Prediction of Seasonal Frost Heave Behavior in Unsaturated Soil in Northeastern China Using Interactive Factor Analysis with Split-Plot Experiments and GRNN
Abstract
:1. Introduction
2. Materials and Methods
2.1. Study Area
2.2. Soil Sample Collection and Testing
2.2.1. Sample Collection
2.2.2. Soil Testing
2.3. Experimental Methods
2.3.1. Improved Frost Heave Experiments
2.3.2. Frost heave Experiments
2.4. Data Analysis
2.5. Prediction
3. Results and Discussion
3.1. Results of Improved Frost Heave Experiments
3.2. Frost Heave Experiments
3.3. Prediction of Frost Heave Behavior
4. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
NO. | CSS (%) | Compactness (%) | Temperature (°C) | Water Content (%) | η (%) |
---|---|---|---|---|---|
1 | 1.5 | 95 | −2 | 22 | −0.09 |
2 | 1.5 | 95 | −4 | 22 | 0.93 |
3 | 1.5 | 95 | −25 | 26 | 2.00 |
4 | 1.5 | 95 | −15 | 21 | 1.18 |
5 | 1.5 | 95 | −15 | 20 | 0.72 |
6 | 1.5 | 95 | 0 | 24 | −0.18 |
7 | 1.5 | 95 | −20 | 21 | 1.23 |
8 | 1.5 | 95 | −25 | 20 | 0.79 |
9 | 1.5 | 95 | −6 | 26 | 1.64 |
10 | 1.5 | 95 | −8 | 18 | 0.02 |
11 | 1.5 | 95 | −20 | 18 | 0.07 |
12 | 1.5 | 95 | −10 | 18 | 0.01 |
13 | 1.5 | 95 | −25 | 18 | 0.11 |
14 | 1.5 | 95 | −8 | 24 | 1.61 |
15 | 1.5 | 95 | −15 | 18 | 0.03 |
16 | 1.5 | 95 | −8 | 22 | 1.25 |
17 | 1.5 | 95 | −25 | 24 | 1.85 |
18 | 1.5 | 95 | 0 | 22 | −0.07 |
19 | 1.5 | 95 | −25 | 22 | 1.5 |
20 | 1.5 | 95 | −8 | 20 | 0.67 |
21 | 1.5 | 95 | −20 | 26 | 2.06 |
22 | 1.5 | 95 | −15 | 22 | 1.41 |
23 | 1.5 | 95 | 0 | 26 | −0.1 |
24 | 1.5 | 95 | −10 | 20 | 0.67 |
25 | 1.5 | 95 | −10 | 24 | 1.65 |
26 | 1.5 | 95 | −15 | 26 | 2 |
27 | 1.5 | 95 | −6 | 22 | 1.14 |
28 | 1.5 | 95 | −6 | 24 | 1.43 |
29 | 1.5 | 95 | −8 | 21 | 1.1 |
30 | 1.5 | 95 | −2 | 18 | −0.08 |
31 | 1.5 | 95 | −4 | 24 | 1.23 |
32 | 1.5 | 95 | −4 | 21 | 0.95 |
33 | 1.5 | 95 | −2 | 24 | −0.2 |
34 | 1.5 | 95 | −10 | 21 | 1.11 |
35 | 1.5 | 95 | −4 | 26 | 1.36 |
36 | 1.5 | 95 | −2 | 26 | −0.11 |
37 | 1.5 | 95 | −25 | 21 | 1.27 |
38 | 1.5 | 95 | −4 | 20 | 0.6 |
39 | 1.5 | 95 | −2 | 21 | −0.08 |
40 | 1.5 | 95 | −6 | 18 | 0.02 |
41 | 1.5 | 95 | 0 | 20 | −0.08 |
42 | 1.5 | 95 | −15 | 24 | 1.76 |
43 | 1.5 | 95 | −6 | 21 | 1.06 |
44 | 1.5 | 95 | 0 | 21 | −0.07 |
45 | 1.5 | 95 | −10 | 22 | 1.3 |
46 | 1.5 | 95 | −20 | 22 | 1.44 |
47 | 1.5 | 95 | 0 | 18 | −0.06 |
48 | 1.5 | 95 | −20 | 20 | 0.76 |
49 | 0 | 85 | −6 | 18 | −0.01 |
50 | 0 | 85 | −15 | 20 | −0.06 |
51 | 0 | 85 | −10 | 22 | 0.29 |
52 | 0 | 85 | −8 | 21 | 0.25 |
53 | 0 | 85 | −10 | 26 | 0.7 |
54 | 0 | 85 | −15 | 21 | 0.25 |
55 | 0 | 85 | −15 | 24 | 0.79 |
56 | 0 | 85 | 0 | 18 | −0.01 |
57 | 0 | 85 | −20 | 20 | −0.07 |
58 | 0 | 85 | −4 | 24 | 0.82 |
59 | 0 | 85 | −20 | 24 | 0.81 |
60 | 0 | 85 | −4 | 20 | 0 |
61 | 0 | 85 | −4 | 18 | −0.01 |
62 | 0 | 85 | −4 | 26 | 0.68 |
63 | 0 | 85 | −20 | 22 | 0.3 |
64 | 0 | 85 | −8 | 26 | 0.69 |
65 | 0 | 85 | −6 | 21 | 0.25 |
66 | 0 | 85 | −10 | 21 | 0.25 |
67 | 0 | 85 | −10 | 24 | 0.78 |
68 | 0 | 85 | −6 | 24 | 0.8 |
69 | 0 | 85 | −25 | 20 | −0.08 |
70 | 0 | 85 | −6 | 20 | −0.02 |
71 | 0 | 85 | −2 | 22 | 0.3 |
72 | 0 | 85 | −20 | 26 | 0.76 |
73 | 0 | 85 | −15 | 18 | −0.01 |
74 | 0 | 85 | −10 | 20 | −0.04 |
75 | 0 | 85 | −25 | 22 | 0.3 |
76 | 0 | 85 | −15 | 22 | 0.29 |
77 | 0 | 85 | −6 | 22 | 0.29 |
78 | 0 | 85 | −20 | 21 | 0.25 |
79 | 0 | 85 | −25 | 26 | 0.78 |
80 | 0 | 85 | −2 | 26 | 0.64 |
81 | 0 | 85 | −8 | 18 | −0.01 |
82 | 0 | 85 | 0 | 26 | −0.07 |
83 | 0 | 85 | −25 | 24 | 0.83 |
84 | 0 | 85 | −8 | 24 | 0.78 |
85 | 0 | 85 | 0 | 21 | 0 |
86 | 0 | 85 | −2 | 21 | 0.25 |
87 | 0 | 85 | −8 | 22 | 0.29 |
88 | 0 | 85 | −25 | 18 | −0.01 |
89 | 0 | 85 | −8 | 20 | −0.03 |
90 | 0 | 85 | 0 | 24 | −0.05 |
91 | 0 | 85 | −25 | 21 | 0.25 |
92 | 0 | 85 | 0 | 20 | 0 |
93 | 0 | 85 | −10 | 18 | −0.01 |
94 | 0 | 85 | −2 | 18 | −0.01 |
95 | 0 | 85 | −2 | 24 | 0.83 |
96 | 0.3 | 95 | −10 | 21 | 1.23 |
97 | 0.3 | 95 | −25 | 24 | 1.37 |
98 | 0.3 | 95 | −6 | 18 | 0.7 |
99 | 0.3 | 95 | −15 | 24 | 1.33 |
100 | 0.3 | 95 | 0 | 18 | −0.05 |
101 | 0.3 | 95 | −10 | 26 | 1.35 |
102 | 0.3 | 95 | −10 | 24 | 1.29 |
103 | 0.3 | 95 | −20 | 21 | 1.21 |
104 | 0.3 | 95 | −20 | 20 | 1.13 |
105 | 0.3 | 95 | −25 | 22 | 1.23 |
106 | 0.3 | 95 | −20 | 24 | 1.35 |
107 | 0.3 | 95 | −4 | 26 | 1.37 |
108 | 0.3 | 95 | −2 | 18 | 0.68 |
109 | 0.3 | 95 | −2 | 26 | 1.06 |
110 | 0.3 | 95 | −10 | 18 | 0.75 |
111 | 0.3 | 95 | −20 | 26 | 1.37 |
112 | 0.3 | 95 | −15 | 20 | 1.13 |
113 | 0.3 | 95 | −20 | 18 | 0.78 |
114 | 0.3 | 95 | −2 | 22 | 1.14 |
115 | 0.3 | 95 | 0 | 26 | −0.09 |
116 | 0.3 | 95 | −2 | 21 | 1.06 |
117 | 0.3 | 95 | −10 | 22 | 1.18 |
118 | 0.3 | 95 | −10 | 20 | 1.13 |
119 | 0.3 | 95 | −4 | 21 | 1.27 |
120 | 0.3 | 95 | −15 | 18 | 0.75 |
121 | 0.3 | 95 | −25 | 26 | 1.39 |
122 | 0.3 | 95 | −20 | 22 | 1.22 |
123 | 0.3 | 95 | −15 | 21 | 1.22 |
124 | 0.3 | 95 | −6 | 22 | 1.19 |
125 | 0.3 | 95 | −4 | 20 | 1.2 |
126 | 0.3 | 95 | −25 | 20 | 1.13 |
127 | 0.3 | 95 | 0 | 21 | −0.03 |
128 | 0.3 | 95 | −8 | 24 | 1.27 |
129 | 0.3 | 95 | −4 | 22 | 1.2 |
130 | 0.3 | 95 | 0 | 22 | −0.1 |
131 | 0.3 | 95 | −8 | 18 | 0.72 |
132 | 0.3 | 95 | −8 | 21 | 1.24 |
133 | 0.3 | 95 | −8 | 20 | 1.15 |
134 | 0.3 | 95 | 0 | 20 | −0.07 |
135 | 0.3 | 95 | −6 | 24 | 1.26 |
136 | 0.3 | 95 | −15 | 26 | 1.36 |
137 | 0.3 | 95 | −6 | 26 | 1.36 |
138 | 0.3 | 95 | −4 | 18 | 0.69 |
139 | 0.3 | 95 | −6 | 21 | 1.25 |
140 | 0.3 | 85 | −6 | 21 | 0.15 |
141 | 0.3 | 85 | −6 | 22 | 0.25 |
142 | 0.3 | 85 | −10 | 22 | 0.23 |
143 | 0.3 | 85 | 0 | 20 | 0 |
144 | 0.3 | 85 | −2 | 24 | 0.92 |
145 | 0.3 | 85 | −6 | 20 | −0.06 |
146 | 0.3 | 85 | −4 | 22 | 0.27 |
147 | 0.3 | 85 | −15 | 26 | 1.23 |
148 | 0.3 | 85 | −8 | 26 | 1.18 |
149 | 0.3 | 85 | −20 | 20 | −0.13 |
150 | 0.3 | 85 | −4 | 21 | 0.15 |
151 | 0.3 | 85 | −6 | 26 | 1.16 |
152 | 0.3 | 85 | 0 | 26 | −0.03 |
153 | 0.3 | 85 | −8 | 21 | 0.15 |
154 | 0.3 | 85 | −25 | 20 | −0.14 |
155 | 0.3 | 85 | −15 | 22 | 0.23 |
156 | 0.3 | 85 | −25 | 24 | 0.92 |
157 | 0.3 | 85 | −4 | 24 | 0.92 |
158 | 0.3 | 85 | −8 | 22 | 0.24 |
159 | 0.3 | 85 | −15 | 20 | −0.12 |
160 | 0.3 | 85 | −8 | 18 | −0.09 |
161 | 0.3 | 85 | −15 | 24 | 0.9 |
162 | 0.3 | 85 | −2 | 21 | 0.14 |
163 | 0.3 | 85 | 0 | 18 | 0 |
164 | 0.3 | 85 | −10 | 21 | 0.15 |
165 | 0.3 | 85 | −6 | 24 | 0.91 |
166 | 0.3 | 85 | −25 | 18 | −0.2 |
167 | 0.3 | 85 | −4 | 18 | −0.08 |
168 | 0.3 | 85 | −10 | 18 | −0.12 |
169 | 0.3 | 85 | −10 | 24 | 0.89 |
170 | 0.3 | 85 | −8 | 20 | −0.09 |
171 | 0.3 | 85 | −10 | 26 | 1.19 |
172 | 0.3 | 85 | −8 | 24 | 0.9 |
173 | 0.3 | 85 | −25 | 22 | 0.24 |
174 | 0.3 | 85 | −25 | 26 | 1.27 |
175 | 0.3 | 85 | −4 | 20 | −0.05 |
176 | 0.3 | 85 | −25 | 21 | 0.16 |
177 | 0.3 | 85 | −20 | 26 | 1.26 |
178 | 0.3 | 85 | −6 | 18 | −0.09 |
179 | 0.3 | 85 | 0 | 21 | −0.03 |
180 | 0.3 | 85 | −15 | 18 | −0.18 |
181 | 0.3 | 85 | −2 | 22 | 0.28 |
182 | 0.3 | 85 | −20 | 22 | 0.23 |
183 | 0.3 | 85 | 0 | 24 | −0.08 |
184 | 0.3 | 85 | −20 | 18 | −0.2 |
185 | 0.5 | 95 | −15 | 24 | 1.4 |
186 | 0.5 | 95 | −25 | 18 | 0.63 |
187 | 0.5 | 95 | −10 | 20 | 1 |
188 | 0.5 | 95 | 0 | 18 | −0.06 |
189 | 0.5 | 95 | 0 | 20 | −0.04 |
190 | 0.5 | 95 | −6 | 26 | 1.41 |
191 | 0.5 | 95 | −8 | 18 | 0.56 |
192 | 0.5 | 95 | −10 | 18 | 0.58 |
193 | 0.5 | 95 | −6 | 20 | 1.01 |
194 | 0.5 | 95 | −6 | 24 | 1.35 |
195 | 0.5 | 95 | −2 | 21 | 1.05 |
196 | 0.5 | 95 | 0 | 24 | −0.05 |
197 | 0.5 | 95 | −2 | 18 | 0.29 |
198 | 0.5 | 95 | −2 | 26 | 1.23 |
199 | 0.5 | 95 | −4 | 22 | 1.36 |
200 | 0.5 | 95 | −20 | 21 | 1.23 |
201 | 0.5 | 95 | −15 | 18 | 0.63 |
202 | 0.5 | 95 | −4 | 18 | 0.60 |
203 | 0.5 | 95 | −4 | 21 | 1.14 |
204 | 0.5 | 95 | −25 | 21 | 1.25 |
205 | 0.5 | 95 | 0 | 22 | −0.01 |
206 | 0.5 | 95 | −15 | 22 | 1.35 |
207 | 0.5 | 95 | −25 | 20 | 1.02 |
208 | 0.5 | 95 | −15 | 21 | 1.21 |
209 | 0.5 | 95 | −25 | 24 | 1.43 |
210 | 0.5 | 95 | −2 | 20 | 0.95 |
211 | 0.5 | 95 | −4 | 24 | 1.38 |
212 | 0.5 | 95 | −2 | 24 | 1.24 |
213 | 0.5 | 95 | −8 | 21 | 1.16 |
214 | 0.5 | 95 | −4 | 20 | 1.02 |
215 | 0.5 | 95 | −4 | 26 | 1.37 |
216 | 0.5 | 95 | −25 | 26 | 1.49 |
217 | 0.5 | 95 | −2 | 22 | 0.52 |
218 | 0.5 | 95 | −20 | 20 | 1.02 |
219 | 0.5 | 95 | −6 | 21 | 1.15 |
220 | 0.5 | 95 | −10 | 24 | 1.39 |
221 | 0.5 | 95 | −8 | 20 | 1.01 |
222 | 0.5 | 95 | 0 | 21 | −0.05 |
223 | 0.5 | 95 | −15 | 26 | 1.48 |
224 | 0.5 | 95 | −10 | 22 | 1.35 |
225 | 0.5 | 95 | −20 | 18 | 0.66 |
226 | 0.5 | 95 | −25 | 22 | 1.38 |
227 | 0.5 | 95 | −20 | 24 | 1.41 |
228 | 0.5 | 95 | −10 | 26 | 1.44 |
229 | 0.5 | 95 | −20 | 22 | 1.38 |
230 | 1.2 | 90 | −25 | 26 | 3.11 |
231 | 1.2 | 90 | −20 | 26 | 2.97 |
232 | 1.2 | 90 | −8 | 24 | 1.38 |
233 | 1.2 | 90 | −15 | 20 | 0.36 |
234 | 1.2 | 90 | 0 | 21 | −0.041 |
235 | 1.2 | 90 | −15 | 18 | 0 |
236 | 1.2 | 90 | −10 | 24 | 1.4 |
237 | 1.2 | 90 | −2 | 20 | 0.08 |
238 | 1.2 | 90 | −15 | 24 | 1.46 |
239 | 1.2 | 90 | −8 | 26 | 2.83 |
240 | 1.2 | 90 | −4 | 18 | 0 |
241 | 1.2 | 90 | −10 | 26 | 2.86 |
242 | 1.2 | 90 | −2 | 18 | 0 |
243 | 1.2 | 90 | −4 | 22 | 0.61 |
244 | 1.2 | 90 | −10 | 18 | 0 |
245 | 1.2 | 90 | −25 | 22 | 0.71 |
246 | 1.2 | 90 | −10 | 21 | 0.64 |
247 | 1.2 | 90 | −4 | 21 | 0.61 |
248 | 1.2 | 90 | −6 | 24 | 1.36 |
249 | 1.2 | 90 | −6 | 21 | 0.62 |
250 | 1.2 | 90 | −20 | 24 | 1.5 |
251 | 1.2 | 90 | 0 | 18 | 0 |
252 | 1.2 | 90 | −2 | 21 | −0.01 |
253 | 1.2 | 90 | −4 | 24 | 1.33 |
254 | 1.2 | 90 | −4 | 26 | 2.71 |
255 | 1.2 | 90 | −25 | 21 | 0.7 |
256 | 1.2 | 90 | −6 | 26 | 2.79 |
257 | 1.2 | 90 | −25 | 18 | 0 |
258 | 1.2 | 90 | −8 | 21 | 0.63 |
259 | 1.2 | 90 | −25 | 20 | 0.37 |
260 | 1.2 | 90 | 0 | 20 | −0.04 |
261 | 1.2 | 90 | −2 | 22 | 0.22 |
262 | 1.2 | 90 | −2 | 26 | 0.76 |
263 | 1.2 | 90 | −6 | 22 | 0.62 |
264 | 1.2 | 90 | −2 | 24 | 1.23 |
265 | 1.2 | 90 | −20 | 18 | 0 |
266 | 1.2 | 90 | 0 | 22 | −0.04 |
267 | 1.2 | 90 | −20 | 22 | 0.71 |
268 | 1.2 | 90 | −4 | 20 | 0.48 |
269 | 1.2 | 90 | −10 | 20 | 0.39 |
270 | 1.2 | 90 | −15 | 22 | 0.7 |
271 | 1.2 | 90 | −8 | 20 | 0.39 |
272 | 1.5 | 85 | −4 | 20 | 0.4 |
273 | 1.5 | 85 | −2 | 20 | −0.08 |
274 | 1.5 | 85 | −6 | 24 | 1.03 |
275 | 1.5 | 85 | −20 | 21 | 0.54 |
276 | 1.5 | 85 | −4 | 22 | 0.75 |
277 | 1.5 | 85 | −10 | 20 | 0.34 |
278 | 1.5 | 85 | −8 | 22 | 0.85 |
279 | 1.5 | 85 | 0 | 22 | −0.11 |
280 | 1.5 | 85 | 0 | 26 | −0.07 |
281 | 1.5 | 85 | 0 | 21 | −0.12 |
282 | 1.5 | 85 | −10 | 24 | 1.16 |
283 | 1.5 | 85 | −15 | 26 | 1.86 |
284 | 1.5 | 85 | −15 | 24 | 1.25 |
285 | 1.5 | 85 | −10 | 21 | 0.38 |
286 | 1.5 | 85 | −2 | 24 | 0.25 |
287 | 1.5 | 85 | −2 | 21 | −0.14 |
288 | 1.5 | 85 | −2 | 18 | −0.06 |
289 | 1.5 | 85 | −25 | 22 | 1.08 |
290 | 1.5 | 85 | −4 | 24 | 0.89 |
291 | 1.5 | 85 | −25 | 18 | −0.55 |
292 | 1.5 | 85 | −6 | 21 | 0.23 |
293 | 1.5 | 85 | −4 | 26 | 1.80 |
294 | 1.5 | 85 | −15 | 21 | 0.48 |
295 | 1.5 | 85 | −6 | 22 | 0.82 |
296 | 1.5 | 85 | 0 | 18 | −0.05 |
297 | 1.5 | 85 | 0 | 20 | −0.07 |
298 | 1.5 | 85 | −8 | 20 | 0.35 |
299 | 1.5 | 85 | −10 | 18 | −0.58 |
300 | 1.5 | 85 | −6 | 26 | 1.8 |
301 | 1.5 | 85 | 0 | 24 | 0.22 |
302 | 1.5 | 85 | −4 | 21 | 0.09 |
303 | 1.5 | 85 | −20 | 26 | 1.9 |
304 | 1.5 | 85 | −8 | 26 | 1.8 |
305 | 1.5 | 85 | −8 | 24 | 1.12 |
306 | 1.5 | 85 | −15 | 20 | 0.36 |
307 | 1.5 | 85 | −6 | 18 | −0.53 |
308 | 1.5 | 85 | −2 | 22 | −0.12 |
309 | 1.5 | 85 | −20 | 24 | 1.3 |
310 | 1.5 | 85 | −20 | 18 | −0.6 |
311 | 1.5 | 85 | −10 | 26 | 1.8 |
312 | 1.5 | 85 | −15 | 18 | −0.6 |
313 | 1.5 | 85 | −6 | 20 | 0.37 |
314 | 1.5 | 85 | −25 | 21 | 0.57 |
315 | 1.5 | 85 | −20 | 20 | 0.38 |
316 | 1.5 | 85 | −4 | 18 | −0.42 |
317 | 1.5 | 85 | −8 | 18 | −0.57 |
318 | 0.5 | 85 | −10 | 21 | 0.19 |
319 | 0.5 | 85 | −2 | 18 | −0.06 |
320 | 0.5 | 85 | −6 | 24 | 0.99 |
321 | 0.5 | 85 | −15 | 20 | −0.22 |
322 | 0.5 | 85 | −10 | 26 | 1.29 |
323 | 0.5 | 85 | −15 | 21 | 0.18 |
324 | 0.5 | 85 | −2 | 20 | −0.16 |
325 | 0.5 | 85 | −8 | 22 | 0.25 |
326 | 0.5 | 85 | −4 | 21 | 0.23 |
327 | 0.5 | 85 | −6 | 22 | 0.26 |
328 | 0.5 | 85 | −20 | 21 | 0.18 |
329 | 0.5 | 85 | −25 | 24 | 0.99 |
330 | 0.5 | 85 | −20 | 24 | 0.99 |
331 | 0.5 | 85 | −20 | 26 | 1.41 |
332 | 0.5 | 85 | −10 | 18 | −0.23 |
333 | 0.5 | 85 | −2 | 22 | 0.21 |
334 | 0.5 | 85 | −2 | 24 | 0.58 |
335 | 0.5 | 85 | −4 | 24 | 0.99 |
336 | 0.5 | 85 | −6 | 18 | −0.23 |
337 | 0.5 | 85 | −6 | 26 | 1.29 |
338 | 0.5 | 85 | 0 | 21 | −0.03 |
339 | 0.5 | 85 | −20 | 22 | 0.23 |
340 | 0.5 | 85 | −20 | 20 | −0.22 |
341 | 0.5 | 85 | −4 | 18 | −0.30 |
342 | 0.5 | 85 | −15 | 26 | 1.34 |
343 | 0.5 | 85 | 0 | 26 | −0.03 |
344 | 0.5 | 85 | −10 | 24 | 0.97 |
345 | 0.5 | 85 | −6 | 20 | −0.19 |
346 | 0.5 | 85 | −25 | 20 | −0.22 |
347 | 0.5 | 85 | 0 | 22 | −0.02 |
348 | 0.5 | 85 | −8 | 26 | 1.3 |
349 | 0.5 | 85 | −25 | 26 | 1.46 |
350 | 0.5 | 85 | 0 | 20 | −0.01 |
351 | 0.5 | 85 | −2 | 21 | 0.22 |
352 | 0.5 | 85 | −8 | 24 | 0.99 |
353 | 0.5 | 85 | −15 | 18 | −0.23 |
354 | 0.5 | 85 | −25 | 22 | 0.23 |
355 | 0.5 | 85 | −25 | 18 | −0.22 |
356 | 0.5 | 85 | −8 | 20 | −0.21 |
357 | 0.5 | 85 | 0 | 18 | 0 |
358 | 0.5 | 85 | −8 | 21 | 0.19 |
359 | 0.5 | 85 | −6 | 21 | 0.19 |
360 | 0.5 | 85 | −25 | 21 | 0.19 |
361 | 0.5 | 85 | −10 | 20 | −0.22 |
362 | 0.5 | 90 | −15 | 18 | 0.06 |
363 | 0.5 | 90 | −20 | 22 | 0.94 |
364 | 0.5 | 90 | −2 | 26 | 1.3 |
365 | 0.5 | 90 | −15 | 21 | 0.92 |
366 | 0.5 | 90 | −4 | 21 | 0.83 |
367 | 0.5 | 90 | −10 | 24 | 1 |
368 | 0.5 | 90 | −2 | 20 | 0.42 |
369 | 0.5 | 90 | −6 | 20 | 0.33 |
370 | 0.5 | 90 | −8 | 26 | 1.37 |
371 | 0.5 | 90 | 0 | 22 | −0.02 |
372 | 0.5 | 90 | −8 | 21 | 0.85 |
373 | 0.5 | 90 | −15 | 26 | 1.41 |
374 | 0.5 | 90 | 0 | 26 | −0.06 |
375 | 0.5 | 90 | −8 | 24 | 0.98 |
376 | 0.5 | 90 | −20 | 18 | 0.05 |
377 | 0.5 | 90 | −20 | 20 | 0.4 |
378 | 0.5 | 90 | −10 | 26 | 1.39 |
379 | 0.5 | 90 | −2 | 18 | −0.02 |
380 | 0.5 | 90 | −6 | 26 | 1.37 |
381 | 0.5 | 90 | −10 | 18 | 0.08 |
382 | 0.5 | 90 | −8 | 22 | 0.93 |
383 | 0.5 | 90 | −4 | 22 | 0.96 |
384 | 0.5 | 90 | −15 | 20 | 0.36 |
385 | 0.5 | 90 | 0 | 18 | −0.01 |
386 | 0.5 | 90 | −8 | 18 | 0.1 |
387 | 0.5 | 90 | −8 | 20 | 0.35 |
388 | 0.5 | 90 | −6 | 18 | 0.1 |
389 | 0.5 | 90 | −25 | 21 | 0.95 |
390 | 0.5 | 90 | −4 | 20 | 0.32 |
391 | 0.5 | 90 | −6 | 22 | 0.94 |
392 | 0.5 | 90 | 0 | 24 | −0.06 |
393 | 0.5 | 90 | −2 | 24 | 0.85 |
394 | 0.5 | 90 | −4 | 18 | 0.11 |
395 | 0.5 | 90 | 0 | 21 | −0.06 |
396 | 0.5 | 90 | −6 | 21 | 0.84 |
397 | 0.5 | 90 | −10 | 21 | 0.9 |
398 | 0.5 | 90 | −6 | 24 | 0.96 |
399 | 0.5 | 90 | −25 | 18 | 0.04 |
400 | 0.5 | 90 | −2 | 22 | 0.97 |
401 | 0.5 | 90 | −10 | 22 | 0.92 |
402 | 0.5 | 90 | −25 | 22 | 0.95 |
403 | 0.5 | 90 | −25 | 24 | 1.19 |
404 | 0.5 | 90 | −25 | 20 | 0.4 |
405 | 0.5 | 90 | −25 | 26 | 1.45 |
406 | 0.5 | 90 | −20 | 26 | 1.43 |
407 | 0 | 95 | −15 | 22 | 2.09 |
408 | 0 | 95 | −8 | 26 | 2.05 |
409 | 0 | 95 | −2 | 18 | 1.14 |
410 | 0 | 95 | −20 | 18 | 1.05 |
411 | 0 | 95 | −4 | 22 | 2.07 |
412 | 0 | 95 | −8 | 21 | 2.07 |
413 | 0 | 95 | 0 | 21 | −0.03 |
414 | 0 | 95 | −10 | 20 | 1.57 |
415 | 0 | 95 | −25 | 22 | 2.12 |
416 | 0 | 95 | −2 | 24 | 2.49 |
417 | 0 | 95 | −10 | 21 | 2.06 |
418 | 0 | 95 | −6 | 21 | 2.07 |
419 | 0 | 95 | −6 | 18 | 1.12 |
420 | 0 | 95 | −10 | 18 | 1.1 |
421 | 0 | 95 | −10 | 26 | 2.06 |
422 | 0 | 95 | −25 | 20 | 1.56 |
423 | 0 | 95 | −15 | 26 | 2.11 |
424 | 0 | 95 | −4 | 20 | 1.64 |
425 | 0 | 95 | −8 | 20 | 1.59 |
426 | 0 | 95 | −10 | 24 | 2.52 |
427 | 0 | 95 | −25 | 21 | 2.1 |
428 | 0 | 95 | −15 | 24 | 2.51 |
429 | 0 | 95 | −20 | 21 | 2.08 |
430 | 0 | 95 | −10 | 22 | 2.08 |
431 | 0 | 95 | −20 | 20 | 1.56 |
432 | 0 | 95 | −2 | 26 | 1.94 |
433 | 0 | 95 | −20 | 24 | 2.52 |
434 | 0 | 95 | −15 | 18 | 1.05 |
435 | 0 | 95 | −15 | 21 | 2.07 |
436 | 0 | 95 | 0 | 24 | −0.04 |
437 | 0 | 95 | −8 | 18 | 1.11 |
438 | 0 | 95 | −6 | 26 | 2.03 |
439 | 0 | 95 | 0 | 20 | −0.04 |
440 | 0 | 95 | −4 | 21 | 2.08 |
441 | 0 | 95 | −6 | 20 | 1.65 |
442 | 0 | 95 | −4 | 18 | 1.11 |
443 | 0 | 95 | −25 | 26 | 2.15 |
444 | 0 | 95 | −6 | 24 | 2.51 |
445 | 0 | 95 | −25 | 18 | 1.05 |
446 | 0 | 95 | −2 | 21 | 1.95 |
447 | 0 | 95 | −8 | 24 | 2.51 |
448 | 0 | 95 | 0 | 26 | −0.05 |
449 | 0 | 95 | −15 | 20 | 1.56 |
450 | 0 | 95 | 0 | 22 | −0.03 |
451 | 1.2 | 85 | 0 | 26 | −0.07 |
452 | 1.2 | 85 | −2 | 26 | 0.26 |
453 | 1.2 | 85 | −4 | 22 | 0.24 |
454 | 1.2 | 85 | −8 | 24 | 0.98 |
455 | 1.2 | 85 | −6 | 18 | −0.48 |
456 | 1.2 | 85 | −4 | 26 | 1.46 |
457 | 1.2 | 85 | −10 | 20 | −0.14 |
458 | 1.2 | 85 | −15 | 18 | −0.54 |
459 | 1.2 | 85 | −10 | 26 | 1.68 |
460 | 1.2 | 85 | −15 | 20 | −0.17 |
461 | 1.2 | 85 | −25 | 20 | −0.18 |
462 | 1.2 | 85 | −10 | 24 | 1 |
463 | 1.2 | 85 | −20 | 18 | −0.55 |
464 | 1.2 | 85 | −4 | 20 | −0.09 |
465 | 1.2 | 85 | 0 | 20 | −0.04 |
466 | 1.2 | 85 | −2 | 18 | −0.35 |
467 | 1.2 | 85 | −15 | 22 | 0.31 |
468 | 1.2 | 85 | −8 | 21 | 0.19 |
469 | 1.2 | 85 | −10 | 18 | −0.52 |
470 | 1.2 | 85 | −10 | 21 | 0.17 |
471 | 1.2 | 85 | −6 | 22 | 0.26 |
472 | 1.2 | 85 | −25 | 18 | −0.56 |
473 | 1.2 | 85 | −4 | 21 | 0.23 |
474 | 1.2 | 85 | −2 | 20 | −0.03 |
475 | 1.2 | 85 | −6 | 24 | 0.96 |
476 | 1.2 | 85 | 0 | 18 | 0 |
477 | 1.2 | 85 | −20 | 26 | 1.77 |
478 | 1.2 | 85 | −2 | 21 | 0.15 |
479 | 1.2 | 85 | −15 | 26 | 1.74 |
480 | 1.2 | 85 | −15 | 24 | 1.03 |
481 | 1.2 | 85 | 0 | 21 | −0.01 |
482 | 1.2 | 85 | −25 | 21 | 0.17 |
483 | 1.2 | 85 | −8 | 26 | 1.67 |
484 | 1.2 | 85 | −8 | 18 | −0.5 |
485 | 1.2 | 85 | −4 | 18 | −0.43 |
486 | 1.2 | 85 | −10 | 22 | 0.28 |
487 | 1.2 | 85 | −25 | 22 | 0.32 |
488 | 1.2 | 85 | −8 | 20 | −0.13 |
489 | 1.2 | 85 | −2 | 24 | 0.85 |
490 | 1.2 | 85 | −20 | 22 | 0.32 |
491 | 1.2 | 85 | −8 | 22 | 0.27 |
492 | 1.2 | 85 | −6 | 26 | 1.57 |
493 | 1.2 | 85 | −2 | 22 | −0.03 |
494 | 1.2 | 85 | −6 | 21 | 0.2 |
495 | 1.2 | 85 | 0 | 24 | −0.06 |
496 | 1.2 | 85 | −6 | 20 | −0.11 |
497 | 0.3 | 90 | −6 | 22 | 0.49 |
498 | 0.3 | 90 | −15 | 18 | −0.12 |
499 | 0.3 | 90 | −2 | 24 | 0.85 |
500 | 0.3 | 90 | −6 | 24 | 0.82 |
501 | 0.3 | 90 | −15 | 20 | 0.06 |
502 | 0.3 | 90 | −25 | 18 | −0.14 |
503 | 0.3 | 90 | −2 | 18 | −0.05 |
504 | 0.3 | 90 | −25 | 22 | 0.46 |
505 | 0.3 | 90 | −10 | 22 | 0.47 |
506 | 0.3 | 90 | −2 | 22 | 0.53 |
507 | 0.3 | 90 | −4 | 20 | 0.11 |
508 | 0.3 | 90 | −10 | 18 | −0.11 |
509 | 0.3 | 90 | −10 | 21 | 0.21 |
510 | 0.3 | 90 | 0 | 22 | −0.07 |
511 | 0.3 | 90 | −8 | 26 | 1.24 |
512 | 0.3 | 90 | −8 | 24 | 0.81 |
513 | 0.3 | 90 | −8 | 22 | 0.48 |
514 | 0.3 | 90 | −15 | 22 | 0.47 |
515 | 0.3 | 90 | −20 | 26 | 1.31 |
516 | 0.3 | 90 | 0 | 21 | 0 |
517 | 0.3 | 90 | −20 | 22 | 0.46 |
518 | 0.3 | 90 | −8 | 20 | 0.1 |
519 | 0.3 | 90 | −6 | 18 | −0.06 |
520 | 0.3 | 90 | −25 | 20 | 0.04 |
521 | 0.3 | 90 | −2 | 20 | −0.02 |
522 | 0.3 | 90 | −15 | 21 | 0.2 |
523 | 0.3 | 90 | −4 | 26 | 1.2 |
524 | 0.3 | 90 | −6 | 21 | 0.22 |
525 | 0.3 | 90 | 0 | 24 | −0.09 |
526 | 0.3 | 90 | −4 | 24 | 0.84 |
527 | 0.3 | 90 | −20 | 21 | 0.2 |
528 | 0.3 | 90 | −25 | 21 | 0.2 |
529 | 0.3 | 90 | 0 | 20 | −0.01 |
530 | 0.3 | 90 | −10 | 20 | 0.08 |
531 | 0.3 | 90 | −10 | 26 | 1.26 |
532 | 0.3 | 90 | −8 | 18 | −0.09 |
533 | 0.3 | 90 | −4 | 22 | 0.51 |
534 | 0.3 | 90 | −20 | 24 | 0.84 |
535 | 0.3 | 90 | −2 | 26 | 1.06 |
536 | 0.3 | 90 | −15 | 26 | 1.29 |
537 | 0.3 | 90 | −20 | 18 | −0.13 |
538 | 0.3 | 90 | 0 | 26 | −0.16 |
539 | 0.3 | 90 | −4 | 21 | 0.24 |
540 | 0.3 | 90 | −20 | 20 | 0.05 |
541 | 0.3 | 90 | −4 | 18 | −0.05 |
542 | 0.3 | 90 | −8 | 21 | 0.21 |
543 | 0.3 | 90 | 0 | 18 | 0 |
544 | 0.3 | 90 | −2 | 21 | 0.25 |
545 | 0.3 | 90 | −10 | 24 | 0.81 |
546 | 0.3 | 90 | −6 | 20 | 0.1 |
547 | 1.2 | 95 | −2 | 21 | −0.06 |
548 | 1.2 | 95 | −10 | 22 | 1.42 |
549 | 1.2 | 95 | −8 | 20 | 1.27 |
550 | 1.2 | 95 | −2 | 22 | 1.09 |
551 | 1.2 | 95 | −2 | 24 | 0.36 |
552 | 1.2 | 95 | −20 | 20 | 1.41 |
553 | 1.2 | 95 | −2 | 18 | −0.11 |
554 | 1.2 | 95 | −8 | 26 | 1.59 |
555 | 1.2 | 95 | −20 | 24 | 1.55 |
556 | 1.2 | 95 | −25 | 22 | 1.56 |
557 | 1.2 | 95 | −4 | 24 | 1.5 |
558 | 1.2 | 95 | −8 | 22 | 1.4 |
559 | 1.2 | 95 | −25 | 18 | 0.57 |
560 | 1.2 | 95 | −4 | 18 | 0.51 |
561 | 1.2 | 95 | −20 | 22 | 1.51 |
562 | 1.2 | 95 | −15 | 24 | 1.52 |
563 | 1.2 | 95 | −4 | 26 | 1.46 |
564 | 1.2 | 95 | −15 | 21 | 1.41 |
565 | 1.2 | 95 | −2 | 26 | 1.08 |
566 | 1.2 | 95 | 0 | 20 | −0.07 |
567 | 1.2 | 95 | 0 | 24 | −0.07 |
568 | 1.2 | 95 | −20 | 26 | 1.77 |
569 | 1.2 | 95 | −15 | 20 | 1.37 |
570 | 1.2 | 95 | −6 | 26 | 1.54 |
571 | 1.2 | 95 | −6 | 22 | 1.41 |
572 | 1.2 | 95 | −8 | 24 | 1.49 |
573 | 1.2 | 95 | 0 | 22 | −0.03 |
574 | 1.2 | 95 | −6 | 24 | 1.5 |
575 | 1.2 | 95 | −20 | 18 | 0.54 |
576 | 1.2 | 95 | −4 | 20 | 1.16 |
577 | 1.2 | 95 | −25 | 24 | 1.64 |
578 | 1.2 | 95 | −10 | 20 | 1.3 |
579 | 1.2 | 95 | −6 | 21 | 1.26 |
580 | 1.2 | 95 | −6 | 18 | 0.54 |
581 | 1.2 | 95 | −25 | 20 | 1.44 |
582 | 1.2 | 95 | −4 | 21 | 1.23 |
583 | 1.2 | 95 | −15 | 22 | 1.47 |
584 | 1.2 | 95 | −4 | 22 | 1.36 |
585 | 1.2 | 95 | −15 | 26 | 1.72 |
586 | 1.2 | 95 | −10 | 18 | 0.54 |
587 | 1.5 | 90 | −6 | 21 | 0.77 |
588 | 1.5 | 90 | 0 | 24 | −0.14 |
589 | 1.5 | 90 | −4 | 26 | 2.42 |
590 | 1.5 | 90 | −2 | 20 | −0.1 |
591 | 1.5 | 90 | −25 | 20 | 0.79 |
592 | 1.5 | 90 | −25 | 24 | 1.82 |
593 | 1.5 | 90 | 0 | 18 | −0.06 |
594 | 1.5 | 90 | −10 | 21 | 0.96 |
595 | 1.5 | 90 | −2 | 18 | −0.07 |
596 | 1.5 | 90 | −2 | 22 | −0.13 |
597 | 1.5 | 90 | −4 | 18 | −0.12 |
598 | 1.5 | 90 | −20 | 26 | 3.46 |
599 | 1.5 | 90 | 0 | 20 | −0.09 |
600 | 1.5 | 90 | −25 | 18 | −0.14 |
601 | 1.5 | 90 | −6 | 24 | 1.47 |
602 | 1.5 | 90 | −2 | 24 | −0.22 |
603 | 1.5 | 90 | −15 | 20 | 0.71 |
604 | 1.5 | 90 | −15 | 18 | −0.19 |
605 | 1.5 | 90 | 0 | 21 | −0.1 |
606 | 1.5 | 90 | −6 | 22 | 0.9 |
607 | 1.5 | 90 | −4 | 20 | 0.58 |
608 | 1.5 | 90 | −8 | 20 | 0.61 |
609 | 1.5 | 90 | −8 | 18 | −0.19 |
610 | 1.5 | 90 | −20 | 21 | 1.05 |
611 | 1.5 | 90 | −20 | 22 | 1.08 |
612 | 1.5 | 90 | −20 | 18 | −0.16 |
613 | 1.5 | 90 | −15 | 26 | 3.37 |
614 | 1.5 | 90 | −8 | 22 | 0.99 |
615 | 1.5 | 90 | −8 | 26 | 3.19 |
616 | 1.5 | 90 | −10 | 26 | 3.25 |
617 | 1.5 | 90 | −6 | 26 | 3 |
618 | 1.5 | 90 | −4 | 22 | 0.76 |
619 | 1.5 | 90 | −25 | 26 | 3.5 |
620 | 1.5 | 90 | −10 | 22 | 1.02 |
621 | 1.5 | 90 | −2 | 26 | −0.16 |
622 | 1.5 | 90 | −15 | 21 | 1.01 |
623 | 1.5 | 90 | −20 | 20 | 0.75 |
624 | 1.5 | 90 | −8 | 21 | 0.82 |
625 | 1.5 | 90 | −25 | 22 | 1.12 |
626 | 1.5 | 90 | −10 | 18 | −0.22 |
627 | 1.5 | 90 | −25 | 21 | 1.09 |
628 | 1.5 | 90 | 0 | 22 | −0.12 |
629 | 1.5 | 90 | −6 | 18 | −0.17 |
630 | 1.5 | 90 | −6 | 20 | 0.59 |
631 | 1.5 | 90 | −10 | 24 | 1.65 |
632 | 1.5 | 90 | −15 | 24 | 1.75 |
633 | 0 | 90 | −2 | 22 | 0.6 |
634 | 0 | 90 | −15 | 24 | 2.57 |
635 | 0 | 90 | −15 | 21 | 0.62 |
636 | 0 | 90 | −15 | 22 | 0.67 |
637 | 0 | 90 | −2 | 24 | 2.5 |
638 | 0 | 90 | −4 | 20 | 0.18 |
639 | 0 | 90 | −6 | 24 | 2.55 |
640 | 0 | 90 | −6 | 26 | 2.32 |
641 | 0 | 90 | −6 | 22 | 0.68 |
642 | 0 | 90 | −25 | 24 | 2.61 |
643 | 0 | 90 | −15 | 18 | 0.02 |
644 | 0 | 90 | −6 | 18 | 0.05 |
645 | 0 | 90 | −10 | 24 | 2.54 |
646 | 0 | 90 | −4 | 18 | 0.07 |
647 | 0 | 90 | −25 | 22 | 0.67 |
648 | 0 | 90 | −8 | 22 | 0.67 |
649 | 0 | 90 | −20 | 26 | 2.4 |
650 | 0 | 90 | −10 | 21 | 0.62 |
651 | 0 | 90 | −8 | 24 | 2.54 |
652 | 0 | 90 | −20 | 20 | 0.15 |
653 | 0 | 90 | −20 | 18 | 0.02 |
654 | 0 | 90 | −2 | 20 | 0.17 |
655 | 0 | 90 | −15 | 20 | 0.15 |
656 | 0 | 90 | 0 | 21 | 0 |
657 | 0 | 90 | −4 | 21 | 0.64 |
658 | 0 | 90 | −20 | 24 | 2.59 |
659 | 0 | 90 | −6 | 21 | 0.63 |
660 | 0 | 90 | −2 | 21 | 0.58 |
661 | 0 | 90 | −25 | 18 | 0.02 |
662 | 0 | 90 | −8 | 18 | 0.03 |
663 | 0 | 90 | −6 | 20 | 0.17 |
664 | 0 | 90 | −25 | 26 | 2.41 |
665 | 0 | 90 | −4 | 26 | 2.31 |
666 | 0 | 90 | −25 | 20 | 0.24 |
667 | 0 | 90 | 0 | 20 | −0.01 |
668 | 0 | 90 | −15 | 26 | 2.37 |
669 | 0 | 90 | −8 | 20 | 0.16 |
670 | 0 | 90 | −8 | 21 | 0.63 |
671 | 0 | 90 | −25 | 21 | 0.62 |
672 | 0 | 90 | −20 | 22 | 0.67 |
673 | 0 | 90 | −20 | 21 | 0.62 |
674 | 0 | 90 | −10 | 22 | 0.67 |
675 | 0 | 90 | −4 | 24 | 2.56 |
676 | 0 | 90 | 0 | 26 | −0.06 |
677 | 0 | 90 | 0 | 18 | 0 |
678 | 0 | 90 | −2 | 26 | 2.22 |
679 | 0 | 90 | −4 | 22 | 0.69 |
680 | 0 | 90 | −10 | 18 | 0.03 |
681 | 1.5 | 95 | −4 | 18 | 0.02 |
682 | 1.5 | 95 | −10 | 26 | 1.89 |
683 | 1.5 | 95 | −6 | 20 | 0.65 |
684 | 1.5 | 95 | −8 | 26 | 1.83 |
685 | 1.5 | 95 | −2 | 20 | −0.1 |
686 | 1.5 | 95 | −20 | 24 | 1.81 |
687 | 0 | 85 | 0 | 22 | −0.02 |
688 | 0 | 85 | −15 | 26 | 0.74 |
689 | 0 | 85 | −20 | 18 | −0.01 |
690 | 0 | 85 | −6 | 26 | 0.68 |
691 | 0 | 85 | −2 | 20 | 0.03 |
692 | 0 | 85 | −4 | 21 | 0.25 |
693 | 0 | 85 | −4 | 22 | 0.3 |
694 | 0.3 | 95 | −2 | 20 | 1.2 |
695 | 0.3 | 95 | −15 | 22 | 1.2 |
696 | 0.3 | 95 | −6 | 20 | 1.17 |
697 | 0.3 | 95 | −25 | 18 | 0.78 |
698 | 0.3 | 95 | −2 | 24 | 1.01 |
699 | 0.3 | 95 | −8 | 26 | 1.36 |
700 | 0.3 | 95 | −8 | 22 | 1.18 |
701 | 0.3 | 95 | −4 | 24 | 1.23 |
702 | 0.3 | 95 | −25 | 21 | 1.21 |
703 | 0.3 | 95 | 0 | 24 | −0.09 |
704 | 0.3 | 85 | 0 | 22 | −0.02 |
705 | 0.3 | 85 | −2 | 18 | −0.03 |
706 | 0.3 | 85 | −4 | 26 | 1.13 |
707 | 0.3 | 85 | −2 | 20 | −0.05 |
708 | 0.3 | 85 | −2 | 26 | 1.03 |
709 | 0.3 | 85 | −15 | 21 | 0.15 |
710 | 0.3 | 85 | −20 | 21 | 0.16 |
711 | 0.3 | 85 | −20 | 24 | 0.91 |
712 | 0.3 | 85 | −10 | 20 | −0.11 |
713 | 0.5 | 95 | −20 | 26 | 1.5 |
714 | 0.5 | 95 | −10 | 21 | 1.18 |
715 | 0.5 | 95 | −8 | 26 | 1.43 |
716 | 0.5 | 95 | 0 | 26 | −0.05 |
717 | 0.5 | 95 | −8 | 24 | 1.39 |
718 | 0.5 | 95 | −8 | 22 | 1.35 |
719 | 0.5 | 95 | −15 | 20 | 1.01 |
720 | 0.5 | 95 | −6 | 22 | 1.36 |
721 | 0.5 | 95 | −6 | 18 | 0.54 |
722 | 1.2 | 90 | −15 | 26 | 2.93 |
723 | 1.2 | 90 | 0 | 24 | −0.06 |
724 | 1.2 | 90 | 0 | 26 | −0.07 |
725 | 1.2 | 90 | −10 | 22 | 0.63 |
726 | 1.2 | 90 | −8 | 18 | 0 |
727 | 1.2 | 90 | −25 | 24 | 1.54 |
728 | 1.2 | 90 | −20 | 20 | 0.36 |
729 | 1.2 | 90 | −15 | 21 | 0.68 |
730 | 1.2 | 90 | −8 | 22 | 0.62 |
731 | 1.2 | 90 | −6 | 20 | 0.42 |
732 | 1.2 | 90 | −20 | 21 | 0.7 |
733 | 1.2 | 90 | −6 | 18 | 0 |
734 | 1.5 | 85 | −25 | 20 | 0.4 |
735 | 1.5 | 85 | −10 | 22 | 0.9 |
736 | 1.5 | 85 | −25 | 24 | 1.34 |
737 | 1.5 | 85 | −8 | 21 | 0.31 |
738 | 1.5 | 85 | −20 | 22 | 1.05 |
739 | 1.5 | 85 | −2 | 26 | −0.08 |
740 | 1.5 | 85 | −15 | 22 | 1 |
741 | 1.5 | 85 | −25 | 26 | 1.93 |
742 | 0.5 | 85 | 0 | 24 | −0.02 |
743 | 0.5 | 85 | −8 | 18 | −0.23 |
744 | 0.5 | 85 | −15 | 22 | 0.23 |
745 | 0.5 | 85 | −4 | 20 | −0.18 |
746 | 0.5 | 85 | −15 | 24 | 0.98 |
747 | 0.5 | 85 | −4 | 22 | 0.27 |
748 | 0.5 | 85 | −20 | 18 | −0.23 |
749 | 0.5 | 85 | −4 | 26 | 1.31 |
750 | 0.5 | 85 | −10 | 22 | 0.24 |
751 | 0.5 | 85 | −2 | 26 | 0.57 |
752 | 0.5 | 90 | −20 | 21 | 0.94 |
753 | 0.5 | 90 | −15 | 22 | 0.93 |
754 | 0.5 | 90 | −4 | 26 | 1.37 |
755 | 0.5 | 90 | −4 | 24 | 0.94 |
756 | 0.5 | 90 | −15 | 24 | 1.03 |
757 | 0.5 | 90 | −20 | 24 | 1.05 |
758 | 0.5 | 90 | −10 | 20 | 0.39 |
759 | 0.5 | 90 | −2 | 21 | 0.53 |
760 | 0.5 | 90 | 0 | 20 | −0.03 |
761 | 0 | 95 | −6 | 22 | 2.07 |
762 | 0 | 95 | −2 | 22 | 1.98 |
763 | 0 | 95 | −4 | 26 | 2.02 |
764 | 0 | 95 | −20 | 26 | 2.13 |
765 | 0 | 95 | −8 | 22 | 2.07 |
766 | 0 | 95 | 0 | 18 | −0.02 |
767 | 0 | 95 | −2 | 20 | 1.66 |
768 | 0 | 95 | −4 | 24 | 2.5 |
769 | 0 | 95 | −25 | 24 | 2.54 |
770 | 0 | 95 | −20 | 22 | 2.1 |
771 | 1.2 | 85 | 0 | 22 | −0.02 |
772 | 1.2 | 85 | −25 | 26 | 1.81 |
773 | 1.2 | 85 | −20 | 24 | 1.05 |
774 | 1.2 | 85 | −4 | 24 | 0.94 |
775 | 1.2 | 85 | −20 | 21 | 0.17 |
776 | 1.2 | 85 | −15 | 21 | 0.17 |
777 | 1.2 | 85 | −25 | 24 | 1.19 |
778 | 1.2 | 85 | −20 | 20 | −0.17 |
779 | 0.3 | 90 | −6 | 26 | 1.23 |
780 | 0.3 | 90 | −25 | 26 | 1.31 |
781 | 0.3 | 90 | −25 | 24 | 0.84 |
782 | 0.3 | 90 | −15 | 24 | 0.83 |
783 | 1.2 | 95 | −20 | 21 | 1.43 |
784 | 1.2 | 95 | −25 | 21 | 1.54 |
785 | 1.2 | 95 | −8 | 21 | 1.27 |
786 | 1.2 | 95 | −15 | 18 | 0.54 |
787 | 1.2 | 95 | −10 | 26 | 1.64 |
788 | 1.2 | 95 | −8 | 18 | 0.54 |
789 | 1.2 | 95 | −10 | 24 | 1.49 |
790 | 1.2 | 95 | −2 | 20 | −0.11 |
791 | 1.2 | 95 | 0 | 18 | −0.07 |
792 | 1.2 | 95 | −6 | 20 | 1.24 |
793 | 1.2 | 95 | 0 | 26 | −0.03 |
794 | 1.2 | 95 | −10 | 21 | 1.3 |
795 | 1.2 | 95 | 0 | 21 | −0.04 |
796 | 1.2 | 95 | −25 | 26 | 1.95 |
797 | 1.5 | 90 | −4 | 21 | 0.64 |
798 | 1.5 | 90 | 0 | 26 | −0.12 |
799 | 1.5 | 90 | −15 | 22 | 1.07 |
800 | 1.5 | 90 | −4 | 24 | 1.34 |
801 | 1.5 | 90 | −20 | 24 | 1.8 |
802 | 1.5 | 90 | −8 | 24 | 1.61 |
803 | 1.5 | 90 | −10 | 20 | 0.63 |
804 | 1.5 | 90 | −2 | 21 | −0.11 |
805 | 0 | 90 | −10 | 26 | 2.32 |
806 | 0 | 90 | −2 | 18 | 0.09 |
807 | 0 | 90 | 0 | 22 | −0.02 |
808 | 0 | 90 | −10 | 20 | 0.16 |
809 | 0 | 90 | 0 | 24 | −0.04 |
810 | 0 | 90 | −8 | 26 | 2.32 |
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Depths (cm) | Granulometric Composition | Water Content (%) | CSS (%) | pH | Density (g/cm3) | ||
---|---|---|---|---|---|---|---|
Clay (%) | Silt (%) | Sand (%) | |||||
20 | 31.20 | 59.20 | 9.60 | 12.50 | 0.60 | 9.2 | 1.57 |
30 | 41.70 | 52.80 | 5.50 | 19.80 | 0.55 | 8.4 | 1.60 |
40 | 36.90 | 53.60 | 9.50 | 20.70 | 0.49 | 8.6 | 1.58 |
50 | 44.80 | 50.60 | 4.60 | 20.60 | 0.35 | 8.7 | 1.62 |
70 | 43.90 | 52.00 | 4.10 | 20.80 | 0.28 | 8.6 | 1.62 |
100 | 42.70 | 52.70 | 4.60 | 18.10 | 0.29 | 8.5 | 1.61 |
Factors | Name | Change Type 1 | Low Level 2 | High Level 2 | Code Values 3 | |
---|---|---|---|---|---|---|
CSS | CSS (%) | Hard | 0.5 | 1.5 | −1 = 0.5 | 1 = 1.5 |
C | Compactness (%) | Hard | 85.0 | 95.0 | −1 = 85.0 | 1 = 95.0 |
T | Temperature (°C) | Easy | −25.0 | −4.0 | −1 = −25.0 | 1 = −4.0 |
WC | Water content (%) | Easy | 18.0 | 26.0 | −1 = 18.0 | 1 = 26.0 |
No. | Factors | Response | |||
---|---|---|---|---|---|
CSS (%) | Compactness (%) | Temperature (°C) | Water Content (%) | η (%) | |
1 | 1.5 | 95.0 | −4.0 | 26.0 | 1.38 |
2 | 1.5 | 95.0 | −25.0 | 18.0 | 0.11 |
3 | 1.5 | 85.0 | −4.0 | 18.0 | −0.47 |
4 | 1.5 | 85.0 | −25.0 | 26.0 | 1.93 |
5 | 1.5 | 85.0 | −25.0 | 18.0 | −0.60 |
6 | 1.5 | 85.0 | −4.0 | 26.0 | 1.79 |
7 | 1.5 | 95.0 | −25.0 | 26.0 | 2.10 |
8 | 1.5 | 95.0 | −4.0 | 18.0 | −0.02 |
9 | 0.5 | 85.0 | −25.0 | 26.0 | 1.43 |
10 | 0.5 | 85.0 | −4.0 | 18.0 | −0.23 |
11 | 0.5 | 85.0 | −25.0 | 18.0 | −0.23 |
12 | 0.5 | 85.0 | −4.0 | 26.0 | 1.29 |
13 | 0.5 | 95.0 | −25.0 | 26.0 | 1.51 |
14 | 0.5 | 95.0 | −4.0 | 18.0 | 0.54 |
15 | 0.5 | 95.0 | −25.0 | 18.0 | 0.66 |
16 | 0.5 | 95.0 | −4.0 | 26.0 | 1.38 |
Factors | Levels |
---|---|
Compactness (%) | 85.0, 90.0, 95.0 |
CSS (%) | 0.0, 0.3, 0.5, 1.2, 1.5 |
Water content (%) | 18.0, 20.0, 21.0, 22.0, 24.0, 26.0 |
Temperature (°C) | 0.0, −2.0, −4.0, −6.0, −8.0, −10.0, −15.0, −22.0, −25.0 |
Factor | DF1 | Coefficient | F-Value | p-Value |
---|---|---|---|---|
CSS | 1 | −0.0081 | 0.084 | 0.7830 |
Compactness | 1 | 0.1700 | 37.79 | 0.0017* |
Temperature | 1 | −0.0780 | 7.81 | 0.0382* |
Water content | 1 | 0.8200 | 851.09 | <0.0001* |
CSS × C | 1 | −0.0570 | 4.14 | 0.0976 |
CSS × WC | 1 | 0.2100 | 54.75 | 0.0007* |
C × T | 1 | −0.0590 | 4.51 | 0.0871 |
C × WC | 1 | −0.1800 | 41.74 | 0.0013* |
T × WC | 1 | −0.0630 | 5.10 | 0.0735 |
CSS × T × WC | 1 | −0.0440 | 2.52 | 0.1733 |
Statistical Values | Granulometric Composition | Water Content (%) | CSS (%) | Density (g/cm3) | η (%) | ||
---|---|---|---|---|---|---|---|
Clay (%) | Silt (%) | Sand (%) | |||||
Maximum | 53.46 | 49.89 | 8.18 | 24.80 | 0.92 | 1.90 | 3.50 |
Minimum | 41.93 | 41.43 | 4.26 | 7.30 | 0.34 | 1.80 | −0.60 |
Mean | 48.91 | 45.58 | 5.50 | 17.18 | 0.53 | 1.87 | 0.74 |
Response | Factor | Correlation Coefficient | ||
---|---|---|---|---|
Pearson | Kendall | Spearman | ||
η | CSS | 0.089* | 0.042 | 0.048 |
Compactness | 0.338** | 0.293** | 0.373** | |
Temperature | −0.289** | −0.255** | −0.351** | |
Water content | 0.628** | 0.482** | 0.614** | |
C × WC | 0.701** | 0.577** | 0.720** | |
CSS × WC | 0.234** | 0.171** | 0.232** |
Statistical Indexes | Single-GRNN | Interact-GRNN | ||
---|---|---|---|---|
Training | Testing | Training | Testing | |
R2 | 0.95 | 0.92 | 0.99 | 0.97 |
RMSE | 0.2000 | 0.2370 | 0.1059 | 0.1373 |
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Wan, H.; Bian, J.; Wu, J.; Sun, X.; Wang, Y.; Jia, Z. Prediction of Seasonal Frost Heave Behavior in Unsaturated Soil in Northeastern China Using Interactive Factor Analysis with Split-Plot Experiments and GRNN. Water 2019, 11, 1587. https://doi.org/10.3390/w11081587
Wan H, Bian J, Wu J, Sun X, Wang Y, Jia Z. Prediction of Seasonal Frost Heave Behavior in Unsaturated Soil in Northeastern China Using Interactive Factor Analysis with Split-Plot Experiments and GRNN. Water. 2019; 11(8):1587. https://doi.org/10.3390/w11081587
Chicago/Turabian StyleWan, Hanli, Jianmin Bian, Juanjuan Wu, Xiaoqing Sun, Yu Wang, and Zhuo Jia. 2019. "Prediction of Seasonal Frost Heave Behavior in Unsaturated Soil in Northeastern China Using Interactive Factor Analysis with Split-Plot Experiments and GRNN" Water 11, no. 8: 1587. https://doi.org/10.3390/w11081587