Multi-objective optimization of CO2 ejector by combined significant variables recognition, ANN surrogate model and multi-objective genetic algorithm

G Liu, L Pu, H Zhao, Z Chen, G Li - Energy, 2024 - Elsevier
The ejectors are crucial in enhancing the efficiency of the CO 2-based refrigeration cycle.
Although the ejector can be optimized by experimental and computational fluid dynamic …

Thermodynamic performance evaluation of an ejector-enhanced transcritical CO2 parallel compression refrigeration cycle

T Bai, R Shi, J Yu - International Journal of Refrigeration, 2023 - Elsevier
A parallel compression cycle is one efficient approach to improving the transcritical CO 2
refrigeration cycle performance. This paper proposes a modified parallel compression …

Performance improvement of CO2 two-phase ejector by combining CFD modeling, artificial neural network and genetic algorithm

G Liu, H Zhao, J Deng, L Wang, H Zhang - International Journal of …, 2023 - Elsevier
The ejector, as one of the core components of the CO 2 trans-critical ejection refrigeration
system, plays an important role in improving refrigeration capacity and reducing compressor …

[HTML][HTML] Performance evaluation of supersonic flow for variable geometry radial ejector through CFD models based on DES-turbulence models, GPR machine …

R Al-Rbaihat, K Saleh, R Malpress, D Buttsworth… - International Journal of …, 2023 - Elsevier
This study aims to derive valuable insights for utilizing computational fluid dynamics (CFD)
based on reynolds-averaged navier–stokes (RANS) and detached eddy simulation (DES) …

A review of axial and radial ejectors: Geometric design, computational analysis, performance, and machine learning approaches

G Al-Doori, K Saleh, A Al-Manaa, R Al-Rbaihat… - Applied Thermal …, 2025 - Elsevier
This review examines the critical role of ejectors in refrigeration systems, emphasizing the
need for a deeper understanding of their performance characteristics, particularly through a …

Advanced exergy analysis of a CO2 two-phase ejector

L Zheng, Y Hu, C Mi, J Deng - Applied Thermal Engineering, 2022 - Elsevier
Ejector is meaningful and valuable to improve the transcritical CO 2 refrigeration system. To
study in-depth on the exergy destruction is significant for the performance enhancement of …

Large Eddy Simulation of a supersonic air ejector

S Croquer, O Lamberts, S Poncet, S Moreau… - Applied Thermal …, 2022 - Elsevier
This paper presents a study on the flow topology in the mixing chamber of a supersonic
ejector using Large Eddy Simulation (LES). To this end, a supersonic air ejector of squared …

State of the Art of Modelling and Design Approaches for Ejectors in Proton Exchange Membrane Fuel Cell

C Antetomaso - Modelling and Simulation in Engineering, 2024 - Wiley Online Library
Proton exchange membrane fuel cell (PEMFC) has a promising future in the power
generation and transportation fields. Recirculation of unused anodic gases is fundamental to …

Numerical study on the interaction of geometric parameters of a transcritical CO2 two-phase ejector using response surface methodology and genetic algorithm

Y Li, J Deng, Y He - Applied Thermal Engineering, 2022 - Elsevier
In this study, the effect of the interaction of geometric parameters on the performance of the
rectangular transcritical CO 2 two-phase ejector was investigated, and a geometric …

Deep neural network modeling for CFD simulations: Benchmarking the Fourier neural operator on the lid-driven cavity case

PA Costa Rocha, SJ Johnston, V Oliveira Santos… - Applied Sciences, 2023 - mdpi.com
In this work we present the development, testing and comparison of three different physics-
informed deep learning paradigms, namely the ConvLSTM, CNN-LSTM and a novel Fourier …