et al.

Water Resources Management, Journal Year: 2024, Volume and Issue: unknown

Published: Nov. 29, 2024

Language: Английский

Citations

0