Evaluation of Compaction Quality Based on SVR with CFA: Case Study on Compaction Quality of Earth-Rock Dam

AbstractThe compaction quality of earth-rock dam materials is a major concern in the evaluation of earth-rock dams. Current compaction quality assessment methods, such as graphical reports or simpl...

[1]  Li Zilong,et al.  Compaction quality assessment of earth-rock dam materials using roller-integrated compaction monitoring technology , 2014 .

[2]  Nhat-Duc Hoang,et al.  Predicting Compressive Strength of High-Performance Concrete Using Metaheuristic-Optimized Least Squares Support Vector Regression , 2016, J. Comput. Civ. Eng..

[3]  Jinlong Liu,et al.  Experimental study on real-time control of roller compacted concrete dam compaction quality using unit compaction energy indices , 2015 .

[4]  Vladimir Vapnik,et al.  An overview of statistical learning theory , 1999, IEEE Trans. Neural Networks.

[5]  Xin-She Yang,et al.  Analysis of firefly algorithms and automatic parameter tuning , 2014 .

[6]  Sesh Commuri,et al.  Neural Network–Based Intelligent Compaction Analyzer for Estimating Compaction Quality of Hot Asphalt Mixes , 2011 .

[7]  Hiroshi Mineno,et al.  Sliding window-based support vector regression for predicting micrometeorological data , 2016, Expert Syst. Appl..

[8]  Yi-Qing Ni,et al.  Modeling of Temperature–Frequency Correlation Using Combined Principal Component Analysis and Support Vector Regression Technique , 2007 .

[9]  Vladimir N. Vapnik,et al.  The Nature of Statistical Learning Theory , 2000, Statistics for Engineering and Information Science.

[10]  Matjaz Perc,et al.  A review of chaos-based firefly algorithms: Perspectives and research challenges , 2015, Appl. Math. Comput..

[11]  Yuhui Shi Emerging Research on Swarm Intelligence and Algorithm Optimization , 2014 .

[12]  George K. Chang,et al.  Evaluation of intelligent compaction for asphalt materials , 2013 .

[13]  Iztok Fister,et al.  On the Randomized Firefly Algorithm , 2014 .

[14]  Mike Halsey,et al.  An Introduction to IT Support , 2019, The IT Support Handbook.

[15]  Xin-She Yang,et al.  Firefly algorithm with chaos , 2013, Commun. Nonlinear Sci. Numer. Simul..

[16]  Miguel A. Mariño,et al.  Application of the Firefly Algorithm to Optimal Operation of Reservoirs with the Purpose of Irrigation Supply and Hydropower Production , 2016 .

[17]  Omid Bozorg-Haddad,et al.  Modified Firefly Algorithm for Solving Multireservoir Operation in Continuous and Discrete Domains , 2016 .

[18]  Chuntian Cheng,et al.  Optimizing Hydropower Reservoir Operation Using Hybrid Genetic Algorithm and Chaos , 2008 .

[19]  L. Buydens,et al.  Determination of optimal support vector regression parameters by genetic algorithms and simplex optimization , 2005 .

[20]  Nello Cristianini,et al.  An Introduction to Support Vector Machines and Other Kernel-based Learning Methods , 2000 .

[21]  Soheil Nazarian,et al.  Accelerated assessment of quality of compacted geomaterials with intelligent compaction technology , 2016 .

[22]  Jonathan Jingsheng Shi,et al.  Experimental Study on the Impact of Rainfall on RCC Construction , 2010 .

[23]  Bo Cui,et al.  Theoretical research on construction quality real-time monitoring and system integration of core rockfill dam , 2009 .

[24]  Farookh Khadeer Hussain,et al.  Support vector regression with chaos-based firefly algorithm for stock market price forecasting , 2013, Appl. Soft Comput..

[25]  Shie-Jue Lee,et al.  A multiple-kernel support vector regression approach for stock market price forecasting , 2011, Expert Syst. Appl..

[26]  Xin-She Yang,et al.  Nature-Inspired Metaheuristic Algorithms , 2008 .

[27]  Jui-Sheng Chou,et al.  Shear Strength Prediction in Reinforced Concrete Deep Beams Using Nature-Inspired Metaheuristic Support Vector Regression , 2016, J. Comput. Civ. Eng..

[28]  Bo Cui,et al.  Real-time compaction quality monitoring of high core rockfill dam , 2011 .

[29]  Jing Sun,et al.  Compaction Quality Control of Earth-Rock Dam Construction Using Real-Time Field Operation Data , 2012 .

[30]  Ma Shaojun,et al.  Quality control of asphalt pavement compaction using fibre Bragg grating sensing technology , 2014 .

[31]  Vladimir Vapnik,et al.  The Nature of Statistical Learning , 1995 .

[32]  Bo Cui,et al.  Study on real-time construction quality monitoring of storehouse surfaces for RCC dams , 2015 .

[33]  Liu Dong-ha Real-time monitoring and assessment of compaction quality for earth-rock dam basing on roller vibration behavior analysis , 2014 .