A novel artificial intelligence approach based on Multi-layer Perceptron Neural Network and Biogeography-based Optimization for predicting coefficient of consolidation of soil

作者: Binh Thai Pham , Manh Duc Nguyen , Kien-Trinh Thi Bui , Indra Prakash , Kamran Chapi

DOI: 10.1016/J.CATENA.2018.10.004

关键词: BackpropagationCorrelation coefficientRadial basis functionAlgorithmConsolidation (soil)PerceptronSupport vector machineMean squared errorMathematicsArtificial neural network

摘要: … is to propose a hybrid machine learning approach named MLP-… is evaluated before optimizing and then follows migration and … on emigration and immigration rates of each solution. …

参考文章(64)
Mark A. Hall, Ian H. Witten, Eibe Frank, Data Mining: Practical Machine Learning Tools and Techniques ,(1999)
Braja M. Das, Advanced Soil Mechanics ,(1983)
Shuihua Wang, Yudong Zhang, Genlin Ji, Jiquan Yang, Jianguo Wu, Ling Wei, Fruit Classification by Wavelet-Entropy and Feedforward Neural Network Trained by Fitness-Scaled Chaotic ABC and Biogeography-Based Optimization Entropy. ,vol. 17, pp. 5711- 5728 ,(2015) , 10.3390/E17085711
A. Ananthi Christy, P. Ajay D. Vimal Raj, Adaptive biogeography based predator–prey optimization technique for optimal power flow International Journal of Electrical Power & Energy Systems. ,vol. 62, pp. 344- 352 ,(2014) , 10.1016/J.IJEPES.2014.04.054
L David Suits, TC Sheahan, A Sridharan, HB Nagaraj, COEFFICIENT OF CONSOLIDATION AND ITS CORRELATION WITH INDEX PROPERTIES OF REMOLDED SOILS Geotechnical Testing Journal. ,vol. 27, pp. 469- 474 ,(2004) , 10.1520/GTJ10784
Ratko Grbić, Dino Kurtagić, Dražen Slišković, Stream water temperature prediction based on Gaussian process regression Expert Systems With Applications. ,vol. 40, pp. 7407- 7414 ,(2013) , 10.1016/J.ESWA.2013.06.077
Ehsan Momeni, Danial Jahed Armaghani, Mohsen Hajihassani, Mohd For Mohd Amin, Prediction of uniaxial compressive strength of rock samples using hybrid particle swarm optimization-based artificial neural networks Measurement. ,vol. 60, pp. 50- 63 ,(2015) , 10.1016/J.MEASUREMENT.2014.09.075
Jochem Verrelst, Jordi Muñoz, Luis Alonso, Jesús Delegido, Juan Pablo Rivera, Gustavo Camps-Valls, José Moreno, Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and -3 Remote Sensing of Environment. ,vol. 118, pp. 127- 139 ,(2012) , 10.1016/J.RSE.2011.11.002
Weian Guo, Wuzhao Li, Qun Zhang, Lei Wang, Qidi Wu, Hongliang Ren, Biogeography-based particle swarm optimization with fuzzy elitism and its applications to constrained engineering problems Engineering Optimization. ,vol. 46, pp. 1465- 1484 ,(2014) , 10.1080/0305215X.2013.854349