SPT T
SPT T
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*Corresponding Author, Received: 17 Oct. 2017, Revised: 14 Nov. 2017, Accepted: 7 Dec. 2017
 ABSTRACT: Although in situ tests are very useful for obtaining data on the strength and deformation of a
 geomaterial, some of these tests have been criticized because of their limitations for identifying certain
 parameters. This paper presents research into a hitherto little used test here in Colombia, the SPT-T (Standard
 Penetration Test + Torque). This test combines the advantages of the Standard Penetration Test (SPT) and the
 Vane Shear Test (VST) to obtain a soil’s lateral friction and to correlate its classification and structure by
 means of the relationship between the NSPT and the torque applied. This study reaffirms the dependent
 relation between T/NSPT and soil structure found elsewhere in the world and investigates whether parameters
 governing the undrained condition of soil may be correlated with T/NSPT. Conceptually, a relationship
 between undrained soil conditions and the way the test is conducted is evidenced. For this reason, this
 research is an initial approach which open the door to continuing phases of research that may be able to
 develop appropriate correlations between undrained strengths of soft soils and the T/NSPT parameter used in
 analyses of this test.
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                International Journal of GEOMATE, Jan., 2018 Vol.14, Issue 41, pp.102-110
include a combination of the field and lab tests that               In this manner, the lateral friction of the split-
are ideal for the problem to be addressed [4].                spoon sampler is obtained [9]. Figure 2 shows
    The field tests most commonly used are                    SPT-T testing equipment: 1. Torque wrench, 2.
standard penetration tests, vane shear tests, cone            Adapter, 3. Sampler extension bar, 4. Adjustment
penetration       tests,      penetrometers      [5],         disc, 5. Sleeve and 6. Rod.
pressuremeters and dilatometers. However, there is                An advantage of this test is that the momentum
a wide variety of these tests currently in use in             measured is not affected by as many variables as in
geotechnics. Each test tends to be designed for the           the standard SPT. Factors that influence the
unique conditions of the soil type (Fig. 1) [6].              meaning of final SPT results, the number of
Most are not suitable for estimating geotechnical             hammer blows required to drive the sampler,
parameters in all types of soil. Each test applies            include potential errors in counting the number of
loads differently to measure soil response in order           blows, drop height, weight of hammer, type of
to obtain physical characteristics of the material.           sampler, and energy transfer from hammer blows.
Vertical drilling is required for SPT and some                Through the addition of the torque wrench, the
versions of PMT and VST. Tests such as CPT and                SPT-T also provides a reliable value of lateral
DMT do not require drilling since the direct-push             friction. Several recent advances in the use of the
technique is used. This technique does not generate           SPT-T for resolving geotechnical problems are due
shear within the soil to be tested. However, this             to introduction of analysis of the correlation of
type of test is not recommended in hard materials             T/NSPT (torque/number of blows) to various
such as cemented soils, rocks, and some gravels               geotechnical parameters.
that may prevent free penetration.                                The first part of this study analyzes T/NSPT.
    For this study, SPT-T has the advantage of                The initial idea of using use torque measurement
combining the classic Standard Penetration Test               with SPT was presented by Brazilian researchers
with the Vane Shear Test. SPT-T was created by                [11]. They also proposed using the T/NSPT ratio as
Ranzini [7], [8] who proposed a slight alteration in          a way to standardize NSPT apart from any additional
the SPT procedure based on the observation that               geotechnical       considerations        related     to
the operator applies torque to the bar with a hand            classification of soils. These authors made various
tool at the end of the test. Ranzini thought that the         measurements using several kinds of torque
wrench could simply be replaced with a torque to              obtained with manual and electric equipment.
measure the maximum torque needed to overcome                 They concluded that measurements taken using
the sampler’s resistance to rotation.                         different means are satisfactory [9]. In addition,
      The test basically uses the same principles as          suggested the eq. 1 for the estimation of the lateral
the SPT [1]-[3] in the first step when the split-             friction.
spoon sampler is inserted into the soil stratum
under study. In the second step, a torque wrench
attached to the bar, is used to rotate the sampler
while it measures the torsion required to overcome
the resistance of the soil.
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                International Journal of GEOMATE, Jan., 2018 Vol.14, Issue 41, pp.102-110
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                 International Journal of GEOMATE, Jan., 2018 Vol.14, Issue 41, pp.102-110
Table 1. Basic characterization parameters                         The SPT-T test do however have some major
                                     LL        LP                limitations, as those clearly provided by [9] in her
Sample    Depth (m)       w (%)                      USC
                                     (%)      (%)                PhD Thesis. It lacks standardization and its final
                         First site
                                                                 results are clearly influenced by the type of
 S2M1     1.00 – 1.50      37.4       50.6    21.6   CH
 S2M2     1.50 – 2.00      32.8       67.9    29.4   CH          equipment, operating crew, level of energy &
 S2M3     2.00 –2.50       32.1       48.1    24.5   CL          associated losses, type of driving hammer and the
 S2M4     2.50 – 3.00      34.1       45.7    23.0   CL          overall physical conditions of the sampler unit.
 S2M5     3.00 – 3.50      29.4       25.6    15.7   CL          Nevertheless, it is still the most used equipment in
 S3M1     1.10 – 1.18      36.3       65.8    31.6   CH
 S3M2     2.40 – 2.90      21.9       58.0    24.9   CH
                                                                 South America for field works, geotechnical
 S4M1     1.30 – 1.90      31.7       58.1    32.8   MH          characterization and foundation design. Hence, its
 S4M2     2.30 – 2.90      55.2       69.7    34.5   MH          usage is justified in the present study, although it is
 S4M3     3.20 – 3.80      31.5       40.6    22.1   CL          recognizable that other better techniques to derive
 S5M1     1.40 – 1.90      31.4       53.8    25.7   CH          the undrained shear strength are available (see
 S5M2     1.90 – 2.40      34.0       48.2    23.0   CL
 S5M3     2.40 – 2.90      45.4       59.8    26.9   CH          [24]).
 S5M4     2.90 – 3.40      40.1       48.9    22.1   CL
 S5M5     3.40 – 3.90      30.4       30.7    19.2   CL          3.3 VST Test (Vane Shear Test)
 S8M1     1.50 – 2.00      26.7       37.7    21.7   CL
                        Second site                                  For this type of study, it is necessary to have
 S2M1     1.60 – 2.20     66.45     110.0    46.0    MH          data in order to calibrate the new test to be
 S2M2     2.50 – 3.10     72.89     116.0    61.0    MH          evaluated. It was decided to conduct the VSTs
 S2M3     3.40 – 4.00     26.40      39.0    18.0    CL
 S2M4     4.40 – 5.00     25.42      26.0    14.0    CL          during the exploration campaign. We decided to
                                                                 follow the guidelines of the [16] and use
3.2 SPT-T (Standard Penetration Test+Torque)                     rectangular and trapezoid vanes to determine
                                                                 undrained shear strength (Su). Even though the
    Testing in the experimental field began with                 T/N value of SPT-T has not yet has been directly
the standard penetration test which was conducted                correlated with Su. This means that these
according to [1], [3]. A donut hammer was used                   measurements can be important for analysis of the
which allowed an approximate efficiency of 45%                   results of this research even though undrained
given the configuration used during all testing and              resistance depends on other factors such as
the Colombian context for this test [13]. For this               anisotropy, OCR and stress paths.
study, the NSPT parameter was obtained using
methodologies from [13] for correcting the                       3.4 Laboratory test
parameter according to confining and energy. N145
                                                                     As mentioned, the best accepted correlations
was obtained when the blows delivered in the field
                                                                 for the SPT-T are related to soil-sampler adherence
were corrected.
                                                                 estimation from which the soil can be classified
                                                                 and in some cases the soil structure characterized.
    Subsequently, we applied torque to the
                                                                 This is the focus of this study: to use T/N for a first
extension bar of the split-spoon sampler that had
                                                                 approach, within the framework described, both in
been driven into the ground in the first part of the
                                                                 soil     classification     and      characterization,
test. Torque was applied through constant 360°
                                                                 emphasizing in the undrained condition of the soil.
rotation which will be called Tmax in this article.
                                                                     In addition to VST, for characterization of the
After 30 seconds, residual torque was measured.
                                                                 soil in terms of its shear strength a series of tests
This new measurement has been named Tres (Fig.
                                                                 was performed. Under in-situ conditions, it is
3).
                                                                 evident that when there are undrained conditions it
                                                                 will affect the vicinity of the split-spoon sampler
                                                                 because of the speed of execution. For this reason,
                                                                 we decided to perform UU triaxial tests that were
                                                                 consistent with an exposed scenario, related with
                                                                 the obtaining of undrained parameters and the
                                                                 articulation with soil-sampler adherence since this
                                                                 may have an essential connection to the response
                                                                 of undrained soil.
4. RESULTS
4.1 SPT-T
   Figure 3. Torque wrench used in the SPT-T.                       Eight boreholes of four to five meters in depth
                                                                 were drilled to obtain a stratigraphic profile as
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                    International Journal of GEOMATE, Jan., 2018 Vol.14, Issue 41, pp.102-110
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                International Journal of GEOMATE, Jan., 2018 Vol.14, Issue 41, pp.102-110
The values of T/NSPT in the first case study do not            the soil far more than does application of torque to
reveal any trend related to depth. Instead, they               a spoon sampler. Even though it also produces
fluctuate, mostly between 1 and 2. According to                some failure of the material, due to the
[14], this type of result implies that these soils are         characteristics of this type of probe the lateral area
derived from sedimentary deposits. These soils                 of the sampler tends to slide more smoothly
close to the eastern piedmont of the city are                  through the soil, especially in soft soils. The T/NSPT
formed from deposits that have been weathered                  parameter, as at the first study site, shows that soils
over time from the rocks of the eastern hills and              are poorly structured and tend to be sedimentary.
then transported by rivers of the savanna. Over                This is consistent with the deposits found at this
time they have formed deeper layers of sediment.               location. This study validates, in principle, that the
For this reason, the value of T/NSPT should, in                variable T/NSPT is compatible with the soil
principle, be close to that based on global                    structure using the Brazilian experience as a
experience in this type of characterization.                   reference point.
                                                                  A comparison of the Su corrected by VST with
Table 3. TUU Tests for σ3 of 100, 200, 400                     the value obtained in UU triaxial testing shows
(kN/m2)                                                        that the field test tends to produce a more
       Sample         Depth (m)      Su (𝐤𝐍/𝐦𝟐 )               conservative value than that obtained in the
                      First site                               laboratory which makes the field test more suitable
       S2M1          1.00 – 1.50          135
       S2M2          1.50 – 2.00          101
                                                               for any analysis. For the purpose of this research, it
       S2M3           2.00 –2.50          109                  is important to clarify that, although there are
       S2M4          2.50 – 3.00           89                  established precedents for a possible correlation
       S2M5          3.00 – 3.50           71                  between T/N and undrained soil conditions, a
       S5M1          1.40 – 1.90          111                  general study is needed to obtain better correlation.
       S5M2          1.90 – 2.40           97
       S5M3          2.40 – 2.90          105
                                                               This is important because rotation of the split-
       S5M4          2.90 – 3.40           90                  spoon sampler eventually generates undrained soil
       S5M5          3.40 – 3.90           75                  conditions at the time of application of the test [19].
                     Second site                                   This research presents a high level of
       S2M1          1.60 – 2.20          178                  coincidence with previous studies which indicates
       S2M2          2.50 – 3.10          123                  that SPT-T is not only novel, but is a promising in-
       S2M3          3.40 – 4.00           93
                                                               situ test. In fact, it is currently coming into use by
       S2M4          4.40 – 5.00           64
                                                               consulting firms around the world. Also, is
   The methodology of [14] also suggests that                  revealed a solid correlation exists between the
smaller values of T/NSPT imply less structured soil.           dynamic        measurement        NSPT    and    static
                                                               measurements. For details see [20]-[22]. Although
This coincides with the soil analyzed in this study
                                                               there is congruence in the simplicity of the analysis
which has no structure. VST and UU triaxial
                                                               and execution of the test in this study, according to
results were correlated with SPT-T results for
                                                               [23] this methodology is incapable of providing
undrained soil conditions. Table 4 shows the                   results that can lead to fully established
undrained resistance of the soil analyzed at the first         correlations. This is due to several factors, among
and second study site obtained from two different              which is the fact that the ranges of torque found in
pathways. Suλ is estimated from the VST and                    diverse types of soil overlap which can generate
corrected with the proposal of [18] that uses the PI           ambiguous results. Similarly, the Brazilian
as correction parameter. SuUU is the undrained                 experience provides valid data for specific sites but
resistance determined by unconsolidated undrained              these data cannot be extrapolated to any soil
triaxial.                                                      classification [24],[25].
   Compatibility of torques measured using
different probes can be found by comparing                     5. CONCLUSIONS
maximum torque and residual torque. In all cases,
the materials were found to have sensitivities                     The standard penetration test with torque
(Tmax/Tres) of close to two or three times. However,           definitively complements conventional research
                                                               conducted with SPT, and, moreover, it provides a
it is logical to think that the structure of a soil
                                                               higher technical level. It overcomes many of the
tested with a vane probe will suffer greater
                                                               technical limitations for which SPT has been
distortion than the structure of a soil tested with a
                                                               strongly criticized, and is emerging as a more
split-spoon sampler, and this matches the results              reliable field test. The combinations of SPT, VST,
obtained.                                                      and SPT-T or additional tests reduces uncertainty
   When torque is applied to the vane probe, the               by correctly characterizing a site [26],[27],[28].
movement of the vanes accentuates rupturing of
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              International Journal of GEOMATE, Jan., 2018 Vol.14, Issue 41, pp.102-110
      Table 4. Number of blows in the field, maximum / residual torque in VST, SPT-T, 𝑆𝑢𝜆 and. 𝑆𝑢𝑈𝑈
                                     Tmax   [lbf-
 Depth (m)       Borehole     NF                      Tres [lbf-ft]   𝑆𝑢𝜆 [𝑘𝑁/𝑚 2 ]   T/N [kg-f/m]   SuUU [kN/𝑚2]
                                     ft]
                                                     First Site
                 1 (VSTr)     ―         75               25              196.88          ―            ―
                 2 (SPT–T)    4+6       115              85              ―               1.59         135
                 3 (VSTt)     ―         60               25              152.25          ―            ―
1.00 – 1.50
                 4 (VSTt)     ―         60               25              164.5           ―            ―
                 5 (SPT–T)    ―         65               20              ―               ―            ―
                 8 (SPT–T)    ―         80               30              ―               ―            ―
                 1 (VSTr)     ―         80               20              196.0           ―            ―
                 2 (SPT–T)    4+5       70               65              ―               1.07         101
                 3 (VSTt)     ―         60               20              152.25          ―            ―
                 4 (VSTt)     ―         60               27.5            164.5           ―            ―
1.50 – 2.00
                 5 (SPT–T)    3+4       82.5             60              ―               1.63         111
                 7 (VSTt)     1+1       20               5               61.25           ―            ―
                 8 (SPT–T)    5+5       97.5             90              ―               1.35         ―
                 9 (VSTt)     ―         55               20              168.43          ―            ―
                 1 (VSTr)     ―         57.5             30              161.0           ―            ―
                 2 (SPT–T)    5+6       70               65              ―               0.88         109
                 3 (VSTt)     ―         72.5             30              186.08          ―            ―
2.00 – 2.50      4 (VSTt)     ―         80               25              210.0           ―            ―
                 5 (SPT–T)    3+4       85               70              ―               1.68         97
                 8 (SPT–T)    8+8       60               52.5            ―               0.52         ―
                 9 (VSTt)     ―         80               20              219.33          ―            ―
                 2 (SPT–T)    6+5       80               55              ―               1.01         89
                 3 (VSTt)     ―         50               20              128.33          ―            ―
                 4 (VSTt)     ―         70               30              177.63          ―            ―
2.50 – 3.00      5 (SPT–T)    3+3       60               52.5            ―               1.39         105
                 7 (VSTt)     ―         45               22.5            118.13          ―            ―
                 8 (SPT–T)    10+6      77.5             45              ―               0.67         ―
                 9 (VSTt)     ―         80               20              210.0           ―            ―
                 2 (SPT–T)    1+1       47.5             40              ―               3.29         71
                 3 (VSTt)     ―         50               22.5            131.25          ―            ―
                 4 (VSTt)     ―         45               15              133.87          ―            ―
3.00 – 3.50      5 (SPT–T)    1+3       67.5             65              ―               1.34         90
                 7 (VSTt)     ―         20               10              52.5            ―            ―
                 8 (SPT–T)    1+1       55               47              ―               3.81         ―
                 9 (VSTt)     ―         80               30              210.0           ―            ―
                 2 (SPT–T)    1+1       30               27.5            ―               2.08         ―
                 4 (VSTt)     ―         30               10              89.25           ―            ―
3.50 – 4.00
                 5 (SPT–T)    3+2       67.5             50              ―               1.87         75
                 7 (VSTt)     ―         20               10              52.5            ―            ―
                 2 (SPT–T)    1+1       0                0               ―               ―            ―
                 3 (VSTt)     ―         25               5               65.63           ―            ―
4.00 – 4.50
                 4 (VSTt)     ―         30               10              78.75           ―            ―
                 7 (VSTt)     ―         45               25              118.13          ―            ―
                                                    Second Site
                 1 (VSTt)     ----       70               15            149.04           ----         ----
1.60 – 2.20
                 2 (SPT–T)    2+2        65               40             ----           2.25          178
                 1 (VSTt)     ----      100              37.5           221.66           ----         ----
2.50 – 3.10
                 2 (SPT–T)    3+3        75               50             ----           1.73          123
                 1 (VSTt)     ----       45               25            130.94           ----         ----
3.40 – 4.00
                 2 (SPT–T)    1+2       57.5              35             ----           2.65           93
                 1 (VSTt)     ----      ----              ----           ----            ----         ----
4.40 – 5.00
                 2 (SPT–T)    2+3        60               30             ----           1.66           64
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                 International Journal of GEOMATE, Jan., 2018 Vol.14, Issue 41, pp.102-110
    According to the state-of-the-art on this topic,                 measurements, SPT-T; Present Stage and Future
the best accepted correlations are related to                        Trends. Proc. ISSMGE, 1994, pp. 143-146.
identification of soil structure using T/NSPT as the             [12] Soares, J. Emprego do SPT-T e Pressiometro
main variable in the analysis of the test. This study                Ménard em um Deposito Arenoso da Região
has confirmed what has been found in other                           Litorânea de Joao Pessoa. Dissertação (Mestrado),
studies that when soils which are poorly structured                  Univ. Fed. da Paraíba. Dep. de Eng. Civil.
are tested, they present a low value of T/NSPT low                   Campina Grande. 1999.
which implies that they are sedimentary deposit                  [13] González, A. Estimativos de parámetros efectivos
soils as has been shown by [14]. Similarly, [29]                     de resistencia con el SPT. X Jornadas Geot. de la
have shown that large test values of NSPT reveal                     Ingeniería colombiana.1999.
great difficulty in the application of torque due to             [14] Décourt, L. SPT in non-classical materials. U.S.
the strong adherence between the soil and sampler.                   Brazil Geotechnical Workshop on applicability of
Conceptually, a relationship between undrained                       classical soil mechanics principles of structured
soil conditions and the way the test is conducted is                 soils, 1992, pp. 64-100.
evidenced. For this reason, this research is an                  [15] Décourt, L. A More Rational Utilization of Some
initial approach which open the door to continuing                   Old in-situ Tests. Proc. of the 1st international conf.
phases of research that may be able to develop                       on site characterization, 1998, pp. 913-918.
appropriate correlations between undrained                       [16] INVIAS. INV E-170-13 Ensayo de corte en
strengths of soft soils and the T/NSPT used in                        suelos cohesivos usando veleta de campo. Espec.
analyses of this test.                                                Generales de Construcción y Normas de Ensayo
                                                                      para Materiales de Carreteras. 2014.
6.REFERENCES                                                     [17] Carmona, J. and Ruge, J.C. Analysis of the
                                                                     existing correlations of effective friction angle for
[1] ASTM-American Society of Technical Materials.                    eastern piedmont soils of Bogota from in situ tests.
    ASTM D 1586. Standard test method for standard                   Tecno-Logicas, 18 (35), 2014, pp. 93-104.
    penetration test (SPT) and split barrel sampling of          [18] Bjerrum, L. Embankments on soft ground. Proc.
    soils. 2008. United States.                                      of the Specialty Conf. ASCE, 2(12), 1972, pp. 1-64.
[2] ABNT-Associação Brasileira de Normas Técnicas.               [19] Cangie, B. and Dipova, N. Estimation of
    NBR 6484. Execução de Sondagens de Simples                       Undrained Shear Strength of Konyaaltu Silty Clays.
    Reconhecimento dos Solos. 2001. Rio de Janeiro.                  Indian Journal of GeoMarine Sciences. 46 (03),
[3] INVIAS. INV-111-13, Ensayo Normal de                             2017, pp 513-520.
    Penetración (SPT) y Muestreo de Suelos con Tubo              [20] Kelley, S. and Lutenegger, A. Unit Skin Friction
    Partido. Espec. Generales de Construcción y                      from the Standard Penetration Test Supplemented
    Normas de Ensayo para Mat. de Carreteras. 2014.                  with the Measurement of Torque. Journal
[4] Briaud, J. Geotechnical Engineering: Unsaturated                 Geotechnical and Geoenvironmetal Engineering
    and Saturated Soils. Ed. Wiley, 2013. pp 15-56.                  ASCE, 2004, 130:540-543.
[5] Villavicencio, G., Breil, P., Espinace, R. and               [21] Heydarzadeh, A., Fakher, A. and Moradi, M. A
    Valenzuela, P. Control de compactación con                       feasibility study of Standard Penetration Test with
    penetrómetro ligero en relaves, considerando su                  Torque measurement (SPT-T) in Iran. Geotech.
    variabilidad material y estructural. Rev. de la                  and Geoph. Site Characterization 4, 2013.
    Constr. Pontificia Univ. Católica de Chile. 6(2).            [22] Lutenegger, A. and Kelley, S. Standard
    2007.                                                            Penetration Tests with Torque Measurement.
[6] Mayne, P., Coop, M., Springman, S., Huang, A.                    Geotec. Site Charact. Proc. Balkema. USA, 1998,
    and Zornberg, J. Geomaterial Behavior and                        pp. 939-945
    Testing. Proc. of the 17th Int. Conf. on Soil                [23] Scheilz, S. Development of SPT-torque test
    Mechanics and Geot. Eng. London: ISSMGE.                         correlations for glacial till. MS Thesis. Purdue
    2009. pp. 2777-2872.                                             Univ. 2012.
[7] Ranzini, S. SPT-F. Solos e Rochas, 11, 1988, pp.             [24] Peixoto, A., Albuquerque, P. and de Carvalho, D.
    29-30.                                                           Utilization of SPT-T, CPT and DMT tests to
[8] Ranzini, S. SPT-F: 2ª parte. Solos e Rochas, 17 (3),             predict the ultimate bearing capacity of precast
    1994, pp. 189-190.                                               concrete pile in Brazilian unsaturated soil.
[9] Peixoto, A. Estudo do ensaio SPT-T e sua                         Advances in unsaturated geotechnics. ASCE, 2000,
    aplicação na pratica de engenharia de fundações.                 pp.32-39
    PhD. Thesis. Unicamp. 2001.                                  [25] Peixoto, A., Antenor, V., Rams, T. and David, R.
[10] Alonso, U. Correlação Entre o Atrito lateral                    Rod length influence in torque measurements of
    medido com o Torque e o SPT. Solos e Rochas. 3,                  SPT-T. ASCE, 2007, p. 1-14.
    1994, pp. 191-194.                                           [26] Peixoto, A. and de Carvalho, D. Determination of
[11] Décourt, L. and Quaresma, F. Practical                          soil properties from standard penetration test
    Applications of the SPT Complemented by torque                   complemented by torque measurement. Acta
                                                           109
                                     International Journal of GEOMATE, Jan., 2018 Vol.14, Issue 41, pp.102-110
                        Scientiarum Technology, 36 (4), 2014, pp. 617-                 [29] Piovan, T. and Peixoto, A. Influence of angular
                        621.                                                               trust in the measurement of torque in the SPT-T.
                    [27] Schnaid, F., Lourenco, D. and Odebrecht, E.                       Fundamentals to application in geotechnics.
                        Interpretation of static and dynamic penetration                   Manzanal and Sfriso (eds). 2015.
                        tests in coarse-grained soils. Geotechnique Letters 7.
                        2017.
                                                                                       Copyright © Int. J. of GEOMATE. All rights reserved,
                    [28] Hafez, D., Mahgoub, A., and Kief, M. General
                                                                                       including the making of copies unless permission is
                         regression neural network modeling of soil
                                                                                       obtained from the copyright proprietors.
                         characteristics from field tests. Int. Journal of
                         GEOMATE, Jan., 2017, Vol. 12, 29, pp. 132 -
                         139
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