Optimization of the Thermal Efficiency of a Two-Phase Closed Thermosyphon using Active Learning on the Human Algorithm Interaction

REFERENCES

• N. Miljkovic and E. N. Wang , Modeling and Optimization of Hybrid Solar Thermoelectric Systems with Thermosyphons , Solar Energy , vol. 85 , pp. 2843 – 2855 , 2011 .
   Web of Science ®Google Scholar
• T. P. Borges , M. B. Mantelli , and L. G. Persson , Techno-economic Optimization of Thermosyphon Heat Exchangers Design using Mathematical Programming. In Proceedings of the 14th International Heat Pipe Conference, Florianópolis, SC, 2007.
   Google Scholar
• D. Khrustalev , Loop Thermosyphons for Cooling of Electronics. In Semiconductor Thermal Measurement and Management 2002. Eighteenth Annual IEEE Symposium, IEEE Xplore, San Jose, CA, pp. 145–150, 2002.
   Google Scholar
• J. Y. Sun and R. J. Shyu , Waste Heat Recovery Using Heat Pipe Heat Exchanger for Industrial Practices. In the 5th International Heat Pipe Symposium, Melbourne, Australia, 1996.
   Google Scholar
• S. Arneth and J. Stichlmair , Characteristics of Thermosiphon Reboilers , Int. J. Thermal Sci. , vol. 40 , pp. 385 – 391 , 2001 .
   Web of Science ®Google Scholar
• K. S. Benne and K. O. Homan , Transient Behavior of Thermosyphon-Coupled Sensible Storage with Constant Temperature Heat Addition , Numer. Heat Transfer-Part A Appl. , vol. 55 , pp. 101 – 123 , 2009 .
   Web of Science ®Google Scholar
• H. A. Mohammed , H. A. Hasan , and M. A. Wahid , Heat Transfer Enhancement of Nanofluids in a Double Pipe Heat Exchanger with Louvered Strip Inserts , Int. Commun. Heat Mass Transfer , vol. 40 , pp. 36 – 46 , 2013 .
   Web of Science ®Google Scholar
• E. Abu-Nada , Z. Masoud , and A. Hijazi , Natural Convection Heat Transfer Enhancement in Horizontal Concentric Annuli Using Nanofluids , Int. Commun. Heat Mass Transfer , vol. 35 , pp. 657 – 665 , 2008 .
   Web of Science ®Google Scholar
• M.-S. Liu , M. Ching-Cheng Lin , I. T. Huang , and C.-C. Wang , Enhancement of Thermal Conductivity with Carbon Nanotube for Nanofluids , Int. Commun. Heat Mass Transfer , vol. 32 , pp. 1202 – 1210 , 2005 .
   Web of Science ®Google Scholar
• D. Ashtiani , M. A. Akhavan-Behabadi , and M. F. Pakdaman , An Experimental Investigation on Heat Transfer Characteristics of Multi-Walled CNT-Heat Transfer Oil Nanofluid Flow Inside Flattened Tubes Under Uniform Wall Temperature Condition, Int. Commun. Heat Mass Transfer , vol. 39, pp. 1404–1409, 2012.
   Web of Science ®Google Scholar
• S. Zeinali Heris , Experimental Investigation of Pool Boiling Characteristics of Low-Concentrated CuO/Ethylene Glycol–Water Nanofluids , Int. Commun. Heat Mass Transfer , vol. 38 , pp. 1470 – 1473 , 2011 .
   Web of Science ®Google Scholar
• T. H. Nassan , S. Zeinali Heris , and S. H. Noie , A Comparison of Experimental Heat Transfer Characteristics for Al2O3/Water and CuO/Water Nanofluids in Square Cross-Section Duct , Int. Commun. Heat Mass Transfer , vol. 37 , pp. 924 – 928 , 2010 .
   Web of Science ®Google Scholar
• S. Zeinali Heris , S. G. Etemad , and M. N. Esfahany , Experimental Investigation of Oxide Nanofluids Laminar Flow Convective Heat Transfer , Int. Commun. Heat Mass Transfer , vol. 33 , pp. 529 – 535 , 2006 .
   Web of Science ®Google Scholar
• M. Azizi , M. Hosseini , S. Zafarnak , M. Shanbedi , and A. Amiri , Experimental Analysis of Thermal Performance in a Two-Phase Closed Thermosiphon Using Graphene/Water Nanofluid , Ind. Eng. Chem. Res. , vol. 52 , pp. 10015 – 10021 , 2013 .
   Web of Science ®Google Scholar
• S. Zeinali Heris , M. Nasr Esfahany , and S. Gh. Etemad , Numerical Investigation of Nanofluid Laminar Convective Heat Transfer through Circular Tube , Numer. Heat Transfer Part A Appl. , vol. 52 , pp. 1043 – 1058 , 2007 .
   Web of Science ®Google Scholar
• A. Kazemi-Beydokhti , H. Azizi Namaghi , and S. Zeinali Heris , Identification of the Key Variables on Thermal Conductivity of CuO Nanofluid by a Fractional Factorial Design Approach , Numer. Heat Transfer Part B Fundam. , vol. 64 , pp. 480 – 495 , 2013 .
   Web of Science ®Google Scholar
• S. U. S. Choi and J. A. Eastman , Enhanced Heat Transfer Using Nanofluids , U.S. Patent no. 6221275, April 2001.
   Google Scholar
• S. Choi , Z. Zhang , W. Yu , F. Lockwood , and E. Grulke , Anomalous Thermal Conductivity Enhancement in Nanotube Suspensions , App. Phys. Lett. , vol. 79 , pp. 2252 – 2254 , 2001 .
   Web of Science ®Google Scholar
• M. Shanbedi , S. Zeinali Heris , M. Baniadam , and A. Amiri , The Effect of Multi-Walled Carbon Nanotube (MWCNT)/Water Nanofluid on Thermal Performance of a Two-Phase Closed Thermosyphon , Exp. Heat Transfer , vol. 26 , pp. 26 – 40 , 2013 .
   Web of Science ®Google Scholar
• H. S. Xue , J. R. Fan , Y. C. Hu , R. H. Hong , and K. F. Cen , The Interface Effect of Carbon Nanotube Suspension on the Thermal Performance of a Two-Phase Closed Thermosyphon , J. Appl. Phys. , vol. 100 , pp. 104909 – 104915 , 2006 .
   Web of Science ®Google Scholar
• A. Amiri , M. Shanbedi , H. Eshghi , S. Zeinali Heris , and M. Baniadam , Highly Dispersed Multiwalled Carbon Nanotubes Decorated with Ag Nanoparticles in Water and Experimental Investigation of the Thermophysical Properties , J. Phys. Chem. C , vol. 116 , pp. 3369 – 3375 , 2012 .
   Web of Science ®Google Scholar
• R. D. King , J. Rowland , S. G. Oliver , M. Young , W. Aubrey , E. Byrne , M. Liakata , M. Markham , P. Pir , L. N. Soldatova , A. Sparkes , K. E. Whelan , and A. Clare , The Automation of Science , Science , vol. 324 , pp. 85 – 89 , 2009 .
   PubMed Web of Science ®Google Scholar
• R. D. King , K. E. Whelan , F. M. Jones , P. G. K. Reiser , C. H. Bryant , S. H. Muggleton , D. B. Kell , and S. G. Oliver , Functional Genomic Hypothesis Generation and Experimentation by a Robot Scientist , Nature , vol. 427 , pp. 247 – 252 , 2004 .
   PubMed Web of Science ®Google Scholar
• Y. Liu , Active Learning with Support Vector Machine Applied to Gene Expression Data for Cancer Classification , J. Chem. Info. Comput. Sci. , vol. 44 , pp. 1936 – 1941 , 2004 .
   PubMedGoogle Scholar
• E. E. Anderson , R. Taraban , and M. P. Sharma , Implementing and Assessing Computer-Based Active Learning Materials in Introductory Thermodynamics , Int. J. Eng. Educ. , vol. 21 , pp. 1168 – 1176 , 2005 .
   Web of Science ®Google Scholar
• A. Amiri , H. Z. Zardini , M. Shanbedi , M. Maghrebi , M. Baniadam , and B. Tolueinia , Efficient Method for Functionalization of Carbon Nanotubes by Lysine and Improved Antimicrobial Activity and Water-Dispersion , Mater. Lett. , vol. 72 , pp. 153 – 156 , 2012 .
   Web of Science ®Google Scholar
• H. Zare Zardini , A. Amiri , M. Shanbedi , M. Maghrebi , and M. Baniadam , Enhanced Antibacterial Activity of Amino Acids-Functionalized Multi Walled Carbon Nanotubes by a Simple Method, Colloids Surf B Biointerfaces , vol. 92, pp. 196–202, 2012.
   PubMed Web of Science ®Google Scholar
• A. Amiri , M. Memarpoor-Yazdi , M. Shanbedi , and H. Eshghi , Influence of Different Amino Acid Groups on the Free Radical Scavenging Capability of Multi Walled Carbon Nanotubes , J. Biomed. Mater. Res. Part A , vol. 101A , pp. 2219 – 2228 , 2013 .
   Web of Science ®Google Scholar
• H. Zare-Zardini , A. Amiri , M. Shanbedi , M. Memarpoor-Yazdi , and A. Asoodeh , Studying of Antifungal Activity of Functionalized Multiwalled Carbon Nanotubes by Microwave-Assisted Technique , Surf. Interface Anal. , vol. 45 , pp. 751 – 755 , 2013 .
   Web of Science ®Google Scholar
• H. Zare-Zardini , M. Davarpanah , M. Shanbedi , A. Amiri , M. Maghrebi , and L. Ebrahimi , Microbial Toxicity of Ethanolamines-Multi Walled Carbon Nanotubes , J. Biomed. Mater. Res. Part A , Publish Online 2013 . doi: 10.1002/jbm.a.34846 .
   Web of Science ®Google Scholar
• L. Liu and H. D. Wagner , Rubbery and Glassy Epoxy Resins Reinforced with Carbon Nanotubes , Comp. Sci. Technol. , vol. 65 , pp. 1861 – 1868 , 2005 .
   Web of Science ®Google Scholar
• J. D. Holman , Experimental Methods for Engineers, , 5th ed. , McGrow-Hill , New York , 1989 .
   Google Scholar
• S. H. Noie , S. Zeinali Heris , M. Kahani , and S. M. Nowee , Heat Transfer Enhancement using Al2O3/Water Nanofluid in a Two-Phase Closed Thermosyphon , Int. J. Heat Fluid Flow , vol. 30 , pp. 700 – 705 , 2009 .
   Web of Science ®Google Scholar
• M. Shanbedi , S. Zeinali Heris , M. Baniadam , A. Amiri , and M. Maghrebi , Investigation of Heat-Transfer Characterization of EDA-MWCNT/DI-Water Nanofluid in a Two-Phase Closed Thermosyphon , Ind. Eng. Chem. Res , vol. 51 , pp. 1423 – 1428 , 2012 .
   Web of Science ®Google Scholar
• S. H. Noie , Heat Transfer Characteristics of a Two-Phase Closed Thermosyphon , Appl. Therm. Eng. , vol. 25 , pp. 495 – 506 , 2005 .
   Web of Science ®Google Scholar
• H. Salehi , S. Zeinali Heris , and S. H. Noie , Experimental Study of a Two-Phase Closed Thermosyphon with Nanofluid and Magnetic Field Effect , J. Enhance. Heat Transfer , vol. 18 , pp. 261 – 269 , 2011 .
   Google Scholar
• B. Settles , Active Learning Literature Survey, Ph.D. thesis, The University of Wisconsin-Madison, Madison , Comput. Sci. Tech. Rep. , vol. 1648 , 2009 .
   Google Scholar
• D. Angluin , N. Abe , R. Khardon , and T. Zeugmann , Queries Revisited, Algorithmic Learning Theory , pp. 12 – 31 , Springer , Berlin/Heidelberg , 2001 .
   Google Scholar
• D. Angluin , Queries Revisited , Theor. Comput. Sci. , vol. 313 , pp. 175 – 194 , 2004 .
   Web of Science ®Google Scholar
• D. Lewis and J. Catlett , Heterogeneous Uncertainty Sampling for Supervised Learning. In Proceedings of the International Conference on Machine Learning (ICML), Morgan Kaufmann, New Brunswick, NJ, pp. 148–156, 1994.
   Google Scholar
• T. Scheffer , C. Decomain , and S. Wrobel , Active Hidden Markov Models for Information Extraction. In Proceedings of the 4th International Conference on Advances in Intelligent Data Analysis, Cascais, Portugal, pp. 309–318, Springer-Verlag, 2001.
   Google Scholar
• L. A. Zadeh , Outline of A New Approach to the Analysis of Complex Systems and Decision Processes , IEEE Trans. Syst. Man Cybern. SMC , vol. 3 , pp. 28 – 44 , 1973 .
   Web of Science ®Google Scholar
• L. X. Wang , A Course in Fuzzy Systems and Control , Prentice-Hall PTR , Upper Saddle River , NJ , 1997 .
   Google Scholar
• T. Takagi and M. Sugeno , Fuzzy Identification of Systems and Its Application to Modeling and Control , IEEE Trans. Syst. Man Cybern. SMC , vol. 15 , pp. 116 – 132 , 1985 .
   Web of Science ®Google Scholar
• Color versions of one or more of the figures in the article can be found online at www.tandfonline.com/unht.
   Google Scholar