Novel genetic algorithm-based evolutionary support vector machine for optimizing high-performance concrete mixture

Journal of Computing in Civil Engineering

Volumn 28, Issue 4, 2014, Pages

  Cheng, Min Yuan ^a   Prayogo, Doddy ^a   Wu, Yu Wei ^a  

^a NATIONAL TAIWAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Taiwan)

Author keywords

Evolutionary support vector machine; Genetic algorithm; Graphic user interface; High performance concrete

Indexed keywords

ALGORITHMS; CONCRETE MIXTURES; CONSTRUCTION INDUSTRY; GRAPHICAL USER INTERFACES; HIGH PERFORMANCE CONCRETE; MIXTURES; SUPPORT VECTOR MACHINES;

CHAOS GENETIC ALGORITHM; CONCRETE PROPERTIES; FASTER CONVERGENCE; GRAPHIC USER INTERFACE; INPUT-OUTPUT MAPPING; NON-LINEAR RELATIONSHIPS; NOVEL GENETIC ALGORITHM; PREDICTION ERRORS;

GENETIC ALGORITHMS;

EID: 84902440910     PISSN: 08873801     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)CP.1943-5487.0000347     Document Type: Article

References (35)

1. Andre, J., Siarry, P., and, Dognon, T. (2001). " An improvement of the standard genetic algorithm fighting premature convergence in continuous optimization." Adv. Eng. Softw., 32 (1), 49-60. AESODT 0141-1195 10.1016/S0965-9978(00)00070-3
2. Beasley, D., Bull, D. R., and, Martin, R. R. (1993). " An overview of genetic algorithms: Part 1, fundamentals." Univ. Comput., 15 (2), 58-69.
3. Chen, C.-S., Cheng, M.-Y., and, Wu, Y.-W. (2012). " Seismic assessment of school buildings in Taiwan using the evolutionary support vector machine inference system." Expert Syst. Appl., 39 (4), 4102-4110. ESAPEH 0957-4174 10.1016/j.eswa.2011.09.078
4. Chen, H., and, Flann, N. S. (1994). " Parallel simulated annealing and genetic algorithms: A space of hybrid methods." Parallel problem solving from nature: PPSN III, Vol. 3, Springer, New York, 428-438.
5. Cheng, M.-Y., and, Huang, K.-Y. (2009). " K-means clustering and chaos genetic algorithm for nonlinear optimization." 26th Int. Symp. on Automation and Robotics in Construction (ISARC 2009), International Association for Automation and Robotics in Construction, Eindhoven, Netherland.
6. Cheng, M.-Y., and, Huang, K.-Y. (2010). " Genetic algorithm-based chaos clustering approach for nonlinear optimization." J. Mar. Sci. Tech., 18 (3), 435-441. JMASE5 0924-7963
7. Cheng, M.-Y., Huang, K.-Y., and, Cuong, C. P. (2011 a). " Genetic algorithm-based chaos clustering approach for optimizing construction time-cost tradeoff problems." 28th Int. Symp. on Automation and Robotics in Construction (ISARC 2011), International Association for Automation and Robotics in Construction, Eindhoven, Netherland.
8. Cheng, M.-Y., Peng, H.-S., Wu, Y.-W., and, Chen, T.-L. (2010 a). " Estimate at completion for construction projects using evolutionary support vector machine inference model." Autom. Constr., 19 (5), 619-629. AUCOES 0926-5805 10.1016/j.autcon.2010.02.008
9. Cheng, M.-Y., Peng, H.-S., Wu, Y.-W., and, Liao, Y.-H. (2011 b). " Decision making for contractor insurance deductible using the evolutionary support vector machines inference model." Expert Syst. Appl., 38 (6), 6547-6555. ESAPEH 0957-4174 10.1016/j.eswa.2010.11.084
10. Cheng, M.-Y., and, Wu, Y.-W. (2009 a). " Evolutionary support vector machine inference system for construction management." Autom. Constr., 18 (5), 597-604. AUCOES 0926-5805 10.1016/j.autcon.2008.12.002
11. Cheng, M.-Y., and, Wu, Y.-W. (2009 b). " Prediction of diaphragm wall deflection in deep excavations using evolutionary support vector machine inference model (ESIM)." 26th Int. Symp. on Automation and Robotics in Construction (ISARC 2009), International Association for Automation and Robotics in Construction, Eindhoven, Netherland.
12. Cheng, M.-Y., Wu, Y.-W., and, Wu, C.-F. (2010 b). " Project success prediction using an evolutionary support vector machine inference model." Autom. Constr., 19 (3), 302-307. AUCOES 0926-5805 10.1016/j.autcon.2009.12.003
13. Chou, J.-S. (2011). " Optimizing the prediction accuracy of concrete compressive strength based on a comparison of data-mining techniques." J. Comput. Civ. Eng., 10.1061/(ASCE)CP.1943-5487.0000088, 242-253. JCCEE5 0887-3801
14. Chou, J.-S., Cheng, M.-Y., Wu, Y.-W., and, Tai, Y. (2011). " Predicting high-tech equipment fabrication cost with a novel evolutionary SVM inference model." Expert Syst. Appl., 38 (7), 8571-8579. ESAPEH 0957-4174 10.1016/j.eswa.2011.01.060
15. Domone, P. L. J., and, Soutsos, M. N. (1994). " Approach to the proportioning of high-strength concrete mixes." Concr. Int., 16 (10), 26-31. CNCIEH 0162-4075
16. Hsu, C. W., Chang, C. C., and, Lin, C. J. (2003). " A practical guide to support vector classification." Department of Computer Science, National Taiwan Univ., Taipei City, Taiwan.
17. Ji, T., Lin, T., and, Lin, X. (2006). " A concrete mix proportion design algorithm based on artificial neural networks." Cement Concr. Res., 36 (7), 1399-1408. 0008-8846 10.1016/j.cemconres.2006.01.009
18. Kao, Y.-T., and, Zahara, E. (2008). " A hybrid genetic algorithm and particle swarm optimization for multimodal functions." Appl. Soft Comput., 8 (2), 849-857. 1568-4946 10.1016/j.asoc.2007.07.002
19. Kaya, M. (2011). " The effects of two new crossover operators on genetic algorithm performance." Appl. Soft Comput., 11 (1), 881-890. 1568-4946 10.1016/j.asoc.2010.01.008
20. Ko, C.-H., Cheng, M.-Y., and, Wu, T.-K. (2007). " Evaluating sub-contractors performance using EFNIM." Autom. Constr., 16 (4), 525-530. AUCOES 0926-5805 10.1016/j.autcon.2006.09.005
21. Liang, J. J., Qin, A. K., Suganthan, P. N., and, Baskar, S. (2006). " Comprehensive learning particle swarm optimizer for global optimization of multimodal functions." IEEE Trans. Evol. Comput., 10 (3), 281-295. 1089-778X 10.1109/TEVC.2005.857610
22. Lim, C.-H., Yoon, Y.-S., and, Kim, J.-H. (2004). " Genetic algorithm in mix proportioning of high-performance concrete." Cem. Concr. Res., 34 (3), 409-420. CCNRAI 0008-8846 10.1016/j.cemconres.2003.08.018
23. Mahmoodabadi, M. J., Safaie, A. A., Bagheri, A., and, Nariman-zadeh, N. (2013). " A novel combination of particle swarm optimization and genetic algorithm for Pareto optimal design of a five-degree of freedom vehicle vibration model." Appl. Soft Comput., 13 (5), 2577-2591. 1568-4946 10.1016/j.asoc.2012.11.028
24. MATLAB version 7.10.0 (R2010a) [Computer software]. Natick, MA, The MathWorks Inc.
25. Na-Na, L., Jun-Hua, G., and, Bo-Ying, L. (2006). " A new genetic algorithm based on negative selection." 2006 Int. Conf. on Machine Learning and Cybernetics, IEEE, New York.
26. Patel, R., Raghuwanshi, M. M., and, Jaiswal, A. N. (2009). " Modifying genetic algorithm with species and sexual selection by using K-means algorithm." Advance Computing Conf., 2009, IACC 2009, IEEE International, New York.
27. Patel, R., Raghuwanshi, M. M., and, Malik, L. G. (2011). " An improved ranking scheme for selection of parents in multi-objective genetic algorithm." 2011 Int. Conf. on Communication Systems and Network Technologies (CSNT), IEEE, New York.
28. Pattnaik, S. S., Bakwad, K. M., Sohi, B. S., Ratho, R. K., and, Devi, S. (2013). " Swine influenza models based optimization (SIMBO)." Appl. Soft Comput., 13 (1), 628-653. 1568-4946 10.1016/j.asoc.2012.07.010
29. Shieh, H.-L., Kuo, C.-C., and, Chiang, C.-M. (2011). " Modified particle swarm optimization algorithm with simulated annealing behavior and its numerical verification." Appl. Math. Comput., 218 (8), 4365-4383. AMHCBQ 0096-3003 10.1016/j.amc.2011.10.012
30. Tang, P.-H., and, Tseng, M.-H. (2013). " Adaptive directed mutation for real-coded genetic algorithms." Appl. Soft Comput., 13 (1), 600-614. 1568-4946 10.1016/j.asoc.2012.08.035
31. Yeh, I.-C. (1998). " Modeling of strength of high-performance concrete using artificial neural networks." Cem. Concr. Res., 28 (12), 1797-1808. CCNRAI 0008-8846 10.1016/S0008-8846(98)00165-3
32. Yeh, I.-C. (1999). " Design of high-performance concrete mixture using neural networks and nonlinear programming." J. Comput. Civ. Eng., 10.1061/(ASCE)0887-3801(1999)13:1(36), 36-42. JCCEE5 0887-3801
33. Yeh, I.-C. (2007). " Computer-aided design for optimum concrete mixtures." Cem. Concr. Compos., 29 (3), 193-202. CCOCEG 0958-9465 10.1016/j.cemconcomp.2006.11.001
34. Yeh, I.-C. (2009). " Optimization of concrete mix proportioning using a flattened simplex-centroid mixture design and neural networks." Eng. Comput., 25 (2), 179-190. ENGCE7 0177-0667 10.1007/s00366-008-0113-2
35. Yeh, I.-C., and, Lien, L.-C. (2009). " Knowledge discovery of concrete material using Genetic Operation Trees." Expert Syst. Appl., 36 (3), 5807-5812. ESAPEH 0957-4174 10.1016/j.eswa.2008.07.004