RtFPS: An Interactive Map that Visualizes and Predicts Wildfires in the US.
作者： Zhiyin Lu , Desmond Chan , Yang Li , Hermawan Mulyono , Ying Chen
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摘要: Climate change has largely impacted our daily lives. As one of its consequences, we are experiencing more wildfires. In the year 2020, wildfires burned a record number 8,888,297 acres in US. To awaken people's attention to climate change, and visualize current risk wildfires, We developed RtFPS, "Real-Time Fire Prediction System". It provides real-time prediction visualization wildfire at specific locations base on Machine Learning model. also interactive map features that show historical events with environmental info.
arxiv.org参考文章(18)
Caroline Draxl, Andrew Clifton, Bri-Mathias Hodge, Jim McCaa, The Wind Integration National Dataset (WIND) Toolkit Applied Energy. ,vol. 151, pp. 355- 366 ,(2015) , 10.1016/J.APENERGY.2015.03.121
Giuseppe Amatulli, Maria João Rodrigues, Marco Trombetti, Raffaella Lovreglio, Assessing long‐term fire risk at local scale by means of decision tree technique Journal of Geophysical Research. ,vol. 111, ,(2006) , 10.1029/2005JG000133
Christopher F. Labosier, Oliver W. Frauenfeld, Steven M. Quiring, Charles W. Lafon, Weather type classification of wildfire ignitions in the central Gulf Coast, United States International Journal of Climatology. ,vol. 35, pp. 2620- 2634 ,(2015) , 10.1002/JOC.4160
Philip E. Dennison, Simon C. Brewer, James D. Arnold, Max A. Moritz, Large wildfire trends in the western United States, 1984-2011 Geophysical Research Letters. ,vol. 41, pp. 2928- 2933 ,(2014) , 10.1002/2014GL059576
J. R. Marlon, P. J. Bartlein, M. K. Walsh, S. P. Harrison, K. J. Brown, M. E. Edwards, P. E. Higuera, M. J. Power, R. S. Anderson, C. Briles, A. Brunelle, C. Carcaillet, M. Daniels, F. S. Hu, M. Lavoie, C. Long, T. Minckley, P. J. H. Richard, A. C. Scott, D. S. Shafer, W. Tinner, C. E. Umbanhowar, C. Whitlock, Wildfire responses to abrupt climate change in North America Proceedings of the National Academy of Sciences of the United States of America. ,vol. 106, pp. 2519- 2524 ,(2009) , 10.1073/PNAS.0808212106
M Castrillón, Pedro A Jorge, Ignacio J López, Adrián Macías, David Martín, Rafael J Nebot, Izzat Sabbagh, Francisco M Quintana, Javier Sánchez, Antonio J Sánchez, José Pablo Suárez, Agustín Trujillo, Forecasting and visualization of wildfires in a 3D geographical information system Computers & Geosciences. ,vol. 37, pp. 390- 396 ,(2011) , 10.1016/J.CAGEO.2010.04.011
A. L. Westerling, B. P. Bryant, H. K. Preisler, T. P. Holmes, H. G. Hidalgo, T. Das, S. R. Shrestha, Climate change and growth scenarios for California wildfire Climatic Change. ,vol. 109, pp. 445- 463 ,(2011) , 10.1007/S10584-011-0329-9
Jeremy S. Fried, J. Keith Gilless, William J. Riley, Tadashi J. Moody, Clara Simon de Blas, Katharine Hayhoe, Max Moritz, Scott Stephens, Margaret Torn, Predicting the effect of climate change on wildfire behavior and initial attack success Climatic Change. ,vol. 87, pp. 251- 264 ,(2008) , 10.1007/S10584-007-9360-2
A. L. Westerling, B. P. Bryant, Climate change and wildfire in California Climatic Change. ,vol. 87, pp. 231- 249 ,(2008) , 10.1007/S10584-007-9363-Z
J. Coen, WEATHER FORECASTING | Wildfire Weather Reference Module in Earth Systems and Environmental Sciences#R##N#Encyclopedia of Atmospheric Sciences (Second Edition). pp. 323- 331 ,(2015) , 10.1016/B978-0-12-382225-3.00481-3