The Estimation of Arctic Air Temperature in Summer Based on Machine Learning Approaches Using IABP Buoy and AMSR2 Satellite Data
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Han, Daehyeon
(School of Urban and Environmental Engineering, Ulsan National Institute of Science and Technology)
Kim, Young Jun (School of Urban and Environmental Engineering, Ulsan National Institute of Science and Technology) Im, Jungho (School of Urban and Environmental Engineering, Ulsan National Institute of Science and Technology) Lee, Sanggyun (Centre for Polar Observation and Modelling, University College London) Lee, Yeonsu (School of Urban and Environmental Engineering, Ulsan National Institute of Science and Technology) Kim, Hyun-cheol (Unit of Arctic Sea-Ice Prediction, Korea Polar Research Institute) |
1 | Sonobe, R., Y. Yamaya, H. Tani, X. Wang, N. Kobayashi, and K. I. Mochizuki, 2017. Assessing the suitability of data from Sentinel-1A and 2A for crop classification, GIScience & Remote Sensing, 54(6): 918-938. DOI |
2 | Tang, G., A. Behrangi, Z. Ma, D. Long, and Y. Hong, 2018. Downscaling of ERA-Interim Temperature in the Contiguous United States and Its Implications for Rain-Snow Partitioning, Journal of Hydrometeorology, 19(7): 1215-1233. DOI |
3 | Wang, L., H. Liu, H. Su, and J. Wang, 2018. Bathymetry retrieval from optical images with spatially distributed support vector machines, GIScience & Remote Sensing, 2018: 1-15. |
4 | Yoo, C., J. Im, S. Park, and L. J. Quackenbush, 2018. Estimation of daily maximum and minimum air temperatures in urban landscapes using MODIS time series satellite data, ISPRS Journal of Photogrammetry and Remote Sensing, 137: 149-162. DOI |
5 | Zhou, X., H. Matthes, A. Rinke, B. Huang, K. Yang, and K. Dethloff, 2019. Simulating Arctic 2-m air temperature and its linear trends using the HIRHAM5 regional climate model, Atmospheric Research, 217: 137-149. DOI |
6 | Breiman, L., 2001. Random forests, Machine Learning, 45(1): 5-32. DOI |
7 | Cohen, J., J. A. Screen, J. C. Furtado, M. Barlow, D. Whittleston, D. Coumou, J. Francis, K. Dethloff, J. O. Entekhabi, and J. Jones, 2014. Recent Arctic amplification and extreme mid-latitude weather, Nature Geoscience, 7(9): 627. DOI |
8 | Comiso, J. C., D. J. Cavalieri, C. L. Parkinson, and P. Gloersen, 1997. Passive microwave algorithms for sea ice concentration: A comparison of two techniques, Remote sensing of Environment, 60(3): 357-384. DOI |
9 | Cowtan, K. and R. G. Way, 2014. Coverage bias in the HadCRUT4 temperature series and its impact on recent temperature trends, Quarterly Journal of the Royal Meteorological Society, 140(683): 1935-1944. DOI |
10 | Dodd, E. M., C. J. Merchant, N. A. Rayner, and C. P. Morice, 2015. An investigation into the impact of using various techniques to estimate Arctic surface air temperature anomalies, Journal of Climate, 28(5): 1743-1763. DOI |
11 | Liu, J., Z. Zhang, Y. Hu, L. Chen, Y. Dai, and X. Ren, 2008. Assessment of surface air temperature over the Arctic Ocean in reanalysis and IPCC AR4 model simulations with IABP/POLES observations, Journal of Geophysical Research: Atmospheres, 113(D10). |
12 | Du, J., L. A. Jones, and J. S. Kimball, 2017. Daily Global Land Parameters Derived from AMSR-E and AMSR2 (Version 2.0), National Snow and Ice Data Center(NSIDC), Boulder, CO, USA. |
13 | Francis, J. A. and S. J. Vavrus, 2015. Evidence for a wavier jet stream in response to rapid Arctic warming, Environmental Research Letters, 10(1): 014005. DOI |
14 | Jang, E., J. Im, G. H. Park, and Y. G. Park, 2017. Estimation of fugacity of carbon dioxide in the East Sea using in situ measurements and Geostationary Ocean Color Imager satellite data, Remote Sensing, 9(8): 821. DOI |
15 | Merchant, C. J., S. Matthiesen, N. A. Rayner, J. J. Remedios, P. D. Jones, F. Olesen, B. Trewin, P. W. Thorne, R. Auchmann, G. K. Corlett, P. C. Guillevic, and G. C. Hulley, 2013. The surface temperatures of Earth: steps towards integrated understanding of variability and change, Geoscientific Instrumentation, Methods and Data Systems, 2(2): 305-321. DOI |
16 | Rigor, I., 2002. IABP drifting buoy, pressure, temperature, position, and interpolated ice velocity, National Snow and Ice Data Center, Boulder, CO, USA. |
17 | Rigor, I. G., R. L. Colony, and S. Martin, 2000. Variations in surface air temperature observations in the Arctic, 1979-1997, Journal of Climate, 13(5): 896-914. DOI |
18 | Serreze, M. C. and R. G. Barry, 2011. Processes and impacts of Arctic amplification: A research synthesis, Global and Planetary Change, 77 (1-2): 85-96. DOI |
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