Probabilistic evaluation of ecological drought in forest areas using satellite remote sensing data |
Won, Jeongeun
(Division of Earth Environmental System Science (Major of Environmental Engineering), Pukyong National University)
Seo, Jiyu (Division of Earth Environmental System Science (Major of Environmental Engineering), Pukyong National University) Kang, Shin-Uk (National Drought Information-Analysis Center, K-water) Kim, Sangdan (Department of Environmental Engineering, Pukyong National University) |
1 | Sadegh, M., Ragno, E., and AghaKouchak, A. (2017). "Multivariate Copula Analysis Toolbox (MvCAT): Describing dependence and underlying uncertainty using a B ayesian framework." Water Resources Research, Vol. 53, No. 6, pp. 5166-5183. doi: 10.1002/2016WR020242 DOI |
2 | Won, J., and Kim, S. (2020). "Future drought analysis using SPI and EDDI to consider climate change in South Korea." Water Supply, Vol. 20, No. 8, pp. 3266-3280, ws2020209, doi: 10.2166/ws.2020.209. DOI |
3 | Sklar, M. (1959). "Fonctions de repartition an dimensions et leurs marges." Publications de l'Institut de statistique de l'Universite de Paris, Vol. 8, pp. 229-231. |
4 | Tourre, Y.M., Jarlan, L., Lacaux, J.P., Rotela, C.H., and Lafaye, M. (2008). "Spatio-temporal variability of NDVI - precipitation over southernmost South America: Possible linkages between climate signals and epidemics." Environmental Research Letters, Vol. 3, No. 4, 044008. doi: 10.1088/1748-9326/3/4/044008 DOI |
5 | Zhong, L., Ma, Y., Salama, M.S., and Su, Z. (2010). "Assessment of vegetation dynamics and their response to variations in precipitation and temperature in the Tibetan Plateau." Climatic Change, Vol. 103, No. 3, pp. 519-535. doi: 10.1007/s10584-009-9787-8 DOI |
6 | Won, J., Choi, J., Lee, O. and Kim, S. (2020a). "Copula-based Joint Drought Index using SPI and EDDI and its application to climate change." Science of The Total Environment, Vol. 744, 140701. doi: 10.1016/j.scitotenv.2020.140701 DOI |
7 | Won, J., Choi, J., Lee, O., Seo, J., and Kim, S. (2020b). "Weighting coefficient estimation of vegetation health index for ecological drought analysis." Journal of Wetlands Research, Vol. 22, No. 4, pp. 275-285. doi: 10.17663/JWR.2020.22.4.275. (in Korean) DOI |
8 | Yao, N., Li, Y., Lei, T., and Peng, L. (2018). "Drought evolution, severity and trends in mainland China over 1961-2013." Science of the Total Environment, Vol. 616, pp. 73-89. doi: 10.1016/j.scitotenv.2017.10.327 DOI |
9 | Zhang, L., and Singh, V.P. (2007). "Bivariate rainfall frequency distributions using Archimedean copulas." Journal of Hydrology, Vol. 332, No. 1-2, pp. 93-109. doi: 10.1016/j.jhydrol.2006.06.033 DOI |
10 | Zhang, L.S.V.P., and Singh, V.P. (2006). "Bivariate flood frequency analysis using the copula method." Journal of Hydrologic Engineering, Vol. 11, No. 2, pp. 150-164. doi: 10.1061/ASCE1084-0699200611:2150 DOI |
11 | Allen, R.G., Periera, L.S., Raes, D., and Smith, M. (1998). Crop evapotranspiration: Guidelines for computing crop requirements. FAO Irrigation and Drainage Paper 56, FAO, Rome, Italia. |
12 | Asner, G.P., and Alencar, A. (2010). "Drought impacts on the Amazon forest: the remote sensing perspective." New Phytologist, Vol. 187, No. 3, pp. 569-578. doi: 10.1111/j.1469-8137.2010.03310.x DOI |
13 | Bardossy, A., and Pegram, G.G.S. (2009). "Copula based multisite model for daily precipitation simulation." Hydrology and Earth System Sciences, Vol. 13, No. 12, pp. 2299-2314. doi: 10.5194/hess-13-2299-2009 DOI |
14 | Salvadori, G., and De Michele, C. (2004). "Frequency analysis via copulas: Theoretical aspects and applications to hydrological events." Water Resources Research, Vol. 40, No. 12, doi: 10.1029/2004WR003133 DOI |
15 | Won, J., Jang, S., Kim, K., and Kim, S. (2018). "Applicability of the evaporative demand drought index." Journal of the Korean Society of Hazard Mitigation, Vol. 18, No. 6, pp. 431-442. doi: 10.9798/KOSHAM.2018.18.6.431 (in Korean) DOI |
16 | Orimoloye, I.R., Ololade, O.O., Mazinyo, S.P., Kalumba, A.M., Ekundayo, O.Y., Busayo, E.T., Akinsanola, A.A., and Nel, W. (2019). "Spatial assessment of drought severity in Cape Town area, South Africa." Heliyon, Vol. 5, No. 7, e02148. doi: 10.1016/j.heliyon.2019.e02148 DOI |
17 | Mittelbach, G.G., Steiner, C.F., Scheiner, S.M., Gross, K.L., Reynolds, H.L., Waide, R.B., Willig, M.R., Dodson, S.I., and Gough, L. (2001). "What is the observed relationship between species richness and productivity?" Ecology, Vol. 82, No. 9, pp. 2381-2396. doi: 10.1890/0012-9658(2001)082[2381:WITORB]2.0.CO;2 DOI |
18 | Chang, Y.Y., Kim, S.D., and Choi, G.W. (2006). "A study of drought spatio-temporal characteristics using SPI-EOF analysis." Journal of Korea Water Resources Association, Vol. 39, No. 8, pp. 691-702. doi: 10.3741/JKWRA.2006.39.8.691 (in Korean) DOI |
19 | de Jong, R., Verbesselt, J., Schaepman, M.E., and De Bruin, S. (2012). "Trend changes in global greening and browning: Contribution of short term trends to longer term change." Global Change Biology, Vol. 18, No. 2, pp. 642-655. doi: 10.1111/j.1365-2486.2011.02578.x DOI |
20 | Park, J.S., and Kim, K.T. (2009). "Evaluation of MODIS NDVI for drought monitoring: Focused on comparison of drought index." Spatial Information Research, Vol. 17, No. 1, pp. 117-129. (in Korean) |
21 | Peng, S., Chen, A., Xu, L., Cao, C., Fang, J., Myneni, R.B., Pinzon, J. E., Tucker, C.J., and Piao, S. (2011). "Recent change of vegetation growth trend in China." Environmental Research Letters, Vol. 6, No. 4, 044027. doi: 10.1088/1748-9326/6/4/044027 DOI |
22 | Heumann, B.W. (2011). "Satellite remote sensing of mangrove forests: Recent advances and future opportunities." Progress in Physical Geography, Vol. 35, No. 1, pp. 87-108. doi: 10.177/0309133310385371 DOI |
23 | Zhou, G., Houlton, B.Z., Wang, W., Huang, W., Xiao, Y., Zhang, Q., Liu, S., Cao, M., Wang, X., Wang, S., Zhang, Y., Yan, J., Liu, J., Tang, X., and Zhang, D. (2014). "Substantial reorganization of China's tropical and subtropical forests: Based on the permanent plots." Global Change Biology, Vol. 20, No. 1, pp. 240-250. doi: 10.1111/gcb.12385 DOI |
24 | AghaKouchak, A., Farahmand, A., Melton, F.S., Teixeira, J., Anderson, M.C., Wardlow, B.D., and Hain, C.R. (2015). "Remote sensing of drought: Progress, challenges and opportunities." Reviews of Geophysics, Vol. 53, No. 2, pp. 452-480. doi: 10.1002/2014RG000456 DOI |
25 | Duan, Z., and Bastiaanssen, W.G.M. (2013). "First results from Version 7 TRMM 3B43 precipitation product in combination with a new downscaling - calibration procedure." Remote Sensing of Environment, Vol. 131, pp. 1-13. doi: 10.1016/j.rse.2012.12.002 DOI |
26 | Friedlingstein, P., Cox, P., Betts, R., Bopp, L., von Bloh, W., Brovkin, V., Cadule, P., Doney, S., Eby, M., Fung, I., Bala, G., Jonh, J., Jones, C., Joos, F., Kato, T., Kawamiya, M., Knorr, W., Lindsay, K., Mattews, H.D., Raddatz, T., Rayner, P., Reick, C., Roeckner, E., Schnitzler, K.-G., Schnur, R., Strassmann, K., Weaver, A.J., Yoshikawa, C., and Zeng, N. (2006). "Climate-carbon cycle feedback analysis: Results from the C4MIP model intercomparison." Journal of Climate, Vol. 19, No. 14, pp. 3337-3353. doi: 10.1175/JCLI3800.1 DOI |
27 | Ghaleb, F., Mario, M., and Sandra, A.N. (2015). "Regional landsatbased drought monitoring from 1982 to 2014." Climate, Vol. 3, No. 3, pp. 563-577. doi: 10.3390/cli3030563 DOI |
28 | Hobbins, M.T., Wood, A., McEvoy, D.J., Huntington, J.L., Morton, C., Anderson, M., and Hain, C. (2016). "The evaporative demand drought index. Part I: Linking drought evolution to variations in evaporative demand." Journal of Hydrometeorology, Vol. 17, No. 6, pp. 1745-1761. doi: 10.1175/JHM-D-15-0121.1 DOI |
29 | Cong, N., Wang, T., Nan, H., Ma, Y., Wang, X., Myneni, R.B., and Piao, S. (2013). "Changes in satellite derived spring vegetation green up date and its linkage to climate in China from 1982 to 2010: A multimethod analysis." Global Change Biology, Vol. 19, No. 3, pp. 881-891. doi: 10.1111/gcb.12077 DOI |
30 | Ji, L., and Peters, A.J. (2003). "Assessing vegetation response to drought in the northern Great Plains using vegetation and drought indices." Remote Sensing of Environment, Vol. 87, No. 1, pp. 85-98. doi: 10.1016/S0034-4257(03)00174-3 DOI |
31 | Kim, S., Kim, B., Ahn, T.J., and Kim, H.S. (2011). "Spatio temporal characterization of Korean drought using severity-area-duration curve analysis." Water and Environment Journal, Vol. 25, No. 1, pp. 22-30. doi: 10.1111/j.1747-6593.2009.00184.x DOI |
32 | Piao, S., Yin, G., Tan, J., Cheng, L., Huang, M., Li, Y., Liu, R., Mao, J., Myneni, R.B., Peng, S., Poulter, B., Shi, X., Xiao, Z., Zeng, N., Zeng, Z.Z., and Wang, Y. (2015). "Detection and attribution of vegetation greening trend in China over the last 30 years." Global Change Biology, Vol. 21, No. 4, pp. 1601-1609. doi: 10.1111/gcb.12795 DOI |
33 | Zhang, Y., Gao, J., Liu, L., Wang, Z., Ding, M., and Yang, X. (2013). "NDVI-based vegetation changes and their responses to climate change from 1982 to 2011: A case study in the Koshi River Basin in the middle Himalayas." Global and Planetary Change, Vol. 108, pp. 139-148. doi: 10.1016/j.gloplacha.2013.06.012 DOI |
34 | Ichii, K., Kawabata, A., and Yamaguchi, Y. (2002). "Global correlation analysis for NDVI and climatic variables and NDVI trends: 1982-1990." International Journal of Remote Sensing, Vol. 23, No. 18, pp. 3873-3878. doi: 10.1080/01431160110119416 DOI |
35 | Kim, S.D., Ryu, J.S., Oh, K.R., and Jeong, S.M. (2012). "An application of copulas-based joint drought index for determining comprehensive drought conditions." Journal of Korean Society of Hazard Mitigation, Vol. 12, No. 1, pp. 223-230. doi: 10.9798/KOSHAM.2012.12.1.223 (in Korean) DOI |
36 | McKee, T.B., Doesken, N.J., and Kleist, J. (1993). "The relationship of drought frequency and duration to time scales." Proceedings of the 8th Conference on Applied Climatology, AMS, Anaheim, CA, U.S.,Vol. 17, No. 22, pp. 179-183. |
37 | Levesque, M., Saurer, M., Siegwolf, R., Eilmann, B., Brang, P., Bugmann, H., and Rigling, A. (2013). "Drought response of five conifer species under contrasting water availability suggests high vulnerability of Norway spruce and European larch." Global Change Biology, Vol. 19, No. 10, pp. 3184-3199. doi: 10.1111/gcb.12268 DOI |
38 | Knapp, A.K., and Smith, M.D. (2001). "Variation among biomes in temporal dynamics of aboveground primary production." Science, Vol. 291, No. 5503, pp. 481-484. doi: 10.1126/science.291.5503.481 DOI |
39 | Kogan, F.N. (1997). "Global drought watch from space." Bulletin of the American Meteorological Society, Vol. 78, No. 4, pp. 621-636. doi: 10.1175/1520-0477(1997)078<0621:GDWFS>2.0.CO;2 DOI |
40 | Laux, P., Vogl, S., Qiu, W., Knoche, H.R., and Kunstmann, H. (2011). "Copula-based statistical refinement of precipitation in RCM simulations over complex terrain." Hydrology and Earth System Sciences, Vol. 15, No. 7, pp. 2401-2419. doi: 10.5194/hess-15-2401-2011 DOI |
41 | Li, B.G., Tao, S., and Dawson, R.W. (2002). "Relations between AVHRR NDVI and ecoclimatic parameters in China." International Journal of Remote Sensing, Vol. 23, No. 5, pp. 989-999. doi: 10.1080/014311602753474192 DOI |
42 | Liu, Z., Li, C., Zhou, P., Chen, X. (2016). A probabilistic assessment of the likelihood of vegetation drought under varying climate conditions across China. Scientific reports, Vol. 6, No. 1, pp. 1-10. doi: 10.1038/srep35105 DOI |
43 | Peng, S.S., Piao, S., Zeng, Z., Ciais, P., Zhou, L., Li, L.Z., Myneni, R. B., Yin, Y., and Zeng, H. (2014). "Afforestation in China cools local land surface temperature." Proceedings of the National Academy of Sciences, Vol. 111, No. 8, pp. 2915-2919. doi: 10.1073/pnas.1315126111 DOI |
44 | Ryu, J.S., Ahn, J., and Kim, S. (2012). "An application of drought severity-area-duration curves using copulas-based joint drought index." Journal of Korea Water Resources Association, Vol. 45, No. 10, pp. 1043-1050. doi: 10.3741/JKWRA.2012.45.10.1043 (in Korean) DOI |
45 | Piao, S., Ciais, P., Huang, Y., Shen, Z., Peng, S., Li, J., Zhou, L., Liu, H., Ma, Y., Ding, Y., Friedlingstein, P., Liu, C., Tan, K., Yu, Y., Zhang, T., and Fang, J. (2010). "The impacts of climate change on water resources and agriculture in China." Nature, Vol. 467, No. 7311, pp. 43-51. doi: 10.1038/nature09364 DOI |
46 | Piao, S., Nan, H., Huntingford, C., Ciais, P., Friedlingstein, P., Sitch, S., Peng, S., Ahlstrom, A., Canadell, J.G., Cong, N., Levis, S., Levy, P.E., Liu, L., Lomas, M.R., Mao, J., Myneni, R.B., Peylin, P., Poulter, B., Shi, X., Yin, G., Viovy, N., Wang, T., Wang, X., Zaehle, S., Zeng, N., Zeng, Z.Z., and Chen, A. (2014). "Evidence for a weakening relationship between interannual temperature variability and northern vegetation activity." Nature Communications, Vol. 5, No. 1, pp. 1-7. doi: 10.1038/ncomms6018 DOI |
47 | Pielke, R.A., Avissar, R., Raupach, M., Dolman, A.J., Zeng, X., and Denning, A.S. (1998). "Interactions between the atmosphere and terrestrial ecosystems: Influence on weather and climate." Global Change Biology, Vol. 4, No. 5, pp. 461-475. doi: 10.1046/j.1365-2486.1998.t01-1-00176.x DOI |