A low-temperature driven organic Rankine cycle for waste heat recovery from a geothermal driven Kalina cycle: 4E analysis and optimization based on artificial intelligence

被引:11
作者
Hai, Tao [1 ,2 ,3 ]
Ali, Masood Ashraf [4 ]
Chaturvedi, Rishabh [5 ]
Almojil, Sattam Fahad [6 ]
Almohana, Abdulaziz Ibrahim [6 ]
Alali, Abdulrhman Fahmi [6 ]
Almoalimi, Khaled Twfiq [6 ]
Alyousuf, Farah Qasim Ahmed [7 ]
Shamseldin, Mohamed A. [8 ]
机构
[1] Qiannan Normal Univ Nationalities, Sch Comp & Informat, Duyun 558000, Guizhou, Peoples R China
[2] Key Lab Complex Syst & Intelligent Optimizat Guiz, Duyun 558000, Guizhou, Peoples R China
[3] Univ Teknol MARA, Inst Big Data Analyt & Artificial Intelligence IB, Shah Alam 40450, Selangor, Malaysia
[4] Prince Sattam bin Abdulaziz Univ, Coll Engn, Dept Ind Engn, Alkharj 16273, Saudi Arabia
[5] GLA Univ, Inst Engn & Technol, Dept Mech Engn, Mathura 281001, UP, India
[6] King Saud Univ, Coll Engn, Dept Civil Engn, POB 800, Riyadh 11421, Saudi Arabia
[7] Lebanese French Univ, Coll Engn & Comp Sci, Dept Informat Technol, Kurdistan Region, Iraq
[8] Future Univ Egypt, Dept Mech Engn, Fac Engn & Technol, New Cairo 11845, Egypt
关键词
Waste heat recovery; Low-temperature organic Rankine cycle; Exergoeconomic analysis; AI based optimization; EXERGOECONOMIC ANALYSIS; GRINDING TEMPERATURE; POWER-PLANTS; ORC; SYSTEM; ENERGY; QUANTITY; EXERGY; COEFFICIENT; ENGINE;
D O I
10.1016/j.seta.2022.102895
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
It has long been proven that geothermal energy may be used to generate electricity and heat sustainably. It emits less pollution, has a greater heat source temperature, and is compatible with a wide variety of energy systems. This research aims to use an ORC to utilize the excess energy of Kalina cycle systems (KCS) driven by a geothermal unit to generate clean, sustainable, and cost-effective low-temperature electricity. The most amazing feature of the Kalina cycle is that it gains more heat during heat addition in its evaporator owing to its significant thermo physical effects, as seen in Fig. 5. The system's extensive modeling is based on energy, exergy, and economic considerations. Additionally, optimization is carried out in order to get the lowest Levelized cost of power (product). The sensitivity analysis is used to determine the most effective parameters for system imple-mentation. The results indicate that the unit cost of the product for the hybrid system is at its minimum amount of 0.04898. For the Kalina, the system is 0.5023, in which the effectiveness hybrid scheme will be 48.57%, and the effectiveness of the Kalina system will be 44.21%. The most exergy destruction occurs in the evaporator and then the Kalina cycle condenser because these components have the highest temperature difference. Finally, the AI-based genetic algorithm is implemented to find the best solution point in terms of LCOC using neural networks.
引用
收藏
页数:10
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