Thermohydraulic optimization of artificial roughness in photovoltaic-thermal (PVT) system using genetic algorithm

被引:6
作者
Moghaddam, Mohsen Hormozi [1 ]
Karami, Maryam [1 ]
机构
[1] Kharazmi Univ, Fac Engn, Dept Mech Engn, Tehran, Iran
关键词
Photovoltaic -thermal system; Artificial roughness; Thermohydraulic performance; Nanofluid; Genetic algorithm; SOLAR AIR HEATER; V-SHAPED RIBS; PERFORMANCE ANALYSIS; NANOFLUID; COLLECTOR; MODEL; FLOW; ENHANCEMENT; EXCHANGER; FRICTION;
D O I
10.1016/j.jobe.2022.105789
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The photovoltaic-thermal system is a solution for using solar energy to produce both electric and thermal power. In the present study, artificial curved roughness is used in the collector flow channel to investigate its effect on the performance of the system. The effect of artificial roughness characteristics, working fluid type and Reynolds number on thermohydraulic perfor-mance is investigated by numerical simulation and optimization of the system. The results show that the addition of artificial roughness in laminar and turbulent flow deteriorates and enhances the thermohydraulic performance of the system, respectively; so that the maximum performance improvement is achieved at the beginning of the considered range of the turbulent flow. The maximum thermohydraulic performance is related to geometry with a roughness angle of 30 degrees, a relative height of 0.04, and a relative pitch of 16. In addition, changing the working fluid from water to nanofluid, as well as increasing the flow rate, increases the system overall efficiency. For instance, using water-based Ag-MgO and CNT nanofluids in the Reynolds number of 10, the system overall efficiency is %64.74, %67.73, and %74.69, respectively. The results of multi -objective optimization based on genetic algorithm show that the best thermohydraulic perfor-mance, electrical and thermal efficiency are 1.203, %9.68, and %75.79, respectively, which are obtained in Reynolds number of 3537 for water-based CNT nanofluid. Also, the optimum Rey-nolds numbers using water and water-based Ag-MgO nanofluid are 4046 and 3936, respectively.
引用
收藏
页数:20
相关论文
共 54 条
[1]   Three-dimensional numerical investigation of a hybrid low concentrated photovoltaic/thermal system [J].
Abd El-Samie, Mostafa M. ;
Ju, Xing ;
Zhang, Zheyang ;
Adam, Saadelnour Abdueljabbar ;
Pan, Xinyu ;
Xu, Chao .
ENERGY, 2020, 190
[2]   The effects of a novel baffle-based collector on the performance of a photovoltaic/thermal system using SWCNT/Water nanofluid [J].
Ahmadinejad, Mehrdad ;
Soleimani, Ali ;
Gerami, Arian .
THERMAL SCIENCE AND ENGINEERING PROGRESS, 2022, 34
[3]   Experimental investigation of using nano-PCM/nanofluid on a photovoltaic thermal system (PVT): Technical and economic study [J].
Al-Waeli, Ali H. A. ;
Kazem, Hussein A. ;
Chaichan, Miqdam T. ;
Sopian, K. .
THERMAL SCIENCE AND ENGINEERING PROGRESS, 2019, 11 :213-230
[4]   Energy and exergy analysis of hybrid photovoltaic thermal solar system under climatic condition of North Iraq [J].
Alomar, Omar Rafae ;
Ali, Omar Mohammed .
CASE STUDIES IN THERMAL ENGINEERING, 2021, 28
[5]   Experimental studies of different operating parameters on the photovoltaic thermal system using a flattened geometrical structure [J].
Anandaraj, Sacithra ;
Ayyasamy, Manivannan ;
Marquez, Fausto Pedro Garcia ;
Athikesavan, Muthu Manokar .
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2023, 30 (01) :1116-1132
[6]  
[Anonymous], 2013, Optimization methods: From theory to design scientific and technological aspects in mechanics
[7]  
Ansys Workbench, REL 2021 R2 HELP SYS
[8]   Parametric investigation of photovoltaic-thermal systems integrated with porous phase change material [J].
Asefi, Ghazaleh ;
Ma, Tao ;
Wang, Ruzhu .
APPLIED THERMAL ENGINEERING, 2022, 201
[9]   Employing V-shaped ribs and nanofluid as two passive methods to improve second law characteristics of flow within a square channel: A two-phase approach [J].
Bahiraei, Mehdi ;
Mazaheri, Nima ;
Moayedi, Hossein .
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2020, 151
[10]   A systematic review on parametric dependencies of transpired solar collector performance [J].
Bake, Maitiniyazi ;
Shukla, Ashish ;
Liu, Shuli ;
Agrawal, Avlokita .
INTERNATIONAL JOURNAL OF ENERGY RESEARCH, 2019, 43 (01) :86-112