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IIR document
ANFIS based evolutionary concept for estimating nucleate pool boiling heat transfer of refrigerant-ester oil containing nanoparticles.
Author(s) : SAEE A. D., BAGHBAN A., ZAREI F., et al.
Type of article: Article, IJR article
Summary
Performance and improvements of refrigeration systems are greatly related to the nucleate pool boiling heat transfer of refrigerant-oil mixtures containing nanoparticles (h). Empirical correlations have been used previously in order to estimate this parameter. Improved Adaptive Neuro-Fuzzy Inference System (ANFIS) is developed in this research applying different evolutionary algorithms to predict pool boiling heat transfer. To that end, 405 data samples were collected to construct the model and evaluate its performance based on each evolutionary algorithm. PSO-ANFIS model has the most accurate structure compared to other algorithms with R2=?0.998 and RMSE?=?0.031 for all the 405 data samples. Moreover, the applicable domain of developed models was investigated and the dubious samples in the databank were indicated by using a technique based on Leverage algorithm.
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Pages: 38-49
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Details
- Original title: ANFIS based evolutionary concept for estimating nucleate pool boiling heat transfer of refrigerant-ester oil containing nanoparticles.
- Record ID : 30025222
- Languages: English
- Source: International Journal of Refrigeration - Revue Internationale du Froid - vol. 96
- Publication date: 2018/12
- DOI: http://dx.doi.org/10.1016/j.ijrefrig.2018.08.002
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Indexing
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Effect of nanoparticle size on nucleate pool bo...
- Author(s) : PENG H., DING G., HU H., et al.
- Date : 2011/04
- Languages : English
- Source: International Journal of Heat and Mass Transfer - vol. 54 - n. 9-10
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Influence of carbon nanotubes on nucleate pool ...
- Author(s) : PENG H., DING G., HU H., et al.
- Date : 2010/12
- Languages : English
- Source: International Journal of thermal Sciences - vol. 49, n. 12 - vol. 49, n. 12
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Nucleate pool boiling heat transfer characteris...
- Author(s) : ZHUANG D., PENG H., HU H., et al.
- Date : 2011/12
- Languages : Chinese
- Source: Journal of Refrigeration - vol. 32 - n. 142
- Formats : PDF
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Influence of oil on nucleate pool boiling heat ...
- Author(s) : ZHU Y., HU H., DING G., et al.
- Date : 2011/03
- Languages : English
- Source: International Journal of Refrigeration - Revue Internationale du Froid - vol. 34 - n. 2
- Formats : PDF
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An application of nanotechnologies in refrigera...
- Author(s) : ZHELEZNY V. P.
- Date : 2014/08/02
- Languages : English
- Source: 11th IIR Gustav Lorentzen Conference on Natural Refrigerants (GL2014). Proceedings. Hangzhou, China, August 31-September 2, 2014.
- Formats : PDF
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