Perbandingan Penggunaan Data Hujan Lapangan dan Data Hujan Satelit untuk Analisis Hujan-aliran Menggunakan Model Ihacres

(1)

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(2)

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(3)

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(4)

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₌ _* _* 7 8 0_F* 3 8& " " " * 1 3 3 8& " #H I & I # ' 9 77 #> I & I #H , 7 # I & I #> * & I # ' 8! 1 , # . ! % 8 * + 7 9 " * % " 7 * % " + ! % 8 * " * " 9 7 * * J - 7 % 8 * 7 1 J 8 8 8 = = = -3 3 8; * + 7 9 3 * * " * - 7 3 3 8; * 7 1 8 8 = = = = 8 8

(5)

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(6)

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(7)

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{# :} " * 7 8%8 _#.0H _# _{= #/}

(8)

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(9)

/ 9 ! ' , 9 < " 7 " 3 8 0># * 7 # 7 8 & " 9 7 8" # 6 7 8 8 _{: #/>.} 6 7 5 " 8 8D _{: # H@} & " " 5 8 8 _{# 0/}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{: #//} _{: #//.} _{: #/} _# 6 7 5 " 8 8D _{: #H.@} _{: #. /} _{: # .} _# & " " 5 8 8 _# ₀ _# _{# >} _# & " " 5 5 " 8 8D _{# H} _{# 0@} _{# H/} _# " * 7 5 " 8%8D _{#0 /} _# _#>0 _# 8! 1 , - 7 # > - * " % " + 7 & " 7 = 7 * # 77 * " * 7 & " " * % " + 7 * " " * 0 * > ! 9 +

(10)

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

(12)

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(13)

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& * 7 3 ,6;& ! & 3 :

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

(14)

> 6"" 5 * $ 5 + 6 + * ; C 3 & 5 ' % " 5 7+ * 6"" 5 @ 8 C 01 /0= > & 3 7 *# ; * 6"" 5 ; * * 3 * $ 7 !" ' # ' & ? + M ? ( N 5 !" -; 5 ,+* 7+1 % * * 7 ; *7 $ % + - # ; *7 # 0 / = 0 > ! 7 # M # )# 3 ,6;& ! * - 3 * 3 $ 7 7 * $"" - 7 & % ( 4 C &8 + 2. 1 / H:/0 ) # , # ! # ! M ! # ' . : D ; *7 1 ; *7 $ % +