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Received October 30, 2021
Accepted January 27, 2022
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This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/bync/3.0) which permits
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Analysis of heat transfer performance of ORC direct contact heat exchanger by GRA-VMD-LSSVM model using optimization
1Faculty of Mechanical and Electrical Engineering, Yunnan Agricultural University, Kunming, Yunnan 650201, China 2Faculty of Metallurgical and Energy Engineering, Kunming University of Science and Technology, Kunming, Yunnan 650093, China 3State Key Laboratory of Complex Nonferrous Metal Resources Clean Utilization, Kunming University of Science and Technology, Kunming, Yunnan 650093, China 4Engineering Research Center of Metallurgical Energy Conservation and Emission Reduction, Ministry of Education, Kunming, Yunnan 650093, China 5State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan,, Yunnan Agricultural University, Kunming, 650201, China 6Key Laboratory for Agro-biodiversity and Pest Control of Ministry of Education, Yunnan Agricultural University, Kunming, 650201, China
oldin230@163.com
Korean Journal of Chemical Engineering, July 2022, 39(7), 1729-1743(15), 10.1007/s11814-022-1080-9
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Abstract
The relationship between heat transfer effect and influencing factors in direct contact with evaporator is studied. It is important to optimize the design and setting of direct contact heat exchangers and further improve the heat transfer process of heat exchangers by understanding the influencing factors of direct contact evaporator. The methods used are grey correlation analysis, variational mode decomposition and least square support vector machine algorithm to calculate the experimental heat transfer coefficient. The conclusions are that grey relation analysis can find the complex relationship between different influencing factors and reduce the amount of data to improve the accuracy of prediction. Hence, the novelty of this paper is to propose a simple, efficient and accurate hybrid prediction model for VHTC prediction. The place where it goes beyond previous efforts in the literature is that different influencing factors on the heat transfer performance in the direct contact heat transfer process are considered. The results show that the prediction accuracy of the heat transfer coefficient can be improved by 7% by optimizing the data only with grey correlation analysis. The prediction accuracy can be improved up to 53% after using the hybrid model.
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References
Olfati M, Bahiraei M, Nazari S, Veysi F, Energy, 209, 118430 (2020)
Huang B, Jian Q, Luo L, Zhao J, Energy Conv. Manag., 138, 38 (2017)
Jiang B, Xia D, Zhang H, Pei H, Liu X, Energy, 208, 118346 (2020)
Atmaca A, Yumrutas R, Energy Conv. Manag., 79, 790 (2014)
Gutiérrez AS, Martínez JBC, Vandecasteele C, Appl. Therm. Eng., 51, 273 (2013)
Han Y, Sun Y, Energy, 207, 118172 (2020)
Hosseinzadeh K, Ganji DD, Ommi F, J. Mol. Liq., 315, 113748 (2020)
Wang L, Bu X, Li H, Energy, 2203, 117809 (2020)
Vasile M, Appl. Therm. Eng., 69, 143 (2014)
Nami H, Anvari-Moghaddam A, Energy, 192, 116634 (2020)
Hou Z, Wei X, Ma X, Meng X, J. Clean Prod., 246, 119064.1 (2020)
Giovannelli A, Archilei EM, Salvini C, Energies, 13, 1054 (2020)
Peris B, Navarro-Esbri J, Moles F, Energy, 85, 534 (2015)
Pili R, Martínez L, Wieland C, Hartmut S, Renew. Sust. Energ. Rev., 134, 110324 (2020)
Fu H, Chem. Eng. Process., 149, 107829 (2020)
Halkarni S, Sridharan A, Prabhu S, Int. J. Therm. Sci., 110, 340 (2016)
Zheng Y, Dong H, Cai J, Feng J, Zhao L, Liu J, Zhang S, Appl. Therm. Eng., 151, 335 (2019)
Zeng T, Zhang C, Hao D, Cao D, Chen J, Chen J, Li J, Energy, 208, 113819 (2020)
Sivama SPSS, Saravananb K, Harshavardhanaa N, Kumarana D, Mater. Today. Proc., 45, 1464 (2020)
Ppda B, Sc B, Mater. Today: Proc., 28, 568 (2020)
Ren S, Wang C, Xiao Y, Deng J, Tian Y, Song J, Cheng X, Sun G, Fuel, 260, 116287 (2020)
Hong H, Zhang Z, Guo A, Shen L, Sun H, Liang Y, Wu F, Lin H, J. Hydrol. Eng., 591, 125574 (2020)
Zhao Y, Zhang B, Han L, Optics Commun., 456, 124588 (2020)
Zhang Y, Pan G, Chen B, Han J, Zhao Y, Zhang C, Renew. Energy, 156, 1373 (2020)
Xiao F, Yang D, Lv Z, Guo X, Liu Z, Wang Y, Future Generation Computer Systems, 110, 1023 (2019)
Gyamerah S, J. of King Saud University - Computer and Information Sciences, 1319 (2020).
Ms A, Am B, Hq A, Ga C, Pn D, Cr A, Energy, 205, 117986 (2020)
Yu Y, Shao M, Jiang L, Ke Y, Wei D, Zhang D, Jiang M, Yang Y, Optik, 237, 166759 (2021)
Hu R, Chen K, Chen W, Wang Q, Luo H, Waste Manage., 126, 791 (2021)
Amber K, Ahmad R, Aslam M, Kousar A, Usman M, Khan M, Energy, 157, 886 (2018)
Wang J, Hu J, Energy, 93, 41 (2015)
Sun H, Wu Y, Wu Z, Han F, Yang M, Wang Y, Phytochem. Lett., 43, 108 (2021)
Singh S, Parmar K, Makkhan S, Kaur J, Kumar J, Chaos Solitons & Fractals, 139, 110086 (2020)
Han H, Cui X, Fan Y, Qing H, Appl. Therm. Eng., 154, 540 (2019)
Thongwik S, Vorayos N, Kiatsiriroat T, Nuntaphan A, Int. Commun. Heat Mass Transf., 35, 756 (2008)
Huang J, Xu J, Sang X, Wang H, Wang H, Int. J. Heat Mass Transf., 75, 497 (2014)
Baqir A, Mahood H, Campbell A, Griffiths A, Appl. Therm. Eng., 103, 47 (2016)
Li J, Zhang X, Tang J, J. Appl. Geophys., 180, 104127 (2020)
Bavkar S, Iyer B, Deosarkar S, Probl. Biocybern. Biomed. Eng., 41 (2020)
Alizamir M, Kim S, Kisi O, Zounemat-Kermani M, Energy, 197, 117239 (2020)
Xiao C, Ye J, Rui M, Rong C, Concurrency Computation: Practice and Experience, 28, 3866 (2016)
Huang B, Jian Q, Luo L, Zhao J, Energy Conv. Manag., 138, 38 (2017)
Jiang B, Xia D, Zhang H, Pei H, Liu X, Energy, 208, 118346 (2020)
Atmaca A, Yumrutas R, Energy Conv. Manag., 79, 790 (2014)
Gutiérrez AS, Martínez JBC, Vandecasteele C, Appl. Therm. Eng., 51, 273 (2013)
Han Y, Sun Y, Energy, 207, 118172 (2020)
Hosseinzadeh K, Ganji DD, Ommi F, J. Mol. Liq., 315, 113748 (2020)
Wang L, Bu X, Li H, Energy, 2203, 117809 (2020)
Vasile M, Appl. Therm. Eng., 69, 143 (2014)
Nami H, Anvari-Moghaddam A, Energy, 192, 116634 (2020)
Hou Z, Wei X, Ma X, Meng X, J. Clean Prod., 246, 119064.1 (2020)
Giovannelli A, Archilei EM, Salvini C, Energies, 13, 1054 (2020)
Peris B, Navarro-Esbri J, Moles F, Energy, 85, 534 (2015)
Pili R, Martínez L, Wieland C, Hartmut S, Renew. Sust. Energ. Rev., 134, 110324 (2020)
Fu H, Chem. Eng. Process., 149, 107829 (2020)
Halkarni S, Sridharan A, Prabhu S, Int. J. Therm. Sci., 110, 340 (2016)
Zheng Y, Dong H, Cai J, Feng J, Zhao L, Liu J, Zhang S, Appl. Therm. Eng., 151, 335 (2019)
Zeng T, Zhang C, Hao D, Cao D, Chen J, Chen J, Li J, Energy, 208, 113819 (2020)
Sivama SPSS, Saravananb K, Harshavardhanaa N, Kumarana D, Mater. Today. Proc., 45, 1464 (2020)
Ppda B, Sc B, Mater. Today: Proc., 28, 568 (2020)
Ren S, Wang C, Xiao Y, Deng J, Tian Y, Song J, Cheng X, Sun G, Fuel, 260, 116287 (2020)
Hong H, Zhang Z, Guo A, Shen L, Sun H, Liang Y, Wu F, Lin H, J. Hydrol. Eng., 591, 125574 (2020)
Zhao Y, Zhang B, Han L, Optics Commun., 456, 124588 (2020)
Zhang Y, Pan G, Chen B, Han J, Zhao Y, Zhang C, Renew. Energy, 156, 1373 (2020)
Xiao F, Yang D, Lv Z, Guo X, Liu Z, Wang Y, Future Generation Computer Systems, 110, 1023 (2019)
Gyamerah S, J. of King Saud University - Computer and Information Sciences, 1319 (2020).
Ms A, Am B, Hq A, Ga C, Pn D, Cr A, Energy, 205, 117986 (2020)
Yu Y, Shao M, Jiang L, Ke Y, Wei D, Zhang D, Jiang M, Yang Y, Optik, 237, 166759 (2021)
Hu R, Chen K, Chen W, Wang Q, Luo H, Waste Manage., 126, 791 (2021)
Amber K, Ahmad R, Aslam M, Kousar A, Usman M, Khan M, Energy, 157, 886 (2018)
Wang J, Hu J, Energy, 93, 41 (2015)
Sun H, Wu Y, Wu Z, Han F, Yang M, Wang Y, Phytochem. Lett., 43, 108 (2021)
Singh S, Parmar K, Makkhan S, Kaur J, Kumar J, Chaos Solitons & Fractals, 139, 110086 (2020)
Han H, Cui X, Fan Y, Qing H, Appl. Therm. Eng., 154, 540 (2019)
Thongwik S, Vorayos N, Kiatsiriroat T, Nuntaphan A, Int. Commun. Heat Mass Transf., 35, 756 (2008)
Huang J, Xu J, Sang X, Wang H, Wang H, Int. J. Heat Mass Transf., 75, 497 (2014)
Baqir A, Mahood H, Campbell A, Griffiths A, Appl. Therm. Eng., 103, 47 (2016)
Li J, Zhang X, Tang J, J. Appl. Geophys., 180, 104127 (2020)
Bavkar S, Iyer B, Deosarkar S, Probl. Biocybern. Biomed. Eng., 41 (2020)
Alizamir M, Kim S, Kisi O, Zounemat-Kermani M, Energy, 197, 117239 (2020)
Xiao C, Ye J, Rui M, Rong C, Concurrency Computation: Practice and Experience, 28, 3866 (2016)
