1

Fig. 1. Test road sections located nearby Parkano. Triangle symbols stand for location and lines stand for road. Two of test road sections located outside of map. A thin grey line indicates low volume road network.

2

Fig. 2. Location of measurement points (star-symbol) along the test road section. Numbers 1–7 denote the measurement points, WP stands for wheel path and CL stands for centre line.

3

Fig. 3. Test devices, dynamic penetrometer (DCP), Loadman (LFWD) and falling weight deflectometer (FWD).

Table 1. Summary of measuring devices is used in the study by test road, subgrade type and measurement round. The test roads rehabilitated during the study are shown on two consecutive rows with “a” denoting original road structure and “b” denoting rehabilitated road structure. “L” stands for the Loadman, “D” for the dynamic cone penetrometer and “F” for the falling weight deflectometer.
Test road No. Subgrade Measurement round  
  Spring
2009
Summer
2009
Spring
2010
Spring
2011
Spring
2012
Numbers of rounds
L, D F
41 Mineral L, D, F L, D L, D L, D L, D, F 5 2
61 Mineral L, D, F L, D L, D L, D L, D, F 5 2
71a Mineral L, D, F L, D L, D     3 1
71b         L, D L, D, F 2 1
111 Mineral L, D, F L, D L, D L, D L, D, F 5 2
121 Mineral L, D, F L, D L, D L, D L, D, F 5 2
131a Mineral     L, D     1  
131b         L, D L, D, F 2 1
151 Mineral L, D, F L, D L, D L, D L, D, F 5 2
211 Mineral       L, D L, D, F 2 1
511a Mineral L, D, F L, D L, D     3 1
511b         L, D L, D, F 2 1
521a Mineral L, D, F   L, D     2 1
521b         L, D L, D, F 2 1
Subtotal             44 18
40 Peat L, D, F L, D L, D L, D L, D, F 5 2
60a Peat L, D, F L, D L, D     3 1
60b         L, D L, D, F 2 1
70a Peat L, D, F L, D L, D     3 1
70b         L, D L, D, F 2 1
110a Peat L, D, F L, D L, D     3 1
110b         L, D L, D, F 2 1
120 Peat L, D, F L, D L, D L, D L, D, F 5 2
140 Peat     L, D     1 0
150 Peat L, D, F L, D L, D L, D L, D, F 5 2
160 Peat     L, D     1 0
200a Peat     L, D     1 0
200b           L, D, F 1 1
210 Peat       L, D L, D, F 2 1
250a Peat L, D, F L, D L, D     3 1
250b         L, D L, D, F 2 1
260 Peat L, D, F L, D L, D L, D L, D, F 5 2
510a Peat L, D, F L, D L, D     3 1
510b         L, D L, D, F 2 1
520a Peat     L, D     1 0
520b         L, D L, D, F 2 1
Subtotal             54 21
Total             98 39
4

Fig. 4. Operating principle of falling weight deflectometer (Spoof and Petäjä 2000).

Table 2. Mean, minimum and maximum thicknesses and grain size distributions (GSD) of road structural layers.
  Thickness of aggregate layer, cm Thickness of embankment
fill, cm
Thickness of peat, cm Aggregate layer EGSD, MPa Embankment
fill EGSD, MPa
Subgrade
EGSD, MPa
Mineral
Mean 24 37   138 49 31
N 8 8   8 8 8
Min 6 11   50 15 15
Max 32 55   200 70 50
Peat
Mean 23 51 145 147 66  
N 10 13 5 10 11  
Min 13 11 70 15 15  
Max 43 86 185 200 200  
Table 3. Mean volumetric water content (VWC) and ground water table (GWT) by test road section and time of measurement round. N stands for number of measurements by VWC device.
Test
road
N:o
Subgrade Spring
2009 
Spring
2009 
Spring
2010 
  Spring
2011 
  Spring
2012
VWC VWC VWC GWT VWC GWT GWT
Mean
(std. dev.)
N Mean
(std. dev.)
N Mean
(std. dev.)
N   Mean
(std. dev.)
N    
41 Mineral 6 (0) 3 11 (0) 3 15 (0) 3 65 9 (1) 3 75 55
61 Mineral 9 (1) 3 6 (1) 3 22 (4) 3 178     179 181
71a Mineral 16 (2) 3 14 (2) 3 18 (2) 3 124        
71b Mineral                   130 120
111 Mineral 17 (2) 3 13 (3)   19 (3) 3 93     93 82
121 Mineral 13 (2) 3 7 (3) 3 13 (2) 3 67 11 (0) 3 71  
131a Mineral         22 (09 3          
131b Mineral               17 (1) 3 103 60
151 Mineral 12 (2) 3 12 (2) 3 18 (1) 3 92 17 (1) 3 67 66
211 Mineral                      
511a Mineral 16 (6) 3 13 (3) 3 16 (2) 3 222        
511b Mineral               5 (0) 3   136
521a Mineral         21 (2) 3 110        
521b Mineral               8 (2) 3   107
40 Peat 7 (1) 3 12 (1) 3 13 (2) 3 72 15 (0) 3 73 65
60a Peat 12 (0) 3 8 (1) 3     22        
60b Peat                     58
70a Peat 10 (3) 3 16 (4) 3 18 (2) 3          
70b Peat                   82 72
110a Peat 16 (2) 3 13 (2) 3 17 (3) 3 60        
110b Peat               11 (2) 3 53 46
120 Peat 16 (0) 3 11 (1) 3 18 (2) 3 73 11 (0) 3 73  
140 Peat         21 (1) 3          
150 Peat 12 (2) 3 16 (3) 3 15 (2) 3 71 7 (2) 3 72 64
160 Peat                      
200a Peat                      
200b Peat                     48
210 Peat                   102 94
250a Peat 3 (0) 3 6 (1) 3 22 (4) 3 57        
250b Peat                   65 82
260 Peat 6 (1) 3 8 (2) 3 16 (1) 3 57       44
510a Peat 14 (4) 3 13 (3) 3 21 (2) 3 56        
510b Peat               6 (0) 3 217 42
520a Peat         22 (1) 3          
520b Peat               14 (1) 3 48 32
Table 4. Means (and standard deviations) of stiffnesses at all measurement points measured with the Loadman (ELFWD), dynamic cone penetrometer (EDCP) and falling weight deflectometer (EFWD) classified by measurement classes wheel path (WP) and centre line (CL) and measurement round of test road sections over a mineral subgrade.
Mineral WP CL
ELFWD, Mpa  EDCP, MPa  EFWD, MPa  ELFWD, MPa  EDCP, MPa  EFWD, MPa 
Mean
(std. dev.)
N Mean
(std. dev.)
N Mean
(std. dev.)
N Mean
(std. dev.)
N Mean
(std. dev.)
N Mean
(std. dev.)
N
Spring 2009 97 (28) 32 132 (27) 28 56 (22) 8 45 (12) 23 86 (27) 21    
Spring 2010 63 (23) 38 106 (28) 30     35 (10) 27 81 (15) 21    
Spring 2011 66 (25) 42 124 (45) 42     35 (11) 30 76 (15) 30    
Spring 2012 54 (21) 41 101 (24) 42 49 (16) 19 32 (12) 30 79 (20) 30 28 (9) 10
Average 70 (24)   116 (31)   53 (19)   37 (11)   81 (19) 26 28 (9)  
Summer 2009 113 (31) 28 159 (50) 28     57 (22) 21 94 (33) 21    
Table 5. Means (and standard deviations) of stiffnesses at all measurement points measured with the Loadman (ELFWD) and dynamic cone penetrometer (EDCP) classified by measurement classes wheel path (WP) and centre line (CL) and measurement round of roads over a peat subgrade.
Peat WP CL
ELFWD, MPa  EDCP, MPa  EFWD, MPa  ELFWD, MPa  EDCP, MPa  EFWD, MPa 
Mean
(std. dev.)
N Mean
(std. dev.)
N Mean
(std. dev.)
N Mean
(std. dev.)
N Mean
(std. dev.)
N Mean
(std. dev.)
N
Spring 2009 103 (24) 36 144 (19) 34 47 (25) 10 49 (17) 26 94 (36) 27    
Spring 2010 63 (18) 52 122 (28) 45     43 (21) 39 92 (21) 36    
Spring 2011 85 (21) 44 146 (43) 36     40 (14) 33 95 (33) 27    
Spring 2012 65 (25) 48 127 (34) 48 46 (19) 24 34 (14) 36 91 (28) 35 29 (11) 12
Average 79 (22)   135 (31)   47 (22)   42 (17)   93 (30)   29 (11)  
Summer 2009 113 (24) 36 173 (38) 36     55 (23) 27 109 (40) 27    
Table 6a. Correlation coefficients between stiffnesses measured with the Loadman (ELFWD), dynamic cone penetrometer (EDCP) and falling weight deflectometer (EFWD) classified by measurement classes wheel path (WP) and centre line (CL) on test roads over a mineral subgrade. P-values and the number of observations are given in the rows below the coefficient. Values in bold indicate that the calculated correlation is statistically significant (P-value < 0.05).
Mineral WP CL
EDCP EFWD EDCP EFWD VWC
WP ELFWD 0.707 0.572      
0.000 0.002      
169 26      
EDCP   0.559      
  0.003      
  26      
CL ELFWD     0.458 0.635 –0.412
    0.000 0.049 0.000
    123 10 90
EDCP       0.599 –0.291
      0.067 0.007
      10 84
Table 6b. Correlation coefficients between stiffnesses measured with the Loadman (ELFWD), dynamic cone penetrometer (EDCP) and falling weight deflectometer (EFWD) classified by measurement classes wheel path (WP) and centre line (CL) on test roads over a peat subgrade. P-values and the number of observations are given in the rows below the coefficient. Values in bold indicate that the calculated correlation is statistically significant (P-value < 0.05).
Peat WP CL
EDCP EFWD EDCP EFWD VWC
WP ELFWD 0.591 0.441      
0.000 0.010      
199 33      
EDCP   0.307      
  0.082      
  33      
CL ELFWD     0.462 0.912 –0.267
    0.000 0.000 0.000
    274 12 191
EDCP       0.349 –0.400
      0.266 0.063
      12 180
Table 7a. Correlation coefficients between stiffnesses measured with the Loadman (ELFWD), dynamic cone penetrometer (EDCP), dynamic cone penetrometer measurement from surface layer (EDCP 0–300) and surface deflection values of falling weight deflectometer at various radial distances classified by wheel path (WP) and centre line (CL) on the mineral subgrade. P-values and the number of observations are given in the rows below the coefficient. Values in bold indicate that the calculated correlation is statistically significant (P-value < 0.05).
Mineral WP CL
SCI 200 SCI 300 D 300–450 D 450–600 SCI 200 SCI 300 D 300–450 D 450–600
WP ELFWD –0.574 –0.636 –0.371 –0.179        
0.002 0.000 0.062 0.381        
26 26 26 26        
EDCP –0.624 –0.670 –0.337 –0.222        
0.001 0.000 0.093 0.276        
26 26 26 26        
CL ELFWD         0.046 –0.324 –0.402 –0.592
        0.900 0.361 0.250 0.072
        10 10 10 10
EDCP         –0.136 –0.708 –0.341 –0.633
        0.708 0.022 0.335 0.049
        10 10 10 10
EDCP 0–300         –0.048 –0.755 –0.481 –0.640
        0.896 0.012 0.159 0.046
        10 10 10 10
EDCP 300-         –0.188 –0.734 –0.245 –0.260
        0.603 0.016 0.495 0.469
        10 10 10 10
Table 7b. Correlation coefficients between stiffnesses measured with the Loadman (ELFWD), dynamic cone penetrometer (EDCP), dynamic cone penetrometer measurement from surface layer (EDCP 0–300) and surface deflection values of falling weight deflectometer at various radial distances classified by wheel path (WP) and centre line (CL) on the peat subgrade. P-values and the number of observations are given in the rows below the coefficient. Values in bold indicate that the calculated correlation is statistically significant (P-value < 0.05).
Peat WP CL
SCI 200 SCI 300 D 300–450 D 450–600 SCI 200 SCI 300 D 300–450 D 450–600
WP ELFWD –0.503 –0.470 –0.183 –0.095        
0.003 0.006 0.307 0.599        
32 33 33 33        
EDCP –0.403 –0.503 0.057 0.013        
0.022 0.003 0.752 0.942        
32 33 33 33        
CL ELFWD         –0.173 –0.636 –0.554 –0.375
        0.590 0.026 0.062 0.230
        12 12 12 12
EDCP         0.366 –0.391 –0.564 –0.230
        0.242 0.209 0.056 0.471
        12 12 12 12
EDCP 0–300         0.042 –0.590 –0.114 –0.163
        0.896 0.043 0.725 0.612
        12 12 12 12
EDCP 300-         0.200 –0.030 0.019 0.070
        0.534 0.926 0.829 0.829
        11 12 12 12 
Table 8a. Correlation coefficients between stiffnesses measured with the Loadman, dynamic cone penetrometer and Falling weight Deflectometer and corresponding stiffnesses derived from soil samples from the mineral subgrade. EGSD refer to elastic modulus estimations based on grain size distributions. WP stands for wheel path and CL stands for centre line. P-values and the number of observations are given in the rows below the coefficient. Values in bold indicate that the calculated correlation is statistically significant (P-value < 0.05) or strong (>0.400).
Mineral WP CL
ELFWD EDCP EFWD ELFWD EDCP EFWD
WP Aggregate EGSD 0.351 0.199 0.367      
0.049 0.275 0.179      
32 32 15      
Embankment fill EGSD –0.413 –0.558 –0.300      
0.014 0.000 0.241      
35 36 17      
Subgrade EGSD 0.019 –0.112 0.354      
0.923 0.570 0.215      
27 28 14      
CL Aggregate EGSD       0.415 –0.212 –0.196
      0.044 0.320 0.642
      24 24 8
Embankment fill EGSD       –0.479 –0.107 –0.101
      0.012 0.596 0.797
      27 27 9
Subgrade EGSD       0.201 0.449 0.652
      0.382 0.041 0.113
      21 21 7
Table 8b. Correlation coefficients between stiffnesses measured with the Loadman, dynamic cone penetrometer and Falling weight Deflectometer and corresponding stiffnesses derived from soil samples from the peat subgrade. EGSD refer to Elastic modulus estimations based on grain size distributions. WP stands for wheel path and CL stands for centre line. P-values and the number of observations are given in the rows below the coefficient. Values in bold indicate that the calculated correlation is statistically significant (P-value < 0.05) or strong (>0.400).
Peat WP CL
ELFWD EDCP EFWD ELFWD EDCP EFWD
WP Aggregate EGSD 0.248 0.172 0.101      
0.123 0.288 0.673      
40 40 20      
Embankment fill EGSD 0.321 0.537 0.147      
0.033 0.000 0.514      
44 44 22      
CL Aggregate EGSD       0.091 0.214 0.026
      0.632 0.256 0.943
      30 30 10
Embankment fill EGSD       0.346 0.561 0.417
      0.048 0.001 0.202
      33 32 11
Table 9a. Correlation coefficients between deflection bowl indices measured by the falling weight deflectometer and Elastic modulus of grain size distribution derived stiffnesses of mineral subgrade. WP stands for wheel path and CL stands for centre line. P-values and the number of observations are given in the rows below the coefficient. Values in bold indicate that the calculated correlation is statistically significant (P-value < 0.05).
Mineral WP CL
SCI 200 SCI 300 D 300–450 D 450–600 SCI 200 SCI 300 D 300–450 D 450–600
WP Aggregate EGSD 0.004 0.028 –0.045 –0.011        
0.986 0.898 0.840 0.960        
23 23 23 23        
Embankment fill EGSD 0.332 0.249 0.172 –0.300        
0.121 0.251 0.432 0.164        
23 23 23 23        
Subgrade EGSD –0.038 –0.098 –0.175 –0.277        
0.874 0.679 0.460 0.238        
20 20 20 20        
CL Aggregate EGSD         0.206 –0.072 0.443 0.436
        0.625 0.866 0.271 0.280
        8 8 8 8
Embankment fill EGSD         –0.912 –0.013 –0.769 –0.067
        0.002 0.975 0.026 0.875
        8 8 8 8
Subgrade EGSD         –0.567 0.106 –0.683 –0.748
        0.184 0.820 0.091 0.053
        7 7 7 7
Table 9b. Correlation coefficients between deflection bowl indices measured by the falling weight deflectometer and Elastic modulus of grain size distribution derived stiffnesses of peat subgrade. WP stands for wheel path and CL stands for centre line. P-values and the number of observations are given in the rows below the coefficient. Values in bold indicate that the calculated correlation is statistically significant (P-value < 0.05)
Peat WP CL
SCI 200 SCI 300 D 300–450 D 450–600 SCI 200 SCI 300 D 300–450 D 450–600
WP Aggregate EGSD –0.314 –0.323 –0.055 –0.092        
0.098 0.081 0.772 0.629        
29 30 30 30        
Embankment
fill EGSD
–0.474 –0.400 0.181 0.206        
0.007 0.024 0.322 0.258        
31 32 32 32        
CL Aggregate EGSD         0.181 –0.089 –0.292 –0.646
        0.617 0.806 0.413 0.043
        10 10 10 10
Embankment
fill EGSD
        –0.246 –0.804 –0.187 –0.133
        0.465 0.003 0.581 0.696
        11 11 11 11
5

Fig. 5. Comparison of the Loadman (LFWD) and falling weight deflectometer (FWD) results classified by subgrade type: peat (0) and mineral (1). The Elastic modulus for Loadman and falling weight deflectometer are called ELFWD and EFWD, respectively.

6

Fig. 6. Comparison of the dynamic cone penetrometer (DCP) and falling weight deflectometer (FWD) results classified by subgrade type: peat (0) and mineral (1). The elastic modulus for DCP and FWD are called EDCP and EFWD, respectively.

7

Fig. 7. Comparison of the Loadman (LFWD) and dynamic cone penetrometer (DCP) results classified by subgrade type: peat (0) and mineral (1). The Elastic modulus for Loadman and DCP are called ELFWD and EDCP, respectively.

Table 10. Regression model predicted Elastic modulus for the falling weight deflectometer (EFWD) from Loadman (ELFWD) and dynamic cone penetrometer (EDCP) of roads built on peat subgrade soils. N = 44. SE stands for standard error.
Model 1 2 3 4
Parameter Estimate
(SE)
Sig. Estimate
(SE)
Sig. Estimate
(SE)
Sig. Estimate
(SE)
Sig.
Intercept 18.9
(5.5)
0.001 41.5
(9.2)
<0.001 11.9
(9.9)
0.236 20.1
(16.3)
0.231
ELFWD 0.352
(0.077)
<0.001 0.369
(0.084)
<0.001        
EDCP         0.248
(0.080)
0.003 0.397
(0.123)
0.004
ThicknessAggregate     –0.969
(0.266)
0.001     –1.12 (0.304) 0.001
R2 0.327   0.596   0.183   0.487  
Table 11. Regression models predicting Elastic modulus for the FWD (EFWD) from Loadman (ELFWD) and DCP (EDCP) of roads built on mineral subgrade soils. N = 35. SE stands for standard error.
Model 1 2
Parameter Estimate
(SE)
Sig. Estimate
(SE)
Sig.
Intercept 19.5
(4.8)
<0.001 –0.7
(8.5)
0.931
ELFWD 0.432
(0.073)
<0.001    
EDCP     0.443
(0.082)
<0.001
R2 0.508   0.596  
Table 12. Regression models predicting Elastic modulus for the Loadman (ELFWD) based on DCP measurements (EDCP) on roads built on peat and mineral subgrade soils. N = 35. SE stands for standard error.
Model Peat Mineral
Parameter Estimate
(SE)
Sig. Estimate
(SE)
Sig.
Intercept –10.8
(13.2)
0.417 –30.6
(13.8)
0.033
EDCP 0.629
(0.107)
<0.001 0.878
(0.131)
<0.001
R2 0.444   0.575