Numerical Optimization of the β-Type Stirling Engine Performance Using the Variable-Step Simplified Conjugate Gradient Method

This study focuses on optimizing a 100-W-class β-Type Stirling engine by combining the modified thermodynamic model and the variable-step simplified conjugate gradient (VSCGM) method. For the modified thermodynamic model, non-uniform pressure is directly introduced into the energy equation, so the i...

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Main Authors: Chin-Hsiang Cheng, Duc-Thuan Phung
Format: Article
Language:English
Published: MDPI AG 2021-11-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/14/23/7835
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author Chin-Hsiang Cheng
Duc-Thuan Phung
author_facet Chin-Hsiang Cheng
Duc-Thuan Phung
author_sort Chin-Hsiang Cheng
collection DOAJ
description This study focuses on optimizing a 100-W-class β-Type Stirling engine by combining the modified thermodynamic model and the variable-step simplified conjugate gradient (VSCGM) method. For the modified thermodynamic model, non-uniform pressure is directly introduced into the energy equation, so the indicated power and heat transfer rates can reach energy balance while the VSCGM is an updated version of the simplified conjugate gradient method (SCGM) with adaptive increments and step lengths to the optimization process; thus, it requires fewer iterations to reach the optimal solution than the SCGM. For the baseline case, the indicated power progressively raises from 88.2 to 210.2 W and the thermal efficiency increases from 34.8 to 46.4% before and after optimization, respectively. The study shows the VSCGM possesses robust property. All optimal results from the VSCGM are well-matched with those of the computational fluid dynamics (CFD) model. Heating temperature and rotation speed have positive effects on optimal engine performance. The optimal indicated power rises linearly with the charged pressure, whereas the optimal thermal efficiency tends to decrease. The study also points out that results of the modified thermodynamic model with fixed values of unknowns agree well with the CFD results at points far from the baseline case.
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spelling doaj.art-b3d61746dd714574aa550e394c6f390b2023-11-23T02:18:26ZengMDPI AGEnergies1996-10732021-11-011423783510.3390/en14237835Numerical Optimization of the β-Type Stirling Engine Performance Using the Variable-Step Simplified Conjugate Gradient MethodChin-Hsiang Cheng0Duc-Thuan Phung1Department of Aeronautics and Astronautics, National Cheng Kung University, No.1, University Road, Tainan 70101, TaiwanDepartment of Aeronautics and Astronautics, National Cheng Kung University, No.1, University Road, Tainan 70101, TaiwanThis study focuses on optimizing a 100-W-class β-Type Stirling engine by combining the modified thermodynamic model and the variable-step simplified conjugate gradient (VSCGM) method. For the modified thermodynamic model, non-uniform pressure is directly introduced into the energy equation, so the indicated power and heat transfer rates can reach energy balance while the VSCGM is an updated version of the simplified conjugate gradient method (SCGM) with adaptive increments and step lengths to the optimization process; thus, it requires fewer iterations to reach the optimal solution than the SCGM. For the baseline case, the indicated power progressively raises from 88.2 to 210.2 W and the thermal efficiency increases from 34.8 to 46.4% before and after optimization, respectively. The study shows the VSCGM possesses robust property. All optimal results from the VSCGM are well-matched with those of the computational fluid dynamics (CFD) model. Heating temperature and rotation speed have positive effects on optimal engine performance. The optimal indicated power rises linearly with the charged pressure, whereas the optimal thermal efficiency tends to decrease. The study also points out that results of the modified thermodynamic model with fixed values of unknowns agree well with the CFD results at points far from the baseline case.https://www.mdpi.com/1996-1073/14/23/7835VSCGMCFD modelmodified thermodynamic model100-W-class β-type Stirling engineoptimization
spellingShingle Chin-Hsiang Cheng
Duc-Thuan Phung
Numerical Optimization of the β-Type Stirling Engine Performance Using the Variable-Step Simplified Conjugate Gradient Method
Energies
VSCGM
CFD model
modified thermodynamic model
100-W-class β-type Stirling engine
optimization
title Numerical Optimization of the β-Type Stirling Engine Performance Using the Variable-Step Simplified Conjugate Gradient Method
title_full Numerical Optimization of the β-Type Stirling Engine Performance Using the Variable-Step Simplified Conjugate Gradient Method
title_fullStr Numerical Optimization of the β-Type Stirling Engine Performance Using the Variable-Step Simplified Conjugate Gradient Method
title_full_unstemmed Numerical Optimization of the β-Type Stirling Engine Performance Using the Variable-Step Simplified Conjugate Gradient Method
title_short Numerical Optimization of the β-Type Stirling Engine Performance Using the Variable-Step Simplified Conjugate Gradient Method
title_sort numerical optimization of the β type stirling engine performance using the variable step simplified conjugate gradient method
topic VSCGM
CFD model
modified thermodynamic model
100-W-class β-type Stirling engine
optimization
url https://www.mdpi.com/1996-1073/14/23/7835
work_keys_str_mv AT chinhsiangcheng numericaloptimizationofthebtypestirlingengineperformanceusingthevariablestepsimplifiedconjugategradientmethod
AT ducthuanphung numericaloptimizationofthebtypestirlingengineperformanceusingthevariablestepsimplifiedconjugategradientmethod