Skip to main content
Erschienen in: Soft Computing 9/2016

23.05.2015 | Methodologies and Application

Distilling middle-age cement hydration kinetics from observed data using phased hybrid evolution

verfasst von: Lin Wang, Bo Yang, Ajith Abraham

Erschienen in: Soft Computing | Ausgabe 9/2016

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The hydration of cement is of great importance to the formation of the microstructure and development of strength. However, the complex nature of cement hydration results in that the existing manually derived model from some assumptions that are made to simplify the problem and make it mathematically and computationally tractable is not satisfactory in comparison with experimental results. In this paper, the middle-age hydration kinetics is distilled from observed data reversely using phased hybrid evolution method. The task that distils the hydration kinetics is divided into two phases and combines different algorithms. Furthermore, some strategies are also adopted for enhancement. To solve the problem of high time complexity, the searching process is accelerated by graphics processing units in parallel. The middle-age cement hydration kinetics model is distilled successfully from observed data. Studies show that the simulation result is close to the same with experimental results according to the distilled kinetics.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Fußnoten
1
These specimens were provided by The Cement Quality Supervision and Inspection Station of Shandong Province, China.
 
Literatur
Zurück zum Zitat Bae H, Jeon TR, Kim S, Han SS (2010) Modified genetic programming combining with particle swarm optimization and performance criterion in solar cell fabrication. Int J Control Autom Syst 8:841–849CrossRef Bae H, Jeon TR, Kim S, Han SS (2010) Modified genetic programming combining with particle swarm optimization and performance criterion in solar cell fabrication. Int J Control Autom Syst 8:841–849CrossRef
Zurück zum Zitat Bentz DP (2011) Critical observations for the evaluation of cement hydration models. Int J Adv Eng Sci Appl Math 2:75–82CrossRef Bentz DP (2011) Critical observations for the evaluation of cement hydration models. Int J Adv Eng Sci Appl Math 2:75–82CrossRef
Zurück zum Zitat Bogue RH (1955) The chemistry of Portland cement. Reinhold Publishing Corporation, pp 245–268 Bogue RH (1955) The chemistry of Portland cement. Reinhold Publishing Corporation, pp 245–268
Zurück zum Zitat Box GEP, Hunter JS, Hunter WG (2005) Statistics for experiments: design, innovation, and discovery, 2nd edn. Wiley, New YorkMATH Box GEP, Hunter JS, Hunter WG (2005) Statistics for experiments: design, innovation, and discovery, 2nd edn. Wiley, New YorkMATH
Zurück zum Zitat Chen L (2005) Optimal design for machinery: genetic algorithm. Machinery Industry Press (in Chinese), Beijing Chen L (2005) Optimal design for machinery: genetic algorithm. Machinery Industry Press (in Chinese), Beijing
Zurück zum Zitat CUDA (2009) CUDA programming guide version 2.3.1, NVIDIA CUDA (2009) CUDA programming guide version 2.3.1, NVIDIA
Zurück zum Zitat Du X, Ding L, Jia L (2008) Asynchronous distributed parallel gene expression programming based on estimation of distribution algorithm. In: Proceedings 4th international conference national computing, pp 433–437 Du X, Ding L, Jia L (2008) Asynchronous distributed parallel gene expression programming based on estimation of distribution algorithm. In: Proceedings 4th international conference national computing, pp 433–437
Zurück zum Zitat Dabic P, Krstulovic R, Rusic D (2000) A new approach in mathematical modelling of cement hydration development. Cem Concr Res 30:1017–1021CrossRef Dabic P, Krstulovic R, Rusic D (2000) A new approach in mathematical modelling of cement hydration development. Cem Concr Res 30:1017–1021CrossRef
Zurück zum Zitat Fan WG, Gordon MD, Pathak P (2004) Discovery of context-specific ranking functions for effective information retrieval using genetic programming. IEEE Trans Knowl Data Eng 16:523–527CrossRef Fan WG, Gordon MD, Pathak P (2004) Discovery of context-specific ranking functions for effective information retrieval using genetic programming. IEEE Trans Knowl Data Eng 16:523–527CrossRef
Zurück zum Zitat Ferreira C (2001) Gene expression programming: a new adaptive algorithm for solving problems. Comput Syst 13:87–129MathSciNetMATH Ferreira C (2001) Gene expression programming: a new adaptive algorithm for solving problems. Comput Syst 13:87–129MathSciNetMATH
Zurück zum Zitat Floares AG (2007) Automatic reverse engineering algorithm for drug gene regulating networks. In: Proceedings of 11th Iasted International Conference Artificial Intelligence Soft Computing, pp 238–243 Floares AG (2007) Automatic reverse engineering algorithm for drug gene regulating networks. In: Proceedings of 11th Iasted International Conference Artificial Intelligence Soft Computing, pp 238–243
Zurück zum Zitat Guan W, Szeto KY (2013) Topological effects on the performance of island model of parallel genetic algorithm. In: Proceedings international work conference artificial neural network, pp 11–19 Guan W, Szeto KY (2013) Topological effects on the performance of island model of parallel genetic algorithm. In: Proceedings international work conference artificial neural network, pp 11–19
Zurück zum Zitat Holland JH (1975) Adaptation in natural and artificial systems: an introductory analysis with applications to biology, control, and artificial intelligence, second edn. MIT Press, University of Michigan Press, p 1992 Holland JH (1975) Adaptation in natural and artificial systems: an introductory analysis with applications to biology, control, and artificial intelligence, second edn. MIT Press, University of Michigan Press, p 1992
Zurück zum Zitat Huang Z, Lu X, Duan H (2012) A task operation model for resource allocation optimization in business process management. IEEE Trans Syst Man Cybern Part A Syst Hum 42:1256–1270CrossRef Huang Z, Lu X, Duan H (2012) A task operation model for resource allocation optimization in business process management. IEEE Trans Syst Man Cybern Part A Syst Hum 42:1256–1270CrossRef
Zurück zum Zitat Iba H (2008) Inference of differential equation models by genetic programming. Inf Sci 178:4453–4468CrossRef Iba H (2008) Inference of differential equation models by genetic programming. Inf Sci 178:4453–4468CrossRef
Zurück zum Zitat Johnson WA, Mehl RF (1939) Reaction kinetics in processes of nucleation and growth. Trans Am Inst Min Metall Eng 135:416 Johnson WA, Mehl RF (1939) Reaction kinetics in processes of nucleation and growth. Trans Am Inst Min Metall Eng 135:416
Zurück zum Zitat Kennedy J, Eberhart RC (1995) A new optimizer using particle swarm theory. In: Proceedings of 6th international symposium micro machine human science, pp 39–43 Kennedy J, Eberhart RC (1995) A new optimizer using particle swarm theory. In: Proceedings of 6th international symposium micro machine human science, pp 39–43
Zurück zum Zitat Kondo R, Kodama M (1967) On the hydration kinetics of cement. Semento Gijutsu Nenpo 21:77–82 (in Japanese) Kondo R, Kodama M (1967) On the hydration kinetics of cement. Semento Gijutsu Nenpo 21:77–82 (in Japanese)
Zurück zum Zitat Koza JR (1992) Genetic programming: on the programming of computers by means of natural selection. MIT Press, CambridgeMATH Koza JR (1992) Genetic programming: on the programming of computers by means of natural selection. MIT Press, CambridgeMATH
Zurück zum Zitat Krogmann K, Kuperberg M, Reussner R (2010) Using genetic search for reverse engineering of parametric behavior models for performance prediction. IEEE Trans Softw Eng 36:865–877CrossRef Krogmann K, Kuperberg M, Reussner R (2010) Using genetic search for reverse engineering of parametric behavior models for performance prediction. IEEE Trans Softw Eng 36:865–877CrossRef
Zurück zum Zitat Krstulovic R, Dabic P (2000) A conceptual model of the cement hydration process. Cem Concr Res 30:693–698CrossRef Krstulovic R, Dabic P (2000) A conceptual model of the cement hydration process. Cem Concr Res 30:693–698CrossRef
Zurück zum Zitat Lin F, Meyer C (2009) Hydration kinetics modeling of Portland cement considering the effects of curing temperature and applied pressure. Cem Concr Res 39:255–265CrossRef Lin F, Meyer C (2009) Hydration kinetics modeling of Portland cement considering the effects of curing temperature and applied pressure. Cem Concr Res 39:255–265CrossRef
Zurück zum Zitat Luo GH, Huang SK, Chang YS, Yuan SM (2014) A parallel Bees Algorithm implementation on GPU. J Syst Archit 60:271–279CrossRef Luo GH, Huang SK, Chang YS, Yuan SM (2014) A parallel Bees Algorithm implementation on GPU. J Syst Archit 60:271–279CrossRef
Zurück zum Zitat Oltean M, Dumitrescu D (2002) Multi expression programming. Technical report, UBB-01-2002, Babes-Bolyai University Oltean M, Dumitrescu D (2002) Multi expression programming. Technical report, UBB-01-2002, Babes-Bolyai University
Zurück zum Zitat Park KB, Noguchib T, Plawsky J (2005) Modeling of hydration reactions using neural networks to predict the average properties of cement paste. Cem Concr Res 35:1676–1684CrossRef Park KB, Noguchib T, Plawsky J (2005) Modeling of hydration reactions using neural networks to predict the average properties of cement paste. Cem Concr Res 35:1676–1684CrossRef
Zurück zum Zitat Pignat C, Scrivener P, Navi K (2005) Simulation of cement paste microstructure hydration, pore space characterization and permeability determination. Mater Struct 38:459–466CrossRef Pignat C, Scrivener P, Navi K (2005) Simulation of cement paste microstructure hydration, pore space characterization and permeability determination. Mater Struct 38:459–466CrossRef
Zurück zum Zitat Qian L, Wang H, Dougherty ER (2008) Inference of noisy nonlinear differential equation models for gene regulatory networks using genetic programming and Kalman filtering. IEEE Trans Signal Process 56:3327–3339MathSciNetCrossRef Qian L, Wang H, Dougherty ER (2008) Inference of noisy nonlinear differential equation models for gene regulatory networks using genetic programming and Kalman filtering. IEEE Trans Signal Process 56:3327–3339MathSciNetCrossRef
Zurück zum Zitat Robilliard D, Poty VM, Fonlupt C (2009) Genetic programming on graphics processing units. Genet Program Evol Mach 10:447–471CrossRef Robilliard D, Poty VM, Fonlupt C (2009) Genetic programming on graphics processing units. Genet Program Evol Mach 10:447–471CrossRef
Zurück zum Zitat Sanz SS, Roldan FC, Heneghan C, Yao X (2007) Evolutionary design of digital filters with application to subband coding and data transmission. IEEE Trans Signal Process 55:1193–1203MathSciNetCrossRef Sanz SS, Roldan FC, Heneghan C, Yao X (2007) Evolutionary design of digital filters with application to subband coding and data transmission. IEEE Trans Signal Process 55:1193–1203MathSciNetCrossRef
Zurück zum Zitat Schindler AK, Folliard KJ (2005) Heat of hydration models for cementitious materials. ACI Mater J 102:24–33 Schindler AK, Folliard KJ (2005) Heat of hydration models for cementitious materials. ACI Mater J 102:24–33
Zurück zum Zitat Schmidt M, Lipson H (2009) Distilling free-form natural laws from experimental data. Science 324:81–85CrossRef Schmidt M, Lipson H (2009) Distilling free-form natural laws from experimental data. Science 324:81–85CrossRef
Zurück zum Zitat Thomas JJ, Biernacki JJ, Bullard JW, Bishnoi S, Dolado JS, Scherer GW, Luttge A (2011) Modeling and simulation of cement hydration kinetics and microstructure development. Cem Concr Res 41:1257–1278CrossRef Thomas JJ, Biernacki JJ, Bullard JW, Bishnoi S, Dolado JS, Scherer GW, Luttge A (2011) Modeling and simulation of cement hydration kinetics and microstructure development. Cem Concr Res 41:1257–1278CrossRef
Zurück zum Zitat Tomosawa F (1997) Development of a kinetic model for hydration of cement. In: Proceedings of tenth international congress chemistry of cement, pp 2ii051 Tomosawa F (1997) Development of a kinetic model for hydration of cement. In: Proceedings of tenth international congress chemistry of cement, pp 2ii051
Zurück zum Zitat Vega FF, Gil GG, Pulido JAG, Guisado JL (2004) Control of bloat in genetic programming by means of the island model. In: Proceedings of international conference parallel prob solv nat, pp 263–271 Vega FF, Gil GG, Pulido JAG, Guisado JL (2004) Control of bloat in genetic programming by means of the island model. In: Proceedings of international conference parallel prob solv nat, pp 263–271
Zurück zum Zitat Wang L, Yang B, Zhao XY, Chen YH, Chang J (2010) Reverse extraction of early-age hydration kinetic equation from observed data of Portland cement. Sci China Technol Sci 53:1540–1553CrossRef Wang L, Yang B, Zhao XY, Chen YH, Chang J (2010) Reverse extraction of early-age hydration kinetic equation from observed data of Portland cement. Sci China Technol Sci 53:1540–1553CrossRef
Zurück zum Zitat Wang L, Yang B, Chen YH, Zhao XY, Chang J, Wang HY (2012) Modeling early-age hydration kinetics of Portland cement using flexible neural tree. Neural Comput Appl 21:877–889 Wang L, Yang B, Chen YH, Zhao XY, Chang J, Wang HY (2012) Modeling early-age hydration kinetics of Portland cement using flexible neural tree. Neural Comput Appl 21:877–889
Zurück zum Zitat Wang L, Yang B, Chen YH, Zhao XY (2012) Predict the hydration of Portland cement using differential evolution. In: Proceedings of IEEE congress evolution computer, pp 3388–3392 Wang L, Yang B, Chen YH, Zhao XY (2012) Predict the hydration of Portland cement using differential evolution. In: Proceedings of IEEE congress evolution computer, pp 3388–3392
Zurück zum Zitat Wang PM, Feng SX, Liu XP (2005) Research approaches of cement hydration degree and their development. J Build Mater 8:646–652 (in Chinese) Wang PM, Feng SX, Liu XP (2005) Research approaches of cement hydration degree and their development. J Build Mater 8:646–652 (in Chinese)
Zurück zum Zitat Yan LP, Zeng JC (2006) Using particle swarm optimization and genetic programming to evolve classification rules. In: Proceedings of 6th world congress intelligence control automation, pp 3415–3419 Yan LP, Zeng JC (2006) Using particle swarm optimization and genetic programming to evolve classification rules. In: Proceedings of 6th world congress intelligence control automation, pp 3415–3419
Zurück zum Zitat Yang ZY, Li XL, Bowers CP, Schnier T, Tang K, Yao X (2012) An efficient evolutionary approach to parameter identification in a building thermal model. IEEE Trans Syst Man Cybern Part C Appl Rev 42:957–969CrossRef Yang ZY, Li XL, Bowers CP, Schnier T, Tang K, Yao X (2012) An efficient evolutionary approach to parameter identification in a building thermal model. IEEE Trans Syst Man Cybern Part C Appl Rev 42:957–969CrossRef
Zurück zum Zitat Zhang S, He Z (2009) Implementation of parallel genetic algorithm based on CUDA. In: Proceedings of international symposium intelligence computer application, pp 24–30 Zhang S, He Z (2009) Implementation of parallel genetic algorithm based on CUDA. In: Proceedings of international symposium intelligence computer application, pp 24–30
Zurück zum Zitat Zheng L, Lu Y, Guo M, Guo S, Xu CZ (2014) Architecture-based design and optimization of genetic algorithms on multi- and many-core systems. Future Gener Comput Syst 38:75–91CrossRef Zheng L, Lu Y, Guo M, Guo S, Xu CZ (2014) Architecture-based design and optimization of genetic algorithms on multi- and many-core systems. Future Gener Comput Syst 38:75–91CrossRef
Zurück zum Zitat Zhou Y, Tan Y (2009) GPU-based Parallel Particle Swarm Optimization. In: Proceedings of IEEE congress evolution computer, pp 1493–1500 Zhou Y, Tan Y (2009) GPU-based Parallel Particle Swarm Optimization. In: Proceedings of IEEE congress evolution computer, pp 1493–1500
Metadaten
Titel
Distilling middle-age cement hydration kinetics from observed data using phased hybrid evolution
verfasst von
Lin Wang
Bo Yang
Ajith Abraham
Publikationsdatum
23.05.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Soft Computing / Ausgabe 9/2016
Print ISSN: 1432-7643
Elektronische ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-015-1723-4

Weitere Artikel der Ausgabe 9/2016

Soft Computing 9/2016 Zur Ausgabe

Premium Partner