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Kasetsart J. (Nat. Sci.) 40(1) 253 Table 4 Training and testing result of ANNs models for single reservoir forecasting. Reservoirs Structures of ANNs R2 Models Structures IW M LR Training Testing (1) MB Daily MB_D 10-13-13-1 0.9 0.9 0.9 0.83 0.44 Weekly MB_B 11-6-6-6-1 0.9 0.9 0.9 0.88 0.45 Monthly (2) LC MB_B 11-4-4-4-1 0.9 0.9 0.9 0.95 0.50 Daily LC_B 10-8-8-8-1 0.9 0.9 0.9 0.74 0.70 Weekly LC_B 10-8-8-1 0.9 0.9 0.9 0.73 0.74 Monthly (3) LP LC_B 10-3-3-3-1 0.9 0.9 0.9 0.90 0.79 Daily LP_A 15-17-17-17-1 0.8 0.8 0.8 0.90 0.72 Weekly LP_A 15-10-10-10-1 0.8 0.8 0.8 0.89 0.74 Monthly (4) LK LP_A 15-5-5-5-1 0.8 0.8 0.8 0.93 0.82 Daily LK_A 10-63-1 0.9 0.9 0.9 0.86 0.55 Weekly LK_A 10-14-14-1 0.9 0.9 0.9 0.96 0.59 Monthly LK_B 8-5-5-5-1 0.9 0.9 0.9 0.97 0.80 Inflow (mcm.) Inflow (mcm.) 12 9 6 3 0 30 25 20 15 10 Apr-95 5 0 Actual Predicted R 2 Daily Model Training = 0.83 D:10-13-13-13-1 Jul-95 Nov-95 Mar-96 Jul-96 Predicted Nov-96 3 2 1 0 Mar-97 R2 R 10 8 4 3 2 Testing 6 1 0 = 0.70 0 2 Actual 3 4 2 0 2 Actual 3 4 2 = 0.44 Testing 1 1 Jul-97 Nov-97 Mar-98 Jul-98 Nov-98 (a) ANNs training and testing [MB_D] (b) ANNs training and testing [LC_B] R2 Daily Model Training Actual Predicted = 0.90 A:15-17-17-1 Predicted 12 9 6 3 0 Testing R 2 = 0.72 0 3 6 Actual 9 12 Jul-92 Oct-92 Feb-93 Jun-93 Oct-93 Feb-94 Jun-94 Oct-94 Feb-95 Jun-95 Oct-95 Feb-96 Jun-96 Oct-96 Feb-97 Jun-97 Oct-97 Jan-98 May-98 Sep-98 (c) ANNs training and testing [LP_A] (d) ANNs training and testing [LK_A] Inflow (mcm.) Inflow (mcm.) 40 30 20 10 0 0 Predicted Jan-99 Mar-99 May-99 Jun-99 Aug-99 Oct-99 R2 Daily Model Training Actual Predcted i = 0.86 A:10-63-1 Dec-99 Feb-00 Predicted 20 15 10 5 0 Daily Model Training Apr-00 Jun-00 R2 Actual Predicted = 0.74 B:10-8-8-8-1 Aug-00 Oct-00 Dec-00 Feb-01 Testing R 2 = 0.55 0 5 10 15 20 Actual Jul-87 Feb-88 Oct-88 Jun-89 Feb-90 Oct-90 Jun-91 Feb-92 Oct-92 May-93 Jan-94 Sep-94 May-95 Jan-96 Sep-96 May-97 Jan-98 Sep-98 Figure 2 Comparison of the actual and predicted inflow of selected ANNs daily models.
254 Inflow (mcm.) Inflow (mcm.) Inflow (mcm.) 40 30 20 10 0 R2 10 8 Testing 6 4 R 2 = 0.45 0 0 2 4 6 8 10 Actual 2 Weekly Model Training Actual Predicted = 0.88 B:11-6-6-6-1 Predicted Apr-95 Jul-95 Nov-95 Mar-96 Jun-96 Oct-96 Feb-97 80 60 40 20 0 80 60 40 20 Predicted R2 50 40 30 20 10 0 = 0.74 Testing 0 10 20 30 40 Actual 50 May-97 Sep-97 Jan-98 Apr-98 Aug-98 Dec-98 Weekly Model Training R2 Actual Predicted = 0.89 A:15-10-10-10-1 Jul-92 Nov-92 Apr-93 Aug-93 Jan-94 Jun-94 Oct-94 Mar-95 Jul-95 Dec-95 May-96 Sep-96 Feb-97 Jun-97 Nov-97 Apr-98 Aug-98 0 Kasetsart J. (Nat. Sci.) 40(1) Inflow (mcm.) Inflow (mcm.) 50 40 30 20 10 0 120 100 80 60 40 20 0 Jan-99 Weekly Model Training 15 10 R 5 0 2 Actual Predicted = 0.73 B:10-8-8-1 Predicted Mar-99 May-99 Aug-99 Oct-99 Predicted Dec-99 Feb-00 R2 50 40 30 20 10 0 = 0.59 Testing 0 10 20 30 40 50 Actual Testing R 2 = 0.74 0 5 10 15 Actual (a) ANNs training and testing [MB_B] (b) ANNs training and testing [LC_B] May-00 Jul-00 Sep-00 Dec-00 Feb-01 R2 Weekly Model Training Actual Predicted = 0.96 A:10-14-14-1 Jul-87 Apr-88 Jan-89 Oct-89 Jul-90 May-91 Feb-92 Nov-92 Aug-93 May-94 Mar-95 Dec-95 Sep-96 Jun-97 Mar-98 (c) ANNs training and testing [LP_A] (d) ANNs training and testing [LK_A] Figure 3 Comparison of the actual and predicted inflow of selected ANNs weekly models. Inflow (mcm.) 140 120 100 80 60 40 20 Monthly Model Training Actual predicted R 2 = 0.95 B:11-4-4-4-1 Predicted 60 40 20 0 Testing R 2 = 0.50 0 20 40 60 Actual Apr-95 Jul-95 Oct-95 Jan-96 Apr-96 Jul-96 Oct-96 Jan-97 Apr-97 Jul-97 Oct-97 Jan-98 Apr-98 Jul-98 Oct-98 0 Predicted 90 60 30 Jul-92 Jan-93 0 Testing R 2 = 0.82 03 0 60 90 Actual Jul-93 Jan-94 Jul-94 Jan-95 Jul-95 Monthly Model Training R2 Actual Predicted = 0.93 A:15-5-5-5-1 Jan-96 Jul-96 Jan-97 Jul-97 Jan-98 Jul-98 Inflow (mcm.) 140 120 100 80 60 40 20 0 Jan-99 Predicted 80 60 40 20 0 Mar-99 Te sting R 2 = 0.79 0 20 40 60 80 Actual May-99 Jul-99 Sep-99 Nov-99 Jan-00 Monthly Model Training R2 Actual Predicted = 0.90 B:10-3-3-3-1 Mar-00 May-00 Jul-00 (a) ANNs training and testing [MB_B] (b) ANNs training and testing [LC_B] 300 250 200 150 100 50 0 Jul-87 Monthly Model Training R2 Actual Predicted = 0.97 B:8-5-5-5-1 Aug-88 Sep-89 Oct-90 Nov-91 Dec-92 Predicted Jan-94 120 80 40 0 Feb-95 Sep-00 Testing (c) ANNs training and testing [LP_A] (d) ANNs training and testing [LK_B] Figure 4 Comparison of the actual and predicted inflow of selected ANNs monthly models. Inflow (mcm.) Nov-00 Jan-01 R 2 = 0.80 0 40 80 120 Actual Mar-96 Apr-97 May-98
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January - March 2006 Volume 40 Numb
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KASETSART JOURNAL NATURAL SCIENCE T
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In sacco Degradation Characteristic
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2 and management practices a sorghu
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4 the greater plant height was obta
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6 at Wolenchity (Figure 3) that led
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8 Stover and aboveground biomass Co
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10 Radford, B.J., A.J. Dry, L.N. Ro
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12 At present, new cultivars with h
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14 2000), grapevine (Lavee, 2000),
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16 repeatability of FW, FLT, FLW, S
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18 (Table 5) indicating that select
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Kasetsart J. (Nat. Sci.) 40 : 20 -
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22 measured to define fruit shape i
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24 for higher fruit number and yiel
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28 (Table 2). The numbers of flower
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30 to the color of fruit and seed c
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32 1999. Carrots and related vegeta
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34 MATERIALS AND METHODS Laboratory
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36 DISCUSSION Extensive studies hav
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38 from Gossypium hirsutum. J. Inse
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40 The natural resistance of plants
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42 4. Data collection and statistic
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44 was not significantly different
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46 showed the highest yield compare
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48 Kessmann, H., T. Staub, C. Hofma
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50 There are approximately 60 comme
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52 in PBST containing 2% ovalbumin
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54 Kasetsart J. (Nat. Sci.) 40(1) T
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56 Virus-free orchid plants show fa
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60 feed source was based on purchas
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62 intake of DM, CP, ether extract
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64 relatively slow and short. The p
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66 week 4. Milk composition was not
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68 Agricultural Experiment Station.
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70 et al., 2002). In contrast to ma
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72 level and showed marked polymorp
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76 loam (Eutric Fluvisol) soil and
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78 Eugenia caryophyllata, Echinops
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80 CONCLUSION In conclusion, out of
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82 of chromic acid titration method
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84 initials at the time of pinning
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86 vessels a point where the number
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88 Kasetsart J. (Nat. Sci.) 40(1) T
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90 CONCLUSIONS In the investigation
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92 1994; Strand et al., 1997). Now
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94 The clones were grown overnight
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96 isozymes. The copy number for nu
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98 Helianthus annuus. Theor. Appl.
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100 MATERIALS AND METHODS Plant mat
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102 The amount of Na + (%) 6 5 4 3
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104 NGE, 7-16 folds). Finally, all
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106 Anal. Biochem. 162: 156-159. Cr
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108 grown for academic purpose at N
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110 Cluster A was further separated
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112 Table 2 Similarity index of 19
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114 subjected to UPGMA and resultin
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116 Tabel 3 The similarity index of
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118 formation as seen from phylogen
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120 Genet. 101: 860-864. Lerceteau,
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122 INTRODUCTION Methylotrophic yea
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124 RESULTS AND DISCUSSION Screenin
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126 optimum temperature, insignific
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128 medium of C. boidinii (Volfova
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130 was observed soon after 24h cul
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132 Kasetsart J. (Nat. Sci.) 40(1)
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134 ACKNOWLEDGEMENTS This work was
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138 Determination of enzyme activit
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140 Table 1 Optimum and stability o
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142 for example recombinant E. coli
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144 were studied for β-1,3-1,4-glu
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146 ACKNOWLEDGEMENT This work was s
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150 vulcanization times were calcul
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152 RESULTS AND DISCUSSION Mechanic
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154 Kasetsart J. (Nat. Sci.) 40(1)
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156 blend with 0.5 phr Irganox. How
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160 (AA-680 ShiMADZU, Atomic Absorp
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162 warm, relatively shallow and hi
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164 cycle in crustacean (Chen et al
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166 Salaenoi, J. 2004. Changes of e
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168 MATERIALS AND METHODS This rese
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170 DISCUSSION The average total am
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174 repacked and scanned three time
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176 found the most in the shrimp fe
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178 PLS model The comparison betwee
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180 brix value and dry matter of ma
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182 approach to increase immunity t
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184 higher (P
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186 levels were significantly eleva
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190 currents. Zone 4: River outlet
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192 standing waters, thus the occur
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194 and moving to 59%TL in juvenile
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198 thin membrane (Figure 1A, B). T
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200 were clearly seen. The presence
Page 207 and 208: 202 could change to female at 6-12
Page 209 and 210: Kasetsart J. (Nat. Sci.) 40 : 204 -
Page 211 and 212: 206 water until the water became cl
Page 213 and 214: 208 reported by Thu and Preston (19
Page 215 and 216: 210 cavalcade hay. The crude protei
Page 217 and 218: 212 CONCLUSIONS Ruminal disappeared
Page 219 and 220: 214 ∅rskov, E.R. and I. McDonald.
Page 221 and 222: 216 is constrained mainly due to fa
Page 223 and 224: 218 SNF and fat composition in raw
Page 225 and 226: 220 in terms of both manual samplin
Page 227 and 228: 222 Harding, F. 1995. Compositional
Page 229 and 230: 224 proteins described by Barbut an
Page 231 and 232: 226 starch/flour, shaken vigorously
Page 233 and 234: 228 % Stress relaxation 54 49 44 39
Page 235 and 236: 230 Kasetsart J. (Nat. Sci.) 40(1)
Page 239 and 240: 234 categories including puffed sna
Page 241 and 242: 236 Cohesiveness of mass Crispness
Page 243 and 244: 238 Cohesiveness of mass Sweetness
Page 247 and 248: 242 3. Physicochemical properties 3
Page 251 and 252: 246 ACKNOWLEDGEMENTS This research
Page 253 and 254: 248 are now becoming more and more
Page 255 and 256: 250 downstream control. Lam Chae re
Page 257: 252 Kasetsart J. (Nat. Sci.) 40(1)
Page 261 and 262: 256 were above 0.70. The testing re
Page 263 and 264: 258 1999-2000 could be used for tra
Page 267 and 268: 262 we assume that r ≥ 2 and d r
Page 271 and 272: 266 Figure 1 Prototype domains. num
Page 273 and 274: 268 DISCUSSION Consequences indicat
Page 277 and 278: 272 George, B. K. 1997. The GIS Boo
Page 279 and 280: discussed; and appropriateness of t
Page 281 and 282: LITERATURE CITED FORMAT Manuscripts
Page 283 and 284: PRE-SUBMISSION CHECKLIST (see “In
Page 285 and 286: Send application materials to Payme
Page 287: Text and Journal Publication Co., L
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