Support Vector Machine Modeling Using Particle Swarm Optimization Approach for the Retrieval of Atmospheric Ammonia Concentrations

作者: Jiawei Zhang , Frank K. Tittel , Longwen Gong , Rafal Lewicki , Robert J. Griffin

DOI: 10.1007/S10666-015-9495-X

关键词:

摘要: … PSO-SVM provides higher retrieval accuracy and faster running speed than GA-SVM. In addition, we used the PSO… Thus, this work introduces PSO and GA as optimization techniques to …

参考文章(85)
Theodore B. Trafalis, Petros Xanthopoulos, Panos M. Pardalos, Robust Data Mining ,(2012)
Mikko Kolehmainen, Hannu Martikainen, Teri Hiltunen, Juhani Ruuskanen, Forecasting Air Quality Parameters Using Hybrid Neural Network Modelling Urban Air Quality: Measurement, Modelling and Management. ,vol. 65, pp. 277- 286 ,(2000) , 10.1007/978-94-010-0932-4_30
Michaela Bray, Dawei Han, Identification of Support Vector Machines for Runoff Modelling Journal of Hydroinformatics. ,vol. 6, pp. 265- 280 ,(2004) , 10.2166/HYDRO.2004.0020
Umut Okkan, Zafer Ali Serbes, Rainfall–runoff modeling using least squares support vector machines Environmetrics. ,vol. 23, pp. 549- 564 ,(2012) , 10.1002/ENV.2154
Harri Niska, Mikko Heikkinen, Mikko Kolehmainen, Genetic Algorithms and Sensitivity Analysis Applied to Select Inputs of a Multi-Layer Perceptron for the Prediction of Air Pollutant Time-Series Intelligent Data Engineering and Automated Learning – IDEAL 2006. pp. 224- 231 ,(2006) , 10.1007/11875581_27
G. GELLE, M. COLAS, G. DELAUNAY, BLIND SOURCES SEPARATION APPLIED TO ROTATING MACHINES MONITORING BY ACOUSTICAL AND VIBRATIONS ANALYSIS Mechanical Systems and Signal Processing. ,vol. 14, pp. 427- 442 ,(2000) , 10.1006/MSSP.1999.1243
Satar Mahdevari, Hamid Shirzad Haghighat, Seyed Rahman Torabi, A dynamically approach based on SVM algorithm for prediction of tunnel convergence during excavation Tunnelling and Underground Space Technology. ,vol. 38, pp. 59- 68 ,(2013) , 10.1016/J.TUST.2013.05.002
Asha B Chelani, C.V Chalapati Rao, K.M Phadke, M.Z Hasan, Prediction of sulphur dioxide concentration using artificial neural networks Environmental Modelling and Software. ,vol. 17, pp. 159- 166 ,(2002) , 10.1016/S1364-8152(01)00061-5
L. Gong, R. Lewicki, R. J. Griffin, J. H. Flynn, B. L. Lefer, F. K. Tittel, Atmospheric ammonia measurements in Houston, TX using an external-cavity quantum cascade laser-based sensor Atmospheric Chemistry and Physics. ,vol. 11, pp. 9721- 9733 ,(2011) , 10.5194/ACP-11-9721-2011