The Status and Prospect of Seasonal Climate Prediction of Climate Over Korea and East Asia: A Review

다국어 초록 (Multilingual Abstract)

Over the last few decades, there have been startling advances in our understanding of climate system and in modelling techniques. However, the skill of seasonal climate prediction is still not enough to meet the various needs from industrial and public sectors. Therefore, there are tremendous on-going efforts to improve the skill of climate prediction in the seasonal to interannual time scales. Since seasonal to interannual climate variabilities in Korea and East Asia are influenced by many internal and external factors including East Asian monsoon, tropical ocean variability, and other atmospheric low-frequency variabilities, comprehensive understanding of these factors are essential for skillful seasonal climate prediction for Korea and East Asia. Also, there are newly suggested external factors providing additional prediction skill like soil moisture, snow, Arctic sea ice, and stratospheric variability, and techniques to realize skills from underlying potential predictability. In this review paper, we describe current status of seasonal climate prediction and future prospect for improving climate prediction over Korea and East Asia.

참고문헌 (Reference)

1 송강현, "성층권 돌연승온이 동아시아 지표기온에 미치는 영향" 한국기상학회 25 (25): 461-472, 2015

2 심태현, "빙권요소를 활용한 겨울철 역학 계절예측 시스템의 개발 및 검증" 한국기상학회 25 (25): 155-167, 2015

3 김백민, "북극 온난화에 따른 겨울철 대기 변동성 분석 연구" 한국기상학회 24 (24): 131-140, 2014

4 Schubert, S., "season subseasonal variability and climate extremes in the Northern Hemisphere: the role of stationary Rossby waves" 24 : 4773-4792, 2011

5 Lau, K.-M., "World Scientific Series on Meteorology of East Asia, Vol. 2" World Scientific 153-176, 2004

6 Judah Cohen, "Winter 2009-2010: A case study of an extreme Arctic Oscillation event" Wiley-Blackwell 37 (37): 2010

7 J. J. Day, "Will Arctic sea ice thickness initialization improve seasonal forecast skill?" Wiley-Blackwell 41 (41): 7566-7575, 2014

8 Baek-Min Kim, "Weakening of the stratospheric polar vortex by Arctic sea-ice loss" Springer Nature 5 : 4646-, 2014

9 James E. Overland, "Warm Arctic—cold continents: climate impacts of the newly open Arctic Sea" Informa UK Limited 30 (30): 15787-, 2011

10 Paul A. Dirmeyer, "Using a Global Soil Wetness Dataset to Improve Seasonal Climate Simulation" American Meteorological Society 13 (13): 2900-2922, 2000

11 June-Yi Lee, "Understanding of Interdecadal Changes in Variability and Predictability of the Northern Hemisphere Summer Tropical–Extratropical Teleconnection" American Meteorological Society 28 (28): 8634-8647, 2015

12 Yoo-Geun Ham, "Two distinct roles of Atlantic SSTs in ENSO variability: North Tropical Atlantic SST and Atlantic Niño" Wiley-Blackwell 40 (40): 4012-4017, 2013

13 Jong-Seong Kug, "Two distinct influences of Arctic warming on cold winters over North America and East Asia" Springer Nature 8 (8): 759-762, 2015

14 Jong-Seong Kug, "Two Types of El Niño Events: Cold Tongue El Niño and Warm Pool El Niño" American Meteorological Society 22 (22): 1499-1515, 2009

15 Christophe Cassou, "Tropical Atlantic Influence on European Heat Waves" American Meteorological Society 18 (18): 2805-2811, 2005

16 Yoo, J. H., "Toward a fire and haze early warning system for Southeast Asia" 6 : 13-20, 2016

17 Jin Ho Yoo, "Theoretical examination of a multi-model composite for seasonal prediction" Wiley-Blackwell 32 (32): 2005

18 Om P. Tripathi, "The predictability of the extratropical stratosphere on monthly time-scales and its impact on the skill of tropospheric forecasts" Wiley-Blackwell 141 (141): 987-1003, 2015

19 G. L. Manney, "The high Arctic in extreme winters: vortex, temperature, and MLS and ACE-FTS trace gas evolution" Copernicus GmbH 8 (8): 505-522, 2008

20 James A. Screen, "The central role of diminishing sea ice in recent Arctic temperature amplification" Springer Nature 464 (464): 1334-1337, 2010

21 Acacia S. Pepler, "The ability of a multi-model seasonal forecasting ensemble to forecast the frequency of warm, cold and wet extremes" Elsevier BV 9 : 68-77, 2015

22 Jessica Liptak, "The Winter Atmospheric Response to Sea Ice Anomalies in the Barents Sea" American Meteorological Society 27 (27): 914-924, 2014

23 Martin Charron, "The Stratospheric Extension of the Canadian Global Deterministic Medium-Range Weather Forecasting System and Its Impact on Tropospheric Forecasts" American Meteorological Society 140 (140): 1924-1944, 2012

24 Ben Kirtman, "The State of the Art of Seasonal Prediction: Outcomes and Recommendations from the First World Climate Research Program Workshop on Seasonal Prediction" American Meteorological Society 90 (90): 455-458, 2009

25 R. D. Koster, "The Second Phase of the Global Land–Atmosphere Coupling Experiment: Soil Moisture Contributions to Subseasonal Forecast Skill" American Meteorological Society 12 (12): 805-822, 2011

26 Paul A. Dirmeyer, "The Role of the Land Surface Background State in Climate Predictability" American Meteorological Society 4 (4): 599-610, 2003

27 Ben P. Kirtman, "The North American Multimodel Ensemble: Phase-1 Seasonal-to-Interannual Prediction; Phase-2 toward Developing Intraseasonal Prediction" American Meteorological Society 95 (95): 585-601, 2014

28 Michael A. Palecki, "The Nature and Impacts of the July 1999 Heat Wave in the Midwestern United States: Learning from the Lessons of 1995" American Meteorological Society 82 (82): 1353-1367, 2001

29 E. Kalnay, "The NCEP/NCAR 40-Year Reanalysis Project" American Meteorological Society 77 (77): 437-471, 1996

30 Kenneth E. Kunkel, "The July 1995 Heat Wave in the Midwest: A Climatic Perspective and Critical Weather Factors" American Meteorological Society 77 (77): 1507-1518, 1996

31 Alan Robock, "The Global Soil Moisture Data Bank" American Meteorological Society 81 (81): 1281-1299, 2000

32 Lin Wang, "The East Asian winter monsoon: re-amplification in the mid-2000s" Springer Nature 59 (59): 430-436, 2014

33 Stockdale, T., "The EUROSIP system - a multi-model approach" 257-268, 2013

34 D. P. Dee, "The ERA-Interim reanalysis: configuration and performance of the data assimilation system" Wiley-Blackwell 137 (137): 553-597, 2011

35 Christopher G. Fletcher, "The Dynamical Response to Snow Cover Perturbations in a Large Ensemble of Atmospheric GCM Integrations" American Meteorological Society 22 (22): 1208-1222, 2009

36 Seung-Eon Lee, "The Development of a Statistical Forecast Model for Changma" American Meteorological Society 28 (28): 1304-1321, 2013

37 Michael A. Alexander, "The Atmospheric Bridge: The Influence of ENSO Teleconnections on Air–Sea Interaction over the Global Oceans" American Meteorological Society 15 (15): 2205-2231, 2002

38 David W. J. Thompson, "The Arctic oscillation signature in the wintertime geopotential height and temperature fields" Wiley-Blackwell 25 (25): 1297-1300, 1998

39 William K. M. Lau, "The 2010 Pakistan Flood and Russian Heat Wave: Teleconnection of Hydrometeorological Extremes" American Meteorological Society 13 (13): 392-403, 2012

40 Jared K. Entin, "Temporal and spatial scales of observed soil moisture variations in the extratropics" Wiley-Blackwell 105 (105): 11865-11877, 2000

41 Oleson, K. W., "Technical Description of version 4.0of the Community Land Model (CLM)" National Center for Atmospheric Research 257-, 2010

42 Michael Winton, "Surface Albedo Feedback Estimates for the AR4 Climate Models" American Meteorological Society 19 (19): 359-365, 2006

43 Weiwen Wang, "Summer high temperature extremes in Southeast China associated with the East Asian jet stream and circumglobal teleconnection" Wiley-Blackwell 118 (118): 8306-8319, 2013

44 B. Wang, "Subtropical High predictability establishes a promising way for monsoon and tropical storm predictions" Proceedings of the National Academy of Sciences 110 (110): 2718-2722, 2013

45 Jee-Hoon Jeong, "Stratospheric origin of cold surge occurrence in East Asia" Wiley-Blackwell 33 (33): 2006

46 M. P. Baldwin, "Stratospheric Harbingers of Anomalous Weather Regimes" American Association for the Advancement of Science (AAAS) 294 (294): 581-584, 2001

47 David W. J. Thompson, "Stratospheric Connection to Northern Hemisphere Wintertime Weather: Implications for Prediction" American Meteorological Society 15 (15): 1421-1428, 2002

48 Ruping Mo, "Statistical–Dynamical Seasonal Prediction Based on Principal Component Regression of GCM Ensemble Integrations" American Meteorological Society 130 (130): 2167-2187, 2002

49 Jong-Seong Kug, "Statistical Relationship between Two Types of El Niño Events and Climate Variation over the Korean Peninsula" 한국기상학회 46 (46): 467-747, 2010

50 Ashok Kumar, "Statistical Models for Long-range Forecasting of Southwest Monsoon Rainfall over India Using Step Wise Regression and Neural Network" Scientific Research Publishing, Inc, 02 (02): 322-336, 2012

51 Oglesby, R. J., "Soil moisture and the persistence of North American drought" 2 : 1362-1380, 1989

52 Yannick Peings, "Snow contribution to springtime atmospheric predictability over the second half of the twentieth century" Springer Nature 37 (37): 985-1004, 2011

53 A. A. Scaife, "Skillful long-range prediction of European and North American winters" Wiley-Blackwell 41 (41): 2514-2519, 2014

54 William J. M. Seviour, "Skillful Seasonal Prediction of the Southern Annular Mode and Antarctic Ozone" American Meteorological Society 27 (27): 7462-7474, 2014

55 Song Yang, "Simulations and Seasonal Prediction of the Asian Summer Monsoon in the NCEP Climate Forecast System" American Meteorological Society 21 (21): 3755-3775, 2008

56 Emily J. Becker, "Short-Term Climate Extremes: Prediction Skill and Predictability" American Meteorological Society 26 (26): 512-531, 2013

57 A. A. Scaife, "Seasonal winter forecasts and the stratosphere" Wiley-Blackwell 17 (17): 51-56, 2016

58 S. Tietsche, "Seasonal to interannual Arctic sea ice predictability in current global climate models" Wiley-Blackwell 41 (41): 1035-1043, 2014

59 Hye-Mi Kim, "Seasonal prediction skill of ECMWF System 4 and NCEP CFSv2 retrospective forecast for the Northern Hemisphere Winter" Springer Nature 39 (39): 2957-2973, 2012

60 Zhiwei Wu, "Seasonal prediction of the East Asian summer monsoon with a partial-least square model" Springer Nature 46 (46): 3067-3078, 2016

61 June-Yi Lee, "Seasonal prediction and predictability of the Asian winter temperature variability" Springer Nature 41 (41): 573-587, 2013

62 Francisco J. Doblas-Reyes, "Seasonal climate predictability and forecasting: status and prospects" Wiley-Blackwell 4 (4): 245-268, 2013

63 Yuhji Kuroda, "Role of the stratosphere on the predictability of medium-range weather forecast: A case study of winter 2003–2004" Wiley-Blackwell 35 (35): 2008

64 Tomita, T., "Role of the northeast winter monsoon on the biennial oscillation of the ENSO/monsoon system" 74 : 399-413, 1996

65 Orsolini, Y. J., "Role of Eurasian snow cover in wintertime circulation: Decadal simulations forced with satellite observations" 114 : D19108-, 2009

66 Masato Mori, "Robust Arctic sea-ice influence on the frequent Eurasian cold winters in past decades" Springer Nature 7 (7): 869-873, 2014

67 Eun-Jeong Lee, "Remote Connection of the Northeast Asian Summer Rainfall Variation Revealed by a Newly Defined Monsoon Index" American Meteorological Society 18 (18): 4381-4393, 2005

68 H. Douville, "Relevance of soil moisture for seasonal atmospheric predictions: is it an initial value problem?" Springer Nature 22 (22): 429-446, 2004

69 Kang, I.-S., "Relationship between El Niño and climate variation over Korea peninsula" 34 : 390-396, 1998

70 R. D. Koster, "Regions of Strong Coupling Between Soil Moisture and Precipitation" American Association for the Advancement of Science (AAAS) 305 (305): 1138-1140, 2004

71 D. W. J. Thompson, "Regional Climate Impacts of the Northern Hemisphere Annular Mode" American Association for the Advancement of Science (AAAS) 293 (293): 85-89, 2001

72 Jianqi Sun, "Record-breaking SST over mid-North Atlantic and extreme high temperature over the Jianghuai–Jiangnan region of China in 2013" Springer Nature 59 (59): 3465-3470, 2014

73 Jee-Hoon Jeong, "Recent recovery of the Siberian High intensity" Wiley-Blackwell 116 (116): 2011

74 Randal D. Koster, "Realistic Initialization of Land Surface States: Impacts on Subseasonal Forecast Skill" American Meteorological Society 5 (5): 1049-1063, 2004

75 Seung-Ki Min, "REVIEW Changes in Weather and Climate Extremes over Korea and Possible Causes: A Review" 한국기상학회 51 (51): 103-121, 2015

76 Trenberth, K., "Progress during TOGA in understanding and modeling global teleconnections associated with tropical sea surface temperatures" 103 : 14291-14324, 1998

77 Haiyan Teng, "Probability of US heat waves affected by a subseasonal planetary wave pattern" Springer Nature 6 (6): 1056-1061, 2013

78 Kang, D., "Prediction of the Arctic Oscillation in boreal winter by dynamical seasonal forecasting systems" 41 : 3577-3585, 2014

79 Julienne Stroeve, "Predicting September sea ice: Ensemble skill of the SEARCH Sea Ice Outlook 2008-2013" Wiley-Blackwell 41 (41): 2411-2418, 2014

80 J. S. Chowdary, "Predictability of summer northwest Pacific climate in 11 coupled model hindcasts: Local and remote forcing" Wiley-Blackwell 115 (115): 2010

81 Bin Wang, "Pacific–East Asian Teleconnection: How Does ENSO Affect East Asian Climate?" American Meteorological Society 13 (13): 1517-1536, 2000

82 국종성, "Optimal Multi-model Ensemble Method in Seasonal Climate Prediction" 한국기상학회 44 (44): 259-267, 2008

83 Patrick Martineau, "Onset of Circulation Anomalies during Stratospheric Vortex Weakening Events: The Role of Planetary-Scale Waves" American Meteorological Society 28 (28): 7347-7370, 2015

84 C-P. Chang, "On the Relationship between Western Maritime Continent Monsoon Rainfall and ENSO during Northern Winter" American Meteorological Society 17 (17): 665-672, 2004

85 Chung-Kyu Park, "On the Nature of the 1994 East Asian Summer Drought" American Meteorological Society 10 (10): 1056-1070, 1997

86 Kyong-Hwam Seo, "Northern East Asian Monsoon Precipitation Revealed by Airmass Variability and Its Prediction" American Meteorological Society 28 (28): 6221-6233, 2015

87 Semenov, V. A, "Nonlinear winter atmospheric circulation response to Arctic sea ice concentration anomalies for different periods during 1966-2012" 10 : 054020-, 2015

88 권민호, "NCEP 계절예측시스템과 정준상관분석을 이용한 북동아시아 여름철 강수의 예측" 한국지구과학회 35 (35): 88-94, 2014

89 G. A. Meehl, "More Intense, More Frequent, and Longer Lasting Heat Waves in the 21st Century" American Association for the Advancement of Science (AAAS) 305 (305): 994-997, 2004

90 Diego G. Miralles, "Mega-heatwave temperatures due to combined soil desiccation and atmospheric heat accumulation" Springer Nature 7 (7): 345-349, 2014

91 E. Xoplaki, "Mediterranean summer air temperature variability and its connection to the large-scale atmospheric circulation and SSTs" Springer Nature 20 (20): 723-739, 2003

92 Kang, I.-S., "Long-range forecast of summer precipitation in Korea" 28 : 283-292, 1992

93 Yu Kosaka, "Limitations of Seasonal Predictability for Summer Climate over East Asia and the Northwestern Pacific" American Meteorological Society 25 (25): 7574-7589, 2012

94 Jeong, J. H., "Land surface initialization using an offline CLM3 simulation with the GSWP-2forcing dataset and its impact on CAM3 simulations of the boreal summer climate" 9 : 1231-1248, 2008

95 Timothy DelSole, "Is unequal weighting significantly better than equal weighting for multi-model forecasting?" Wiley-Blackwell 139 (139): 176-183, 2013

96 Sonia I. Seneviratne, "Investigating soil moisture–climate interactions in a changing climate: A review" Elsevier BV 99 (99): 125-161, 2010

97 A. G. Marshall, "Intra-seasonal drivers of extreme heat over Australia in observations and POAMA-2" Springer Nature 43 (43): 1915-1937, 2014

98 Sunyong Kim, "Intra-Winter Atmospheric Circulation Changes over East Asia and North Pacific Associated with ENSO in a Seasonal Prediction Model" 한국기상학회 51 (51): 49-60, 2015

99 Hye-In Jeong, "Interdecadal change of interannual variability and predictability of two types of ENSO" Springer Nature 44 (44): 1073-1091, 2015

100 윤경숙, "Interdecadal Changes in the Asian Winter Monsoon Variability and Its Relationship with ENSO and AO" 한국기상학회 50 (50): 531-540, 2014

101 Kang I.-S., "Intercomparison of the climatological variations of Asian summer monsoon precipitation simulated by 10 GCMs" Springer Nature 19 (19): 383-395, 2002

102 Woo-Seop Lee, "Interannual variability of heat waves in South Korea and their connection with large-scale atmospheric circulation patterns" Wiley-Blackwell 36 (36): 4815-4830, 2016

103 Y. J. Orsolini, "Influence of the Eurasian snow on the negative North Atlantic Oscillation in subseasonal forecasts of the cold winter 2009/2010" Springer Nature 47 (47): 1325-1334, 2016

104 Qi Hu, "Influence of the Arctic oscillation on central United States summer rainfall" Wiley-Blackwell 115 (115): 2010

105 Meiji Honda, "Influence of low Arctic sea‐ice minima on anomalously cold Eurasian winters" Wiley-Blackwell 36 (36): 2009

106 Xuebin Zhang, "Indices for monitoring changes in extremes based on daily temperature and precipitation data" Wiley-Blackwell 2 (2): 851-870, 2011

107 Ying Lut Tung, "Improving the seasonal forecast for summertime South China rainfall using statistical downscaling" Wiley-Blackwell 118 (118): 5147-5159, 2013

108 Ke Fan, "Improving the Prediction of the East Asian Summer Monsoon: New Approaches" American Meteorological Society 27 (27): 1017-1030, 2012

109 Andrew W. Robertson, "Improving and Promoting Subseasonal to Seasonal Prediction" American Meteorological Society 96 (96): ES49-ES53, 2015

110 Thomas W. Collow, "Improving Arctic Sea Ice Prediction Using PIOMAS Initial Sea Ice Thickness in a Coupled Ocean–Atmosphere Model" American Meteorological Society 143 (143): 4618-4630, 2015

111 W. T. Yun, "Improvement of the Multimodel Superensemble Technique for Seasonal Forecasts" American Meteorological Society 16 (16): 3834-3840, 2003

112 Doo Young Lee, "Improvement of Multimodel Ensemble Seasonal Prediction Skills over East Asian Summer Monsoon Region Using a Climate Filter Concept" American Meteorological Society 52 (52): 1127-1138, 2013

113 Hae-Jeong Kim, "Improvement in Prediction of the Arctic Oscillation with a Realistic Ocean Initial Condition in a CGCM" American Meteorological Society 28 (28): 8951-8967, 2015

114 Seok-Woo Son, "Improved seasonal forecast using ozone hole variability?" Wiley-Blackwell 40 (40): 6231-6235, 2013

115 Judah Cohen, "Improved Skill of Northern Hemisphere Winter Surface Temperature Predictions Based on Land–Atmosphere Fall Anomalies" American Meteorological Society 20 (20): 4118-4132, 2007

116 R. Msadek, "Importance of initial conditions in seasonal predictions of Arctic sea ice extent" Wiley-Blackwell 41 (41): 5208-5215, 2014

117 Hengyi Weng, "Impacts of recent El Niño Modoki on dry/wet conditions in the Pacific rim during boreal summer" Springer Nature 29 (29): 113-129, 2007

118 Jee-Hoon Jeong, "Impacts of Snow Initialization on Subseasonal Forecasts of Surface Air Temperature for the Cold Season" American Meteorological Society 26 (26): 1956-1972, 2013

119 J. Liu, "Impact of declining Arctic sea ice on winter snowfall" Proceedings of the National Academy of Sciences 109 (109): 4074-4079, 2012

120 Jing-Jia Luo, "Impact of Global Ocean Surface Warming on Seasonal-to-Interannual Climate Prediction" American Meteorological Society 24 (24): 1626-1646, 2011

121 Zhang, R., "Impact of El Niño on the East Asian monsoon: A diagnostic study of the ‘86/87 and ‘91/92 events" 74 : 49-62, 1996

122 Seung-Ki Min, "Human contribution to more-intense precipitation extremes" Springer Nature 470 (470): 378-381, 2011

123 Kim, S., "How well do climate models simulate atmospheric teleconnctions over the North Pacific and East Asia associated with ENSO?" 2016

124 June-Yi Lee, "How predictable is the northern hemisphere summer upper-tropospheric circulation?" Springer Nature 37 (37): 1189-1203, 2011

125 June-Yi Lee, "How are seasonal prediction skills related to models’ performance on mean state and annual cycle?" Springer Nature 35 (35): 267-283, 2010

126 Bin Wang, "How accurately do coupled climate models predict the leading modes of Asian-Australian monsoon interannual variability?" Springer Nature 30 (30): 605-619, 2008

127 Armstrong, R., "Historical Soviet daily snow depth version 2(HSDSD)"

128 Zhiwei Wu, "Heat wave frequency variability over North America: Two distinct leading modes" Wiley-Blackwell 117 (117): 2012

129 Ross D. Brown, "Gridded North American monthly snow depth and snow water equivalent for GCM evaluation" Informa UK Limited 41 (41): 1-14, 2003

130 Gayoung Kim, "Global and regional skill of the seasonal predictions by WMO Lead Centre for Long-Range Forecast Multi-Model Ensemble" Wiley-Blackwell 36 (36): 1657-1675, 2016

131 C. F. Ropelewski, "Global and Regional Scale Precipitation Patterns Associated with the El Niño/Southern Oscillation" American Meteorological Society 115 (115): 1606-1626, 1987

132 C. MacLachlan, "Global Seasonal forecast system version 5 (GloSea5): a high-resolution seasonal forecast system" Wiley-Blackwell 141 (141): 1072-1084, 2015

133 Paul A. Dirmeyer, "GSWP-2: Multimodel Analysis and Implications for Our Perception of the Land Surface" American Meteorological Society 87 (87): 1381-1398, 2006

134 Randal D. Koster, "GLACE: The Global Land–Atmosphere Coupling Experiment. Part I: Overview" American Meteorological Society 7 (7): 590-610, 2006

135 Rosie Eade, "Forecasting the number of extreme daily events out to a decade ahead" Wiley-Blackwell 117 (117): 2012

136 Emily Hamilton, "Forecasting the number of extreme daily events on seasonal timescales" Wiley-Blackwell 117 (117): 2012

137 Stephanie C. Herring, "Explaining Extreme Events of 2013 from a Climate Perspective" American Meteorological Society 95 (95): S1-S104, 2014

138 Jian-Ying Li, "Experimental 15-day-lead statistical forecast of intraseasonal summer monsoon rainfall over Eastern China" Informa UK Limited 9 (9): 66-73, 2016

139 In-Sik Kang, "Examination of multi-model ensemble seasonal prediction methods using a simple climate system" Springer Nature 26 (26): 285-294, 2006

140 Frédéric Vitart, "Evolution of ECMWF sub-seasonal forecast skill scores" Wiley-Blackwell 140 (140): 1889-1899, 2014

141 Jennifer A. Francis, "Evidence linking Arctic amplification to extreme weather in mid-latitudes" Wiley-Blackwell 39 (39): 2012

142 Anthony G. Barnston, "Evaluation of IRI’s Seasonal Climate Forecasts for the Extreme 15% Tails" American Meteorological Society 26 (26): 545-554, 2011

143 Tripathi, O. P., "Enhancing long-range forecast skill in boreal winter following stratospheric strong vortex conditions" 10 : 104007-, 2015

144 Doo Young Lee, "Enhancement of seasonal prediction of East Asian summer rainfall related to western tropical Pacific convection" Springer Nature 45 (45): 1025-1042, 2015

145 M. Sigmond, "Enhanced seasonal forecast skill following stratospheric sudden warmings" Springer Nature 6 (6): 98-102, 2013

146 Sang-Wook Yeh, "El Niño in a changing climate" Springer Nature 461 (461): 511-514, 2009

147 Karumuri Ashok, "El Niño Modoki and its possible teleconnection" Wiley-Blackwell 112 (112): 2007

148 Timo Vihma, "Effects of Arctic Sea Ice Decline on Weather and Climate: A Review" Springer Nature 35 (35): 1175-1214, 2014

149 Dao-Yi Gong, "East Asian Winter Monsoon and Arctic Oscillation" Wiley-Blackwell 28 (28): 2073-2076, 2001

150 Wang, B., "East Asian Monsoon" World Scientific 177-212, 2004

151 Henry F. Diaz, "ENSO variability, teleconnections and climate change" Wiley-Blackwell 21 (21): 1845-1862, 2001

152 M. J. McPhaden, "ENSO as an Integrating Concept in Earth Science" American Association for the Advancement of Science (AAAS) 314 (314): 1740-1745, 2006

153 Wenju Cai, "ENSO and greenhouse warming" Springer Nature 5 (5): 849-859, 2015

154 A. Weisheimer, "ENSEMBLES: A new multi-model ensemble for seasonal-to-annual predictions—Skill and progress beyond DEMETER in forecasting tropical Pacific SSTs" Wiley-Blackwell 36 (36): 2009

155 Jianqi Sun, "Dynamical seasonal predictability of the Arctic Oscillation using a CGCM" Wiley-Blackwell 35 (35): 1342-1353, 2015

156 K-M. Lau, "Dynamical and Boundary Forcing Characteristics of Regional Components of the Asian Summer Monsoon" American Meteorological Society 13 (13): 2461-2482, 2000

157 J. Shukla, "Dynamical Seasonal Prediction" American Meteorological Society 81 (81): 2593-2606, 2000

158 K. R. Sperber, "Dynamical Seasonal Predictability of the Asian Summer Monsoon" American Meteorological Society 129 (129): 2226-2248, 2001

159 Greg Roff, "Does increasing model stratospheric resolution improve extended-range forecast skill?" Wiley-Blackwell 38 (38): 2011

160 Justin Sheffield, "Development of a 50-Year High-Resolution Global Dataset of Meteorological Forcings for Land Surface Modeling" American Meteorological Society 19 (19): 3088-3111, 2006

161 Collins, W. D., "Description of the NCAR Community Atmosphere Model (CAM 3.0)" NCAR 226-, 2004

162 Sun-Seon Lee, "Deficiencies and possibilities for long-lead coupled climate prediction of the Western North Pacific-East Asian summer monsoon" Springer Nature 36 (36): 1173-1188, 2011

163 T. N. Palmer, "DEVELOPMENT OF A EUROPEAN MULTIMODEL ENSEMBLE SYSTEM FOR SEASONAL-TO-INTERANNUAL PREDICTION (DEMETER)" American Meteorological Society 85 (85): 853-872, 2004

164 Joel Michaelsen, "Cross-Validation in Statistical Climate Forecast Models" American Meteorological Society 26 (26): 1589-1600, 1987

165 Fischer, E. M., "Contribution of land-atmosphere coupling to recent European summer heat waves" 34 : L06707-, 2007

166 R. D. Koster, "Contribution of land surface initialization to subseasonal forecast skill: First results from a multi-model experiment" Wiley-Blackwell 37 (37): 2010

167 Sung-Ho Woo, "Connection between weak stratospheric vortex events and the Pacific Decadal Oscillation" Springer Nature 45 (45): 3481-3492, 2015

168 Arun Kumar, "Comparative Influence of Snow and SST Variability on Extratropical Climate in Northern Winter" American Meteorological Society 16 (16): 2248-2261, 2003

169 Tang, Q., "Cold winter extremes in northern continents linked to Arctic sea ice loss" 8 : 014036-, 2013

170 Jee-Hoon Jeong, "Changes in occurrence of cold surges over east Asia in association with Arctic Oscillation" Wiley-Blackwell 32 (32): 2005

171 Soo-Jin Sohn, "Assessment of the long-lead probabilistic prediction for the Asian summer monsoon precipitation (1983-2011) based on the APCC multimodel system and a statistical model" Wiley-Blackwell 117 (117): 2012

172 Hye-In Jeong, "Assessment of the APCC coupled MME suite in predicting the distinctive climate impacts of two flavors of ENSO during boreal winter" Springer Nature 39 (39): 475-493, 2012

173 Hyun-Ju Lee, "Assessment of medium-range ensemble forecasts of heat waves" Wiley-Blackwell 17 (17): 19-25, 2016

174 National Research Council, "Assessment of Intraseasonal to Interannual Climate Prediction and Predictability" National Academies Press 192-, 2010

175 Edwin P. Gerber, "Assessing and Understanding the Impact of Stratospheric Dynamics and Variability on the Earth System" American Meteorological Society 93 (93): 845-859, 2012

176 Ed Hawkins, "Aspects of designing and evaluating seasonal-to-interannual Arctic sea-ice prediction systems" Wiley-Blackwell 142 (142): 672-683, 2016

177 Bin Wang, "Asian summer monsoon rainfall predictability: a predictable mode analysis" Springer Nature 44 (44): 61-74, 2015

178 Thomas Jung, "Arctic influence on subseasonal midlatitude prediction" Wiley-Blackwell 41 (41): 3676-3680, 2014

179 William W. Hsieh, "Applying Neural Network Models to Prediction and Data Analysis in Meteorology and Oceanography" American Meteorological Society 79 (79): 1855-1870, 1998

180 Hamada S. Badr, "Application of Statistical Models to the Prediction of Seasonal Rainfall Anomalies over the Sahel" American Meteorological Society 53 (53): 614-636, 2014

181 Zhiwei Wu, "An empirical seasonal prediction model of the east Asian summer monsoon using ENSO and NAO" Wiley-Blackwell 114 (114): 2009

182 Michael Winton, "Amplified Arctic climate change: What does surface albedo feedback have to do with it?" Wiley-Blackwell 33 (33): 2006

183 Bin Wang, "Advance and prospectus of seasonal prediction: assessment of the APCC/CliPAS 14-model ensemble retrospective seasonal prediction (1980–2004)" Springer Nature 33 (33): 93-117, 2009

184 Cha, E.-J., "A study of characteristics of climate in South Korea for El Niño/La Niña years" 35 : 98-117, 1999

185 Cohen, J., "A new index for more accurate winter predictions" 38 : L21701-, 2011

186 Vladimir Petoukhov, "A link between reduced Barents-Kara sea ice and cold winter extremes over northern continents" Wiley-Blackwell 115 (115): 2010

187 Dim Coumou, "A decade of weather extremes" Springer Nature 2 : 491-496, 2012

188 Ahn, J.-B., "A Study on correlations between air-temperature and precipitation in Korea and SST over the Tropical Pacific" 33 : 487-495, 1997

189 Young-Mi Min, "A Probabilistic Multimodel Ensemble Approach to Seasonal Prediction" American Meteorological Society 24 (24): 812-828, 2009

190 Wolfgang Wagner, "A Method for Estimating Soil Moisture from ERS Scatterometer and Soil Data" Elsevier BV 70 (70): 191-207, 1999

191 정지훈, "2015/16 겨울 동아시아-한반도 기후 특성 분석" 한국기상학회 26 (26): 337-345, 2016