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Published in: Neural Computing and Applications 7/2017

02-01-2016 | Original Article

Estimation of critical dimensions for a trapezoidal-shaped steel fin using hybrid differential evolution algorithm

Authors: Ranjan Das, Kuljeet Singh, Tapan K. Gogoi

Published in: Neural Computing and Applications | Issue 7/2017

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Abstract

This paper deals with the inverse prediction of parameters in a trapezoidal fin with temperature-dependent thermal conductivity and heat transfer coefficient. Three critical dimensions along with the relevant heat transfer coefficient at the fin base have been simultaneously predicted for satisfying a given temperature distribution on the surface of the trapezoidal fin. The inverse problem is solved by a hybrid differential evolution-nonlinear programming (DE-NLP) optimization method. For a given fin material which is considered to be stainless steel, it is found from the present study that many feasible dimensions exist which satisfy a given temperature distribution, thereby providing flexibility in selecting any dimensions from the available alternatives by appropriately regulating the base heat transfer coefficient. A very good estimation of the unknown parameters has been obtained even for temperature distribution involving random measurement errors which is confirmed by the comparisons of the reconstructed distributions. It is concluded that for a given fin material, the hybrid DE-NLP algorithm satisfactorily estimates feasible dimensions of a trapezoidal fin even with random measurement error of 11 %.

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Literature
1.
go back to reference Groetsch CW (1999) Inverse problems: activities for undergraduates. Cambridge University Press, CambridgeMATH Groetsch CW (1999) Inverse problems: activities for undergraduates. Cambridge University Press, CambridgeMATH
2.
go back to reference Pehlivanoglu YV (2014) Direct and indirect design prediction in genetic algorithm for inverse design problems. Appl Soft Comput 24:781–793CrossRef Pehlivanoglu YV (2014) Direct and indirect design prediction in genetic algorithm for inverse design problems. Appl Soft Comput 24:781–793CrossRef
4.
go back to reference Das R, Ooi KT (2013) Predicting multiple combination of parameters for designing a porous fin subjected to a given temperature requirement. Energy Convers Manage 66:211–219CrossRef Das R, Ooi KT (2013) Predicting multiple combination of parameters for designing a porous fin subjected to a given temperature requirement. Energy Convers Manage 66:211–219CrossRef
5.
go back to reference Beck A, Teboulle M (2009) A fast iterative shrinkage-thresholding algorithm for linear inverse problems. SIAM J Imaging Sci 2:183–202MathSciNetCrossRefMATH Beck A, Teboulle M (2009) A fast iterative shrinkage-thresholding algorithm for linear inverse problems. SIAM J Imaging Sci 2:183–202MathSciNetCrossRefMATH
6.
go back to reference Fogel DB, Robinson CJ (2003) Computational intelligence: the experts speak. Wiley, New JerseyCrossRef Fogel DB, Robinson CJ (2003) Computational intelligence: the experts speak. Wiley, New JerseyCrossRef
7.
go back to reference Storn R, Price K (1997) Differential evolution—a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11(4):341–359MathSciNetCrossRefMATH Storn R, Price K (1997) Differential evolution—a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11(4):341–359MathSciNetCrossRefMATH
8.
go back to reference Wong KP, Dong ZY (2005) Differential evolution, an alternative approach to evolutionary algorithm. In: IEEE proceedings of the 13th international conference on intelligent systems application to power systems, Arlington, VA, USA, pp 73–83 Wong KP, Dong ZY (2005) Differential evolution, an alternative approach to evolutionary algorithm. In: IEEE proceedings of the 13th international conference on intelligent systems application to power systems, Arlington, VA, USA, pp 73–83
9.
go back to reference Donate JP, Li X, Sánchez GG, de Miguel AS (2013) Time series forecasting by evolving artificial neural networks with genetic algorithms, differential evolution and estimation of distribution algorithm. Neural Comput Appl 22:11–20CrossRef Donate JP, Li X, Sánchez GG, de Miguel AS (2013) Time series forecasting by evolving artificial neural networks with genetic algorithms, differential evolution and estimation of distribution algorithm. Neural Comput Appl 22:11–20CrossRef
10.
go back to reference Das R, Prasad DK (2015) Prediction of porosity and thermal diffusivity in a porous fin using differential evolution algorithm. Swarm Evolut Comput 23:27–29CrossRef Das R, Prasad DK (2015) Prediction of porosity and thermal diffusivity in a porous fin using differential evolution algorithm. Swarm Evolut Comput 23:27–29CrossRef
11.
go back to reference Bahrammirzaee A (2010) A comparative survey of artificial intelligence applications in finance: artificial neural networks, expert system and hybrid intelligent systems. Neural Comput Appl 19:1165–1195CrossRef Bahrammirzaee A (2010) A comparative survey of artificial intelligence applications in finance: artificial neural networks, expert system and hybrid intelligent systems. Neural Comput Appl 19:1165–1195CrossRef
12.
go back to reference Hajmohammadi MR, Poozesh S, Nourazar SS (2012) Constructal design of multiple heat sources in a square-shaped fin. Proc Inst Mech Eng E J Process Mech Eng 226:324–336CrossRef Hajmohammadi MR, Poozesh S, Nourazar SS (2012) Constructal design of multiple heat sources in a square-shaped fin. Proc Inst Mech Eng E J Process Mech Eng 226:324–336CrossRef
13.
go back to reference Hajmohammadi MR, Poozesh S, Nourazar SS, Manesh AH (2013) Optimal architecture of heat generating pieces in a fin. J Mech Sci Tech 27:1143–1149CrossRef Hajmohammadi MR, Poozesh S, Nourazar SS, Manesh AH (2013) Optimal architecture of heat generating pieces in a fin. J Mech Sci Tech 27:1143–1149CrossRef
14.
go back to reference Chen Z, Li Q, Meier D, Warnecke HJ (1997) Convective heat transfer and pressure loss in rectangular ducts with drop-shaped pin fins. Heat Mass Transf 33:219–224CrossRef Chen Z, Li Q, Meier D, Warnecke HJ (1997) Convective heat transfer and pressure loss in rectangular ducts with drop-shaped pin fins. Heat Mass Transf 33:219–224CrossRef
15.
go back to reference Chen HT, Hsu WL (2007) Estimation of heat transfer coefficient on the fin of annular finned-tube heat exchangers in natural convection for various fin spacings. Int J Heat Mass Transf 50:1750–1761CrossRefMATH Chen HT, Hsu WL (2007) Estimation of heat transfer coefficient on the fin of annular finned-tube heat exchangers in natural convection for various fin spacings. Int J Heat Mass Transf 50:1750–1761CrossRefMATH
16.
go back to reference Das R (2012) Application of genetic algorithm for unknown parameter estimations in cylindrical fin. Appl Soft Comput 12:3369–3378CrossRef Das R (2012) Application of genetic algorithm for unknown parameter estimations in cylindrical fin. Appl Soft Comput 12:3369–3378CrossRef
17.
go back to reference Hajabdollahi F, Rafsanjani HH, Hajabdollahi Z, Hamidi Y (2012) Multi-objective optimization of pin fin to determine the optimal fin geometry using genetic algorithm. Appl Math Model 36:244–254MathSciNetCrossRefMATH Hajabdollahi F, Rafsanjani HH, Hajabdollahi Z, Hamidi Y (2012) Multi-objective optimization of pin fin to determine the optimal fin geometry using genetic algorithm. Appl Math Model 36:244–254MathSciNetCrossRefMATH
18.
go back to reference Bhowmik A, Singla RK, Roy PK, Prasad DK, Das R, Repaka R (2013) Predicting geometry of rectangular and hyperbolic fin profiles with temperature-dependent thermal properties using decomposition and evolutionary methods. Energy Convers Manage 74:535–547CrossRef Bhowmik A, Singla RK, Roy PK, Prasad DK, Das R, Repaka R (2013) Predicting geometry of rectangular and hyperbolic fin profiles with temperature-dependent thermal properties using decomposition and evolutionary methods. Energy Convers Manage 74:535–547CrossRef
19.
go back to reference Panda S, Bhowmik A, Das R, Repaka R, Martha S (2012) Application of homotopy analysis method and inverse solution of a rectangular wet fin. Energy Convers Manage 80:305–318CrossRef Panda S, Bhowmik A, Das R, Repaka R, Martha S (2012) Application of homotopy analysis method and inverse solution of a rectangular wet fin. Energy Convers Manage 80:305–318CrossRef
20.
go back to reference Singla RK, Das R (2014) Application of decomposition method and inverse prediction of parameters in a moving fin. Energy Convers Manage 84:268–281CrossRef Singla RK, Das R (2014) Application of decomposition method and inverse prediction of parameters in a moving fin. Energy Convers Manage 84:268–281CrossRef
21.
go back to reference Bamdad K, Ashorynejad HR (2015) Inverse analysis of a rectangular fin using the lattice Boltzmann method. Energy Convers Manage 97:290–297CrossRef Bamdad K, Ashorynejad HR (2015) Inverse analysis of a rectangular fin using the lattice Boltzmann method. Energy Convers Manage 97:290–297CrossRef
22.
go back to reference Birgin EG, Chambouleyron I, Martınez JM (1999) Estimation of the optical constants and the thickness of thin films using unconstrained optimization. J Comput Phys 151:862–880CrossRefMATH Birgin EG, Chambouleyron I, Martınez JM (1999) Estimation of the optical constants and the thickness of thin films using unconstrained optimization. J Comput Phys 151:862–880CrossRefMATH
23.
go back to reference Herskovits J, Dubeux V, Mota Soares CM, Araújo AL (2004) Interior point algorithms for nonlinear constrained least squares problems. Inverse Probl Sci Eng 12:211–223CrossRef Herskovits J, Dubeux V, Mota Soares CM, Araújo AL (2004) Interior point algorithms for nonlinear constrained least squares problems. Inverse Probl Sci Eng 12:211–223CrossRef
24.
go back to reference Ko TH, Ting K (2006) Optimal Reynolds number for the fully developed laminar forced convection in a helical coiled tube. Energy 31:2142–2152CrossRef Ko TH, Ting K (2006) Optimal Reynolds number for the fully developed laminar forced convection in a helical coiled tube. Energy 31:2142–2152CrossRef
25.
go back to reference Hajmohammadi MR, Lorenzini G, Shariatzadeh OJ, Biserni C (2015) Evolution in the design of V-Shaped highly conductive pathways embedded in a heat-generating piece. J Heat Transf 137:061001CrossRef Hajmohammadi MR, Lorenzini G, Shariatzadeh OJ, Biserni C (2015) Evolution in the design of V-Shaped highly conductive pathways embedded in a heat-generating piece. J Heat Transf 137:061001CrossRef
26.
go back to reference Hajmohammadi MR, Moulod M, Shariatzadeh OJ, Nourazar SS (2014) Essential reformulations for optimization of highly conductive inserts embedded into a rectangular chip exposed to a uniform heat flux. Proc Inst Mech Eng Part C J Mech Eng Sci 228:2337–2346CrossRef Hajmohammadi MR, Moulod M, Shariatzadeh OJ, Nourazar SS (2014) Essential reformulations for optimization of highly conductive inserts embedded into a rectangular chip exposed to a uniform heat flux. Proc Inst Mech Eng Part C J Mech Eng Sci 228:2337–2346CrossRef
27.
go back to reference Hajmohammadi MR, Maleki H, Lorenzini G, Nourazar SS (2015) Effects of Cu and Ag nano-particles on flow and heat transfer from permeable surfaces. Adv Powder Technol 26:193–199CrossRef Hajmohammadi MR, Maleki H, Lorenzini G, Nourazar SS (2015) Effects of Cu and Ag nano-particles on flow and heat transfer from permeable surfaces. Adv Powder Technol 26:193–199CrossRef
28.
go back to reference Hajmohammadi MR, Pouzesh A, Poozesh S (2012) Controlling the heat flux distribution by changing the thickness of heated wall. J Basic Appl Sci 2:7270–7275 Hajmohammadi MR, Pouzesh A, Poozesh S (2012) Controlling the heat flux distribution by changing the thickness of heated wall. J Basic Appl Sci 2:7270–7275
29.
go back to reference Hajmohammadi MR, Nourazar SS, Campo A, Poozesh S (2013) Optimal discrete distribution of heat flux elements for in-tube laminar forced convection. Int J Heat Fluid Flow 40:89–96CrossRef Hajmohammadi MR, Nourazar SS, Campo A, Poozesh S (2013) Optimal discrete distribution of heat flux elements for in-tube laminar forced convection. Int J Heat Fluid Flow 40:89–96CrossRef
30.
go back to reference Najafi H, Najafi B, Hoseinpoori P (2011) Energy and cost optimization of a plate and fin heat exchanger using genetic algorithm. Appl Therm Eng 31:1839–1847CrossRef Najafi H, Najafi B, Hoseinpoori P (2011) Energy and cost optimization of a plate and fin heat exchanger using genetic algorithm. Appl Therm Eng 31:1839–1847CrossRef
31.
go back to reference Khani F, Aziz A (2010) Thermal analysis of a longitudinal trapezoidal fin with temperature-dependent thermal conductivity and heat transfer coefficient. Commun Nonlinear Sci Numer Simul 15:590–601CrossRef Khani F, Aziz A (2010) Thermal analysis of a longitudinal trapezoidal fin with temperature-dependent thermal conductivity and heat transfer coefficient. Commun Nonlinear Sci Numer Simul 15:590–601CrossRef
32.
go back to reference Cengel YA, Ghajar AJ (2007) Heat and mass transfer: fundamentals & applications, 4th edn. Tata McGraw Hill Education, New Delhi Cengel YA, Ghajar AJ (2007) Heat and mass transfer: fundamentals & applications, 4th edn. Tata McGraw Hill Education, New Delhi
33.
go back to reference Tillner-Roth R, Harms-Watzenberg F, Baehr HD (1993) Eine neue Fundamentalgleichung für Ammoniak. DKV TAGUNGSBERICHT 20:167–181 Tillner-Roth R, Harms-Watzenberg F, Baehr HD (1993) Eine neue Fundamentalgleichung für Ammoniak. DKV TAGUNGSBERICHT 20:167–181
34.
go back to reference Younglove BA, Ely JF (1987) Thermophysical properties of fluids. II. Methane, ethane, propane, isobutane, and normal butane. J Phys Chem Ref Data 16:577–798CrossRef Younglove BA, Ely JF (1987) Thermophysical properties of fluids. II. Methane, ethane, propane, isobutane, and normal butane. J Phys Chem Ref Data 16:577–798CrossRef
35.
go back to reference Kierzenka J, Shampine LF (2008) A BVP solver that controls residual and error. J Numer Anal Ind Appl Math 3:27–41MathSciNetMATH Kierzenka J, Shampine LF (2008) A BVP solver that controls residual and error. J Numer Anal Ind Appl Math 3:27–41MathSciNetMATH
36.
37.
38.
go back to reference Byrd RH, Gilbert JC, Nocedal J (2010) A trust region method based on interior point techniques for nonlinear programming. Math Program 89:149–185MathSciNetCrossRefMATH Byrd RH, Gilbert JC, Nocedal J (2010) A trust region method based on interior point techniques for nonlinear programming. Math Program 89:149–185MathSciNetCrossRefMATH
39.
go back to reference Nocedal J, Wright SJ (2006) Numerical optimization, 2nd edn. Springer, HiedelbergMATH Nocedal J, Wright SJ (2006) Numerical optimization, 2nd edn. Springer, HiedelbergMATH
Metadata
Title
Estimation of critical dimensions for a trapezoidal-shaped steel fin using hybrid differential evolution algorithm
Authors
Ranjan Das
Kuljeet Singh
Tapan K. Gogoi
Publication date
02-01-2016
Publisher
Springer London
Published in
Neural Computing and Applications / Issue 7/2017
Print ISSN: 0941-0643
Electronic ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-015-2155-x

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