A Hybrid Model for Prediction of Carbon Monoxide and Fine

Paper revised from original submittal. A HYBRID MODEL FOR PREDICTION OF CARBON MONOXIDE AND FINE 1 PARTICULATE MATTER CONCENTRATIONS NEAR ROAD INTERSECTION 2 3 Zhanyong Wang, Ph.D. Student 4 Center for ITS and UAV Applications Research 5 State Key Laboratory of Ocean Engineering 6 School of Naval Architecture, Ocean & Civil Engineering, Shanghai Jiao Tong University 7 800 Dongchuan Rd., Shanghai 200240, China 8 Phone: (86) 137 6493 2613; E-mail: [email protected] 9 10 Hong-di He, Ph.D. 11 Logistics Research Center, Shanghai Maritime University 12 1550 Haigang Av., New Harbor City, Shanghai, 200135, China 13 Phone: (86) 135 8553 9466; E-mail: [email protected] 14 15 Feng Lu, Ph.D. 16 School of Geographic Science, Nantong University 17 9 Seyuan Rd., Nantong, 226007, China 18 Phone: (86) 136 4628 3676; E-mail: [email protected] 19 20 Qing-Chang Lu, Ph.D. 21 Center for ITS and UAV Applications Research 22 State Key Laboratory of Ocean Engineering 23 School of Naval Architecture, Ocean & Civil Engineering, Shanghai Jiao Tong University 24 800 Dongchuan Rd., Shanghai 200240, China 25 Phone: (86-21) 3420 6674; E-mail: [email protected] 26 27 Zhong-Ren Peng  , Ph.D. 28 Center for ITS and UAV Applications Research 29 State Key Laboratory of Ocean Engineering 30 School of Naval Architecture, Ocean & Civil Engineering, Shanghai Jiao Tong University 31 800 Dongchuan Rd., Shanghai 200240, China 32 And 33 Department of Urban and Regional Planning, University of Florida 34 P. O. Box 115706, Gainesville, FL 32611-5706, USA 35 Phone: (86-21) 3420 6674; E-mail: [email protected] 36 37 Submitted for Presentation and Publication at the Transportation Research Board 94th Annual 38 Meeting 39 Word Count: 5280+ 4 Tables + 6 Figures = 7780 40 Revised Submission Date: November 15, 2014 41