Soil type and moisture content
The soil particle size distributions of the six adjacent machine-operating trails were found to be similar and belonged to the clay loam soil type (Table 1). Due to the dry and warm conditions during the data collection and the average soil moisture content within the range of 20 – 23%, it was decided to omit soil moisture from further analysis in the present study.
Soil dry bulk density
Dry bulk density in undisturbed areas ranged from 0.66 to 0.71 g cm-3 (Table 3), but machine traffic increased it to the range of 0.83–1.56 g cm-3. Dry bulk density was significantly affected by machine ground pressure, traffic frequency and travel speed, as well as by the interactions of traffic frequency × ground pressure, and traffic frequency × travel speed (Table 4).
tractor trails by 8%.
Table 3. Effect of the number of machine passes and travel speed on soil bulk density (g cm-3). Different letters indicate statistically significant differences (α ≤ 0.05) among group means based on Tukey’s HSD test.
Travel speed (m s-1)
|
Machine type
|
4WD Timberjack 450C
|
2WD Massey Ferguson 285
|
Un
|
1
|
3
|
6
|
10
|
15
|
Un
|
1
|
3
|
6
|
10
|
15
|
1
|
0.70Ae±0.05
|
0.94Ad±0.08
|
1.17Ac±0.09
|
1.46Ab±0.12
|
1.52Aa±0.13
|
1.56Aa±0.14
|
0.69Ae±0.05
|
0.85Ad±0.07
|
1.05Ac±0.08
|
1.26Ab±0.12
|
1.42Aa±0.12
|
1.49Aa±0.12
|
3
|
0.71Ae±0.05
|
0.90Ad±0.07
|
1.13ABc±0.10
|
1.32Bb±0.11
|
1.45Ba±0.11
|
1.51ABa±0.12
|
0.66Af±0.07
|
0.83Ae±0.09
|
0.98ABd±0.09
|
1.17ABc±0.08
|
1.34ABb±0.13
|
1.45Aa±0.10
|
5
|
0.69Af±0.04
|
0.89Ae±0.07
|
1.05Bd±0.09
|
1.21Cc±0.09
|
1.33Cb±0.11
|
1.47Ba±0.13
|
0.69Af±0.06
|
0.83Ae±0.07
|
0.93Bd±0.09
|
1.12Bc±0.10
|
1.28Bb±0.09
|
1.45Aa±0.13
|
Different letters indicate statistically significant differences (p < 0.05) among group means based on Tukey’s HSD test.
Capital letters highlight statistically significant differences among travel speed classes (column).
Lower case letters refer to the comparison made among six classes of traffic intensity on each machine type and travel speed class (row).
Table 4. Analysis of variance (p values) of the effects of machine passes, ground pressure and travel speed on soil physical properties.
|
p-values
|
Source of variable
|
Bulk density
|
Total porosity
|
Rut depth
|
Passes
|
≤ 0.05
|
≤ 0.05
|
≤ 0.05
|
Ground pressure
|
≤ 0.05
|
≤ 0.05
|
≤ 0.05
|
Travel Speed
|
≤ 0.05
|
≤ 0.05
|
≤ 0.05
|
Passes × Ground pressure
|
≤ 0.05
|
0.613
|
0.127
|
Passes × Travel speed
|
≤ 0.05
|
0.446
|
≤ 0.05
|
Ground pressure × Travel speed
|
0.725
|
≤ 0.05
|
0.118
|
Passes × Ground pressure × Travel speed
|
0.329
|
≤ 0.05
|
≤ 0.05
|
p-values less than 0.05 are given in bold.
The average soil bulk density on the cable skidder trail increased with machine passes, ranging from 0.89 g cm-3 (after one pass) to 1.56 g cm-3 (after 10 passes). This was also valid for the agricultural tractor trail, however, the bulk density values were lower, ranging from 0.83 g cm-3 (after one pass) to 1.49 g cm-3 (after 10 passes) (Table 3).
For both forest machines, dry bulk density increased with increasing traffic intensity at all travel speed levels (Table 3) and with decreasing travel speed at all traffic intensities (Table 3). The results showed that a travel speed increase from 1 to 5 m s-1, decreased the soil bulk density on the skidder trails by about 11% and on the agricultural
The initial first pass resulted in the highest increase of dry bulk density (by at least 23 and 30% compared to the undisturbed soil, for the light and heavy tractor, respectively), subsequent passes resulted in further, more limited relative increases (8% and 6% after 15 passes for the light and heavy model, respectively) (Figure 4).
Data analysis showed that the heavier machine increased soil bulk density more than the lighter one (Figure 5), this might indicate that the decisive role of ground pressure as a soil compaction factor during forest operations. Furthermore, there is evidence of a strong positive relationship between the travel speed of the tractor and soil bulk density that is supported by the linear regression models with very high predictive powers (R2>0.90), for both tractor types.
Total porosity
Total porosity in undisturbed areas ranged between 71.9% and 72.6% and did not differ significantly among the trails (Table 5), nevertheless, machine traffic reduced it to the range of 42.3–67.5%. Total porosity was significantly affected by ground pressure, travel speed, traffic frequency, the interaction of ground pressure × travel speed, and the interaction of all three factors (Table 4). Traffic of the light agricultural tractor caused mean reductions in total soil porosity of 6.7%, 15.4%, 23.6%, 31.2% and 36.2% following 1, 3, 6, 10 and 15 passes, respectively. The reductions in total soil porosity following heavy tractor traffic were higher, namely, 12.0%, 20.3%, 29.8%, 34.8% and 38.9% after 1, 3, 6, 10 and 15 passes, respectively.
In both tractor types, total porosity decreased consistently with decreasing travel speed at all traffic intensities (Table 5). Low travel speed resulted in the lowest total porosities in both cases (Figure 6).
Table 5. Effect of the number of machine passes on total porosity (%). Different letters indicate statistically significant differences (α ≤ 0.05) among group means based on Tukey’s HSD test.
Travel speed (m s-1)
|
Machine type
|
4WD Timberjack 450C
|
2WD Massey Ferguson 285
|
Un
|
1
|
3
|
6
|
10
|
15
|
Un
|
1
|
3
|
6
|
10
|
15
|
1
|
72.1Aa ±4.3
|
62.7Ab ±4.9
|
54.7Ac ±3.8
|
46.2Ad ±3.7
|
43.8Ae ±3.9
|
42.3Ae ±2.8
|
72.1Aa ±5.1
|
66.9Ab ±4.5
|
58.7Ac ±3.9
|
52.3Ad ±3.4
|
46.5Ae ±3.4
|
45.2Ae ±2.7
|
3
|
72.6Aa ±4.5
|
63.9Ab ±5.1
|
57.1ABc ±3.5
|
50.6Bd ±3.8
|
45.8Be ±3.6
|
43.9Ae±3.1
|
71.9Aa ±4.7
|
67.6Ab ±4.8
|
60.8ABc ±4.1
|
55.4ABd ±3.9
|
49.8ABe ±3.7
|
45.7Af ±2.8
|
5
|
72.5Aa ±4.6
|
64.4Ab ±4.8
|
61.2Bc ±3.9
|
55.6Cd ±4.2
|
52.1Ce ±3.8
|
46.5Bf ±2.9
|
72.3Aa ±5.2
|
67.5Ab ±4.6
|
63.6Bc ±3.7
|
57.3Bd ±3.9
|
52.4Be ±4.0
|
47.1Af ±3.1
|
Different letters indicate statistically significant differences (p < 0.05) among group means based on Tukey’s HSD test.
Capital letters highlight statistically significant differences among travel speed classes (column).
Lower case letters refer to the comparison made among six classes of traffic intensity on each machine type and travel speed class (row).
Rutting
Following machine traffic, rut depth ranged from 2.2 to 43.2 cm (Table 6) and it was significantly affected by machine ground pressure, traffic frequency, travel speed, the interaction of traffic frequency × travel speed, and the interaction of all three factors (Table 4). Ground pressure didn’t exert a significant effect on rut depth after one machine pass but this changed when traffic increased to three passes. Three passes could be perceived as a threshold value, above which rut depth values almost doubled in the heavy tractor treatments compared to those found in the lighter tractor treatments.
Table 6. Effect of the number of machine passes on rut depth (cm). Different letters indicate statistically significant differences (α ≤ 0.05) among group means based on Tukey’s HSD test.
Travel speed (m s-1)
|
Machine type
|
4WD Timberjack 450C
|
2WD Massey Ferguson 285
|
Un
|
1
|
3
|
6
|
10
|
15
|
Un
|
1
|
3
|
6
|
10
|
15
|
1
|
0Ae
|
0Ae
|
3.6Ad ±0.28
|
21.8Ac ±1.35
|
32.5Ab ±2.47
|
43.2Aa ±3.45
|
0Ae
|
0Ae
|
2.2Ad ±0.17
|
10.1Ac ±0.87
|
15.9Ab ±1.19
|
23.7Aa ±1.83
|
3
|
0Ae
|
0Ae
|
3.1Ad ±0.24
|
15.4Bc ±1.08
|
23.7Bb ±1.85
|
32.6Ba ±2.88
|
0Ad
|
0Ad
|
0Bd
|
7.3Bc ±0.59
|
12.4Bb ±0.93
|
18.1Ba ±1.42
|
5
|
0Ad
|
0Ad
|
0Bd
|
9.7Cc ±0.76
|
16.2Cb ±1.29
|
25.3Ca ±2.16
|
0Ad
|
0Ad
|
0Bd
|
6.5Cc ±0.43
|
10.7Cb ±0.74
|
14.6Ca ±1.17
|
Different letters indicate statistically significant differences (p < 0.05) among group means based on Tukey’s HSD test.
Capital letters highlight statistically significant differences among travel speed classes (column).
Lower case letters refer to the comparison made among six classes of traffic intensity on each machine type and travel speed class (row).
Regardless of the tractor type, rut depth increased invariably with i) increasing traffic intensity at all examined travel speed levels (Table 4) and ii) decreasing travel speed at all traffic intensities (Table 4). Finally, low travel speed resulted in the highest rut depths for both tractor types (Figure 7).