TY - JOUR
T1 - Statistical atmospheric downscaling for rainfall estimation in Kyushu Island, Japan
AU - Uvo, Cintia Bertacchi
AU - Olsson, Jonas
AU - Morita, Osamu
AU - Jinno, Kenji
AU - Kawamura, Akira
AU - Nishiyama, Koji
AU - Koreeda, Nobukazu
AU - Nakashima, Takanobu
PY - 2001/9/12
Y1 - 2001/9/12
N2 - The present paper develops linear regression models based on singular value decomposition (SVD) with the aim of downscaling atmospheric variables statistically to estimate average rainfall in the Chikugo River Basin, Kyushu Island, southern Japan, on a 12-hour basis. Models were designed to take only significantly correlated areas into account in the downscaling procedure. By using particularly precipitable water in combination with wind speeds at 850 hPa, correlation coefficients between observed and estimated precipitation exceeding 0.8 were reached. The correlations exhibited a seasonal variation with higher values during autumn and winter than during spring and summer. The SVD analysis preceding the model development highlighted three important features of the rainfall regime in southern Japan: (1) the so-called Bai-u front which is responsible for the majority of summer rainfall. (2) the strong circulation pattern associated with autumn rainfall, and (3) the strong influence of orographic lifting creating a pronounced east-west gradient across Kyushu Island. Results confirm the feasibility of establishing meaningful statistical relationships between atmospheric state and basin rainfall even at time scales of less than one day.
AB - The present paper develops linear regression models based on singular value decomposition (SVD) with the aim of downscaling atmospheric variables statistically to estimate average rainfall in the Chikugo River Basin, Kyushu Island, southern Japan, on a 12-hour basis. Models were designed to take only significantly correlated areas into account in the downscaling procedure. By using particularly precipitable water in combination with wind speeds at 850 hPa, correlation coefficients between observed and estimated precipitation exceeding 0.8 were reached. The correlations exhibited a seasonal variation with higher values during autumn and winter than during spring and summer. The SVD analysis preceding the model development highlighted three important features of the rainfall regime in southern Japan: (1) the so-called Bai-u front which is responsible for the majority of summer rainfall. (2) the strong circulation pattern associated with autumn rainfall, and (3) the strong influence of orographic lifting creating a pronounced east-west gradient across Kyushu Island. Results confirm the feasibility of establishing meaningful statistical relationships between atmospheric state and basin rainfall even at time scales of less than one day.
KW - Atmospheric downscaling
KW - Precipitation
KW - Rainfall
KW - Singular value decomposition
KW - Southern Japan
UR - http://www.scopus.com/inward/record.url?scp=0034871307&partnerID=8YFLogxK
U2 - 10.5194/hess-5-259-2001
DO - 10.5194/hess-5-259-2001
M3 - Article
AN - SCOPUS:0034871307
SN - 1027-5606
VL - 5
SP - 259
EP - 271
JO - Hydrology and Earth System Sciences
JF - Hydrology and Earth System Sciences
IS - 2
ER -