A blackbox optimization of volumetric heating rate for reducing the wetness of the steam flow through turbine blades

被引:55
作者
Hoseinzade, Davood [1 ]
Lakzian, Esmail [1 ]
Hashemian, Ali [2 ,3 ]
机构
[1] Hakim Sabzevari Univ, Dept Mech Engn, Ctr Computat Energy, Sabzevar, Iran
[2] BCAM Basque Ctr Appl Math, Bilbao, Basque Country, Spain
[3] Hakim Sabzevari Univ, Dept Mech Engn, Sabzevar, Iran
关键词
Multiobjective blackbox optimization; Wet steam flow; Volumetric heating rate; Steam turbines;
D O I
10.1016/j.energy.2020.119751
中图分类号
O414.1 [热力学];
学科分类号
摘要
This paper proposes to use a blackbox optimization to obtain the optimal volumetric heating required to reduce the wetness at the last stages of steam turbines. For this purpose, a global multiobjective optimization is utilized through the automatic linking of genetic algorithm and CFD code, where the blackbox function evaluations are performed by CFD runs. The logarithm of number of droplets per volume (LND), the droplet average radius (DAR), and the integral of local entropy (ILE) at the end of the cascade (after the condensation location) are minimized, while the volumetric heating rate is the optimization parameter. The Eulerian-Eulerian approach is implemented to model the two-phase wet steam turbulent flow and the numerical results are validated against well-established experiments. Since higher volumetric heating rates reduce DAR and LND, while increase ILE, according to optimization results, there is an optimum for the volumetric heating rate to reach the best performance of steam turbines. For case studies presented in this work, the optimal volumetric heating rates of 5.21 x 10(8) and 4.67 x 10 8 W=m(2) are obtained for two different cases of supersonic and subsonic outlets, respectively. Particularly, these rates improve DAR by 45.7% and 57.5%, and LND by 6.0% and 7.8% for respective cases. (c) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页数:19
相关论文
共 45 条
[1]   CFD-based shape optimization of steam turbine blade cascade in transonic two phase flows [J].
Abadi, S. M. A. Noori Rahim ;
Ahmadpour, A. ;
Abadi, S. M. N. R. ;
Meyer, J. P. .
APPLIED THERMAL ENGINEERING, 2017, 112 :1575-1589
[2]   A comprehensive investigation of finding the best location for hot steam injection into the wet steam turbine blade cascade [J].
Aliabadi, Mohammad Ali Faghih ;
Lakzian, Esmail ;
Khazaei, Iman ;
Jahangiri, Ali .
ENERGY, 2020, 190
[3]   Numerical investigation of effects polydispersed droplets on the erosion rate and condensation loss in the wet steam flow in the turbine blade cascade [J].
Aliabadi, Mohammad Ali Faghih ;
Lakzian, Esmail ;
Jahangiri, Ali ;
Khazaei, Iman .
APPLIED THERMAL ENGINEERING, 2020, 164
[4]   Model predictive control of three-axis gimbal system mounted on UAV for real-time target tracking under external disturbances [J].
Altan, Aytac ;
Hacioglu, Rifat .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2020, 138
[5]  
[Anonymous], 1989, Genetic Algorithms in Search, Optimization, and Machine Learning, DOI DOI 10.5860/CHOICE.27-0936
[6]   A comparative study of treatment of two-dimensional two-phase flows of steam by a Runge-Kutta and by Denton's methods [J].
Bakhtar, F. ;
Zamri, M. Y. ;
Rodriguez-Lelis, J. M. .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2007, 221 (06) :689-706
[7]   Classical nucleation theory and its application to condensing steam flow calculations [J].
Bakhtar, F ;
Young, JB ;
White, AJ ;
Simpson, DA .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2005, 219 (12) :1315-1333
[8]   ON THE PERFORMANCE OF A CASCADE OF TURBINE ROTOR TIP SECTION BLADING IN NUCLEATING STEAM .1. SURFACE PRESSURE DISTRIBUTIONS [J].
BAKHTAR, F ;
EBRAHIMI, M ;
WEBB, RA .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 1995, 209 (02) :115-124
[9]  
BAKHTAR F, 1989, P I MECH ENG A-J POW, V203, P195
[10]   AN INVESTIGATION OF NUCLEATING FLOWS OF STEAM IN A CASCADE OF TURBINE BLADING-THEORETICAL TREATMENT [J].
BAKHTAR, F ;
MAHPEYKAR, MR ;
ABBAS, KK .
JOURNAL OF FLUIDS ENGINEERING-TRANSACTIONS OF THE ASME, 1995, 117 (01) :138-144