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| Çevrimdışı ![]() Üyelik tarihi: 07 Aralık 2022 Konular: 21245 Mesajlar: 24.248
Nerden: İstanbul Cinsiyet: Erkek Web Site: TRmIRC.Net IRC Sunucu: IRC.TRmIRC.Net Alınan Beğeni: 3770 Beğendikleri: 6794 Ruh Hali : : | Kamil Kayabali a, *, Ozgur Akturk b, Mustafa Fener a, Ali Ozkeser a, Ayla Bulut Ustun c, Orhan Dikmen a, Furkan Harputlugil a, Ramin Asadi a a AnkaraUniversity,Geological Engineering Department, 06100 Ankara, Turkey b Akdeniz University, Geological Engineering Department, 07058 Ankara, Turkey c MineralResearchand Exploration Institute, Ankara 06100, Turkey a r t i c l e i n f o Article history: Received 22 June 2015 Received in revised form 14 December 2015 Accepted 4 January 2016 Available online 5 January 2016 Keywords:Atterberg limits Remolded soils Mud press method Soil classification a b s t r a c t [IMG]file:///C:\Users\CPY\AppData\Local\Temp\msohtmlclip1\01\cl ip_image002.png[/IMG] Consistency limits are one of the most prominent parameters to be determined in geotechnical in- vestigations. While these limits are akin to one another, different tools determine each one. Each method of determining consistency limits has its own uncertainties, the operator dependency being the top source of uncertainty. Liquid limit (LL) and plastic limit (PL) tests have a number of uncertainties affecting the test results. The very speculative nature of the bead-rolling method for the plastic limit has long been known. Besides this, its results can be barely accepted as quantitative. In the past, a number of attempts have been made to eliminate these setbacks for Atterberg limits. The scope of this investigation is to evaluate the potential of newly developed "mud press method (MPM)" to predict the two consistency limits. The material employed for this investigation covers 275 soils, whose liquid limits range from 28 to 166. The log(a) and 1/b parameters obtained from the MPM method were correlated to results of the conventional methods. The PL and LL for each soil were predicted using empirical forms and were compared with the laboratory values. Remarkably good matches were obtained between the conven- tionally determined test results and the predicted values for the liquid and plastic limits. The newly developed tool is superior in several aspects to the available conventional methods and tools. © 2016 Elsevier Ltd. All rights reserved. 1. Introduction The most easily noticeable property of fine-grained soils as the water content changes is probably their variation in consistency, which in turn directly affects their strength. A century has passed since Atterberg proposed the consistency limits in 1911 for agri- cultural purposes. Commonly known as Atterberg limits, they have become an inherent part of almost all geotechnical investigations on soils, ever since Casagrande standardized them (1932, 1958). While a series of consistency limits was proposed initially, only the three of them are generally in use: the liquid limit (LL), the plastic limit (PL) and, to a lesser extent, the shrinkage limit (SL). The liquid limit is defined as the water content when a soil becomes sufficiently weak to flow like a fluid. The plastic limit is the water content when the soil is sufficiently stiff so that it becomes brittle and fractures. There are two methods at present to determine liquid limit of soils. Casagrande's falling cup method (or the percussion method) is included in ASTM standards (ASTM Designation D4318; American Society for Testing Materials, 2005) and still used in much of the world. While they have been pointed out in many investigations in the past, the limitations and/or uncertainties of the Casagrande method are given here for convenience. They include: i) the stiffness of the base rubber, ii) base dimensions, iii) insulation from the supporting table (or bench), iv) material, di- mensions and weight of the cup, v) drop height, vi) soil type, vii) frequency of drops, viii) wear of the grooving tool, ix) the tendency of the halves to slide together, x) the migration of water in dilatant soils, xi) operator judgment for closure length of the groove, and xii) maintenance problems (Johnston and Strohm, 1968; Wroth andWood, 1978; Whyte, 1982; Lee and Freeman, 2007; Kayabali andTufenkci, 2010; Haigh, 2012). Because of the limitations and/or uncertainties involved in the percussion method, an alternative method of the fall-cone test was developed to measure the liquid limit. The main advantages of the fall-cone method are simplicity, easy operation, and comparative reproducibility (Prakash and Sridharan, 2006). Some researchers such as Wasti and Bezirci (1986), Leroueil and Le Bihan (1996), and Sridharan and Prakash (2000) observed that the liquid limit values obtained from the Casagrande cup method and fall-cone methods are not the same. Prakash and Sridharan (2006) reported that the liquid limit determined from the cone penetration method could differ from that obtained by the percussion method by a margin of about ?10% to -200%. In contrary to those assertions, part of the data we used in the present study showed that the match between the liquid limits obtained by the fall-cone method and the liquid limits determined from the Casagrande cup method is perfect, with the exception that the liquid limit measured using the fall cone method slightly overestimates (less than 4% in error) the liquid limit by the percussion method (Fig. 1). Therefore, we opted to use the LL values from the fall-cone method. We criticize that, while the number of drops is plotted against water content for a given soil in a numerical manner, the Casa- grande cup method fails to yield a thoroughly satisfactory rational basis for the liquid limit to rest on because of a number of the pa- rameters affecting the number of blows and thus the low repeat- ability. In this sense, the fall-cone method has relatively more reliable rational basis, or appears to be a better quantifiable means of achieving the liquid limit. The present method for determining the plastic limit is the long established thread-rolling (or bead-rolling) test. This procedure subjects the soil to a very complex stress system in that it combines bar rolling distortion, cylinder compression, and lateral extrusion processes (Whyte, 1982; Medhat and Whyte, 1986). The un- certainties related to the factors affecting the test results can be listed as: i) applied pressure to the soil bead, ii) width of hand contact to bead diameter, iii) friction between soil, hand and base plate, iv) speed of rolling, v) personal judgment of the operator, and vi) the risk of contaminating the sample (Whyte, 1982; Sivakumaret al., 2009; Nagaraj et al., 2012). Sherwood (1970) investigated the variations of standard test method results and concluded that clay with an average value of 23% for PL varied from as low as 19% to as high as 39% when tested in several different laboratories. Sivakumar et al. (2009) stated that this method is non-mechanical, and it brings with it some major drawbacks, most notably its sub- jective nature and the fact that considerable judgment is needed on the part of the operator. Numerous researchers (e.g. Belviso et al.,1985; Wood, 1990; O'Kelly, 2013) have highlighted the relatively ![]() Fig. 1. Plot showing the perfect match between liquid limits obtained from Casagrande and fall-cone methods. poor reproducibility of the Terzaghi's bead-rolling method (Terzaghi, 1926). While the uncertainties involved in bead rolling by hand were somewhat reduced by the substitution of the rolling device (see ASTM D4318; American Society for Testing Materials, 2000), the subjective nature of the test still persists. Therefore, the plastic limit determined using the bead-rolling method is even less quantifiable than the liquid limit obtained from the fall-cone method, and thus weaker rational basis to determine test results on. Concerning the non-mechanical or non-quantifiable nature of the thread-rolling test, many attempts have been made to deter- mine the plastic limit on a more rational basis. Most of such at- tempts have focused on utilizing the fall-cone device to determine the plastic limit as well. In this regard, Feng (2004) showed that the fall-cone method could also be used for determining the plastic limit. Prakash and Sridharan (2006) stated that even though a value of the plastic limit can be obtained using the cone penetration method (even for non-plastic soils), that value does not represent the true plastic limit because of the method used to measure the undrained cohesion, which contributes to soil plasticity. Sivakumaret al. (2009) employed some 24 different soils to test the ability of the standard fall-cone method to determine the plastic limit. They concluded that their new procedure could be used to evaluate PL with reasonable confidence. Timar (1974) introduced the concept of direct extrusion to determine both the LL and PL using the same apparatus. The extrusion method was further investigated by Whyte (1982) to determine the PL. Whyte (1982) showed that the reverse extrusion method is more reliable, which would later be confirmed by additional tests. Attempts have been also made to determine both consistency limits, namely LL and PL, employing a single tool. In this regard Leeand Freeman (2007) provided an excellent summary of non-ASTM test methods to conduct the Atterberg limits tests. They compared eight non-ASTM test methods for LL and ten non-ASTM test methods for PL, of which seven methods combined LL and PL tests into a single procedure. Whyte (1982) stated that the extrusion method could be established as a method to predict PL, and could be extended to cover liquid limit as well. Kayabali and Tufenkci(2010) took the extrusion method one step forward and proposed that the reverse extrusion method be employed to determine both LL and PL. They redefined the LL and PL as water contents corre- sponding to specific extrusion pressures. Kayabali (2012) investi- gated the applicability of the reverse extrusion test for determining the most common Atterberg limits (namely LL and PL), as well as to include the shrinkage limit test. After conducting some 4000 tests, he concluded that about 90% of LL and PL could be predicted with an accuracy of plus/minus 10% error, using the recently introduced soil mechanics testing tool, the reverse extrusion test. He further showed that the shrinkage limits of about 90% of all soil samples tested were predicted within plus/minus 20% error. In order to combine the LL and PL into a single device, the au- thors developed equipment called the "mud press machine (MPM)." This newly developed tool is essentially a miniature multi- hole direct extrusion machine. The scope of this investigation is to assess the mud press method as an alternative tool to determine the two consistency limits using only one piece of equipment. Conventional methods are employed to verify the findings from the MPM. 2. Materials The nature of such an investigation requires the use of soil samples of a wide range of plasticity. A number of both natural soils and those prepared in laboratory were employed. The natural soil samples available in our soil mechanics laboratory had liquid limits ranging from 40 to 80. While this range appears to cover most soils found in nature, it was important to extend the range to ensure that the method proposed is applicable to all variety of soils and those artificial soils prepared in the laboratory were employed. To achieve this goal, bentonite and fine sand were used as additives. To obtain soils with higher plasticity, one of the most abundant soil samples in the laboratory was mixed with bentonite, with varying ratios of dry mass. In this way, soils with a liquid limit of up to 150 were obtained. Similarly, one of the soil samples was mixed with different amounts of fine sand to obtain soil samples with liquid limits below 30. At the end, 275 soil samples were prepared. All soil samples were sieved through #40 mesh prior to conducting the conventional and newly proposed methods of consistency limit tests. The tool utilized for the liquid limit tests is the fall-cone device with a cone mass of 80 g and an apex angle of 300. The plastic limit test device comprises the components shown in Fig. 2. The newly devised mud press machine (MPM, Fig. 3) consists of a loadcell of 2 kN, a loading arm, a display screen, and a sufficient quantity of moulds, which are both 30 mm in height and diameter, consisting of 28 equally spaced extrusion channels at the bottom. The diam- eter of each extrusion channel is 2.5 mm. There is no specific reason for choosing the mould and extrusion channel dimensions. The selected mould dimension simply took into consideration the amount of test material commonly obtained as disturbed samples from the field tests such as the standard penetration test (SPT). The selected extrusion channel diameter was only for the convenience of manufacturing purposes. The spacing between the channels is same as the channel diameter. 3. Methods The liquid limit tests were performed in accordance with the BS 1377 (British Standards Institution, 1990). At least five water con- tents were measured in order to catch the best match between data points and the curve fitted. The plastic limit tests were run, following the guidelines of ASTM D4318. Five to ten trials were employed per soil sample; afterwards, the mean value was taken by dropping the recorded highest and lowest plastic limit values. As for the mud press method, approximately 150 g of minus #40 dry soil is taken. For the first stage of the test, about 100 g of dry soil is taken and a homogeneous, wet mixture is prepared, whose water content is slightly lower than liquid limit. This is adjusted by experience. Some 10e15 g of wet soil is reserved for the first water content determination. The test mould is filled with wet soil, just by finger pressure. The top of the mould is levelled and wiped by a cloth. The mould is then placed into the slot of the mud press machine. The operator applies a steady force onto the specimen using the lever arm. In the meantime, the device records the applied force for every second and displays it. As the applied force reaches to a certain level, the wet sample extrudes from the channels like spaghetti. At this time, the applied force remains nearly fixed and the display shifts to a flat curve, which gives the intensity of force at the time of extrusion, in other words, failure. The measured values are also recorded in the memory of the device for double-checking the intensity of force at failure. The next step involves the addition of a small amount of dry soil into the previ- ously prepared wet mixture. Again, it is mixed homogeneously to obtain a new specimen with somewhat lower water content than the previous mixture. Another 10e15 g of wet soil is reserved for the second water content determination. The mould is filled with the new wet mixture and a second value of force at the time of failure is obtained. Now, there are two pairs of water content and extrusion force at failure at hand. The procedure is repeated by adding more dry material, mixing homogeneously, and pressing to ![]() Fig. 2. Roll device with the glazing paper for plastic limit tests. form spaghetti several more times. The intensity of the force at the time of failure usually ranges from 10 to 100 kgf (i.e., 0.1e1.0 kN). Fig. 4 is a summary of six MPM tests conducted on one soil sample. Data pairs obtained at the end of each series of MPM tests are plotted per soil sample on a semi-logarithmic diagram (Fig. 5). To catch a good match for curve fitting, at least five or six water contents are required. The final stage of the MPM test involves the determination of the slope and y-intercept of the fitted curve. The total duration of time required to conduct an MPM at six different water contents is about 1 h. One point to be highlighted here is about the water content equalization of wet soil mixtures. Regarding this matter, the ASTM D4318 standard suggests that the wet soil mixture is allowed to be stored at least 16 h for the equalization of water content throughout the test sample before the test. However, this requirement appears to be impractical from the standpoint of test duration. In addition, a literature research reveals no investigation about whether or not the omittance of water equalization affects the test results. Therefore, it is not considered to be a significant issue for the tests conducted for the present investigation. 4. Results To test the usability of the newly proposed technique to deter- mine the consistency limits, 275 soil samples were employed. The experimental results obtained from conventional methods of fall- cone and bead-rolling are presented in Table 1, which also in- cludes MPM data as log(a) and 1/b. The format of the latter was only chosen for practical purposes. A regression analysis was performed employing the log(a) and 1/b parameters as independent variables to obtain the dependent variables of LL. A number of equations relating the log(a) and 1/b parameters to LL were obtained, from the ![]() Fig. 3. Mud press machine deviced for this investigation. ![]() Fig. 4. An example plot for the test results of MPM. ![]() Fig. 5. Semi-logarithmic diagram for the extrusion force at failure versus the water content for MPM test on soil sample 57. most complex equation to the simplest forms. The most complex correlation equation yielded a regression coefficient (R2) of 0.96, which showed only a slight change on the third decimal from the following much simpler form: LL ¼ 97:6 ? 378 log?a?? 3:291=b (1) The predicted liquid limits using Equation (1) show remarkably good agreement with the experimentally determined liquid limits. Equation (1) predicted 84% of all measured LLs within an error margin of 10%. The mean of the errors with the prediction of LLs is 5.6% with a standard deviation of 4.1%. The plot of the measured versus the predicted LLs is illustrated in Fig. 6. Another multiple-regression analysis was carried out using the independent parameters of log(a) and 1/b to obtain the dependent parameter of PL. While the most meaningful relationship between log(a) and 1/b and PL yields a regression coefficient of 0.86, it is rather complex, including a number of constants, and is not pre- sented here for practical purposes. Instead, the following much simpler form is opted: No. LLm PLm log(a) 1/b LLp PLp 1 68.0 29.3 4.00 17.5 60.6 30.2 2 59.6 24.4 3.55 19.2 54.2 26.6 3 62.5 30.0 3.89 18.5 61.2 30.1 4 59.5 25.6 3.43 21.7 58.7 27.7 5 74.9 32.9 3.53 25.5 74.3 32.1 6 74.2 31.8 3.74 23.0 72.1 32.9 7 81.3 33.9 3.07 35.1 89.8 30.9 8 77.8 33.3 3.17 28.8 73.0 29.4 9 77.4 33.1 4.26 19.3 72.4 36.1 10 53.0 29.8 4.36 14.0 56.8 28.4 11 61.0 24.3 2.86 30.4 65.3 26.1 12 71.9 26.6 3.08 26.8 62.9 27.0 13 72.9 40.3 5.01 15.2 72.1 39.6 14 68.3 39.1 4.27 17.0 64.9 33.0 15 63.1 41.3 6.42 9.5 69.9 40.3 16 59.3 29.9 3.33 22.7 58.8 27.3 17 56.1 33.4 3.84 18.4 59.6 29.3 18 54.8 30.5 4.41 13.2 55.2 27.2 19 54.8 25.0 3.25 22.5 55.3 26.1 20 51.7 24.8 3.16 23.4 54.8 25.6 21 63.0 29.9 3.48 23.1 64.9 29.6 22 62.8 28.8 3.45 22.7 62.7 28.9 23 45.8 26.2 3.77 15.8 49.2 24.4 24 68.5 27.2 3.20 25.1 61.9 27.5 25 50.7 28.6 5.56 9.0 59.1 26.3 26 77.0 29.6 2.90 32.8 75.0 27.7 27 60.8 25.3 3.34 22.5 58.3 27.2 28 67.9 33.8 4.96 13.3 65.1 34.7 29 55.4 25.4 4.51 12.3 54.2 26.0 30 57.4 30.9 5.13 11.0 60.0 29.8 31 61.3 24.2 3.25 21.8 52.8 25.4 32 71.3 29.2 3.77 19.5 61.4 29.8 33 56.6 21.9 4.15 13.0 49.3 23.3 34 59.7 29.2 4.19 15.2 57.3 28.8 35 50.2 25.5 5.00 10.0 54.8 24.0 36 79.5 26.5 3.25 26.7 68.9 29.2 37 70.5 31.2 4.13 14.9 54.9 27.4 38 65.5 24.0 3.46 21.1 57.7 27.5 39 50.5 25.0 4.13 15.8 58.0 29.2 40 69.6 37.1 5.60 12.6 71.5 41.3 41 71.3 27.3 4.12 16.5 60.1 30.2 42 60.0 37.0 4.31 16.0 62.5 31.9 43 57.2 25.0 3.69 17.0 51.0 25.3 44 51.8 26.1 4.52 11.5 51.8 23.6 45 59.6 28.5 3.81 17.5 55.9 27.7 46 56.7 30.1 4.24 15.2 58.4 29.5 47 61.6 30.3 3.74 19.7 61.2 29.6 48 58.6 24.2 4.16 14.1 52.9 26.0 49 77.1 35.6 4.12 19.4 69.5 34.3 50 69.2 31.6 3.46 22.2 61.3 28.5 51 73.3 35.8 3.98 20.5 69.9 33.7 52 80.3 38.6 3.94 21.0 70.6 33.7 53 91.1 35.2 3.16 36.4 97.6 32.5 54 73.0 35.7 4.24 17.3 65.2 33.0 55 79.1 35.3 3.50 25.2 72.4 31.5 56 83.8 26.5 2.78 34.0 73.5 26.7 57 87.3 41.4 3.47 28.5 82.3 33.2 58 75.3 40.2 5.05 15.3 73.0 40.4 59 66.8 40.5 4.95 14.7 69.5 37.7 60 66.8 27.3 3.33 24.5 64.6 28.7 61 64.0 30.1 3.50 20.9 58.2 27.8 62 73.9 31.2 3.31 25.3 66.5 29.1 63 58.3 33.7 3.44 22.8 62.7 28.8 64 69.8 27.6 3.22 24.8 61.7 27.5 65 55.4 33.3 5.43 10.6 62.8 32.3 66 79.0 32.0 2.97 30.4 70.2 27.6 67 67.2 30.5 3.85 18.5 60.3 29.7 68 58.7 27.8 3.70 19.0 57.8 28.3 69 64.1 34.0 3.84 19.8 64.2 31.1 70 72.4 29.4 3.25 25.5 65.1 28.4 71 74.3 30.2 3.23 26.4 67.3 28.7 72 53.9 25.2 3.16 22.4 51.6 24.8 73 64.9 27.8 3.57 21.0 60.7 28.8 74 51.8 28.1 4.15 14.6 54.5 27.0 75 80.7 29.1 2.94 31.0 70.9 27.5 76 63.6 35.9 4.76 12.7 60.0 30.5 77 64.7 29.9 3.48 21.0 57.8 27.6 78 56.8 31.3 4.42 13.0 54.8 26.8 79 72.3 43.8 5.60 12.5 71.2 41.0 80 65.8 36.6 4.60 15.7 67.0 35.1 81 64.3 32.0 3.66 19.6 58.6 28.4 82 67.3 30.7 4.08 19.5 69.0 33.9 83 54.8 32.3 4.53 13.1 57.2 28.5 84 64.8 35.3 3.86 19.2 62.9 30.7 85 55.6 32.7 4.65 12.4 56.9 28.1 86 59.1 32.5 3.99 16.7 57.8 28.9 87 60.3 25.6 4.10 15.4 55.9 27.9 88 57.4 30.4 3.64 19.7 58.4 28.3 89 57.4 31.2 4.28 14.5 56.8 28.5 90 59.5 29.9 3.59 20.5 59.5 28.5 91 54.5 30.0 4.91 11.1 57.1 27.3 92 57.9 31.0 4.17 15.0 56.1 28.1 93 57.6 30.8 4.40 14.1 58.1 29.3 94 68.2 39.6 4.90 14.3 67.3 36.2 95 66.8 30.8 4.33 15.4 60.9 31.0 96 69.8 30.2 3.93 17.8 59.9 29.7 97 66.3 31.8 4.25 15.7 60.2 30.5 98 70.0 31.4 3.26 25.0 63.8 28.2 99 66.8 32.9 3.46 22.4 61.9 28.7 100 66.0 30.7 4.40 16.8 67.0 34.4 101 166 31.1 2.44 67.8 166 28.8 102 158 28.0 2.46 65.0 158 28.8 103 153 30.5 2.54 61.4 151 29.4 104 142 26.5 2.46 59.1 138 28.1 105 134 30.8 2.57 56.7 137 29.2 106 131 28.0 2.51 56.8 134 28.4 107 130 29.4 2.50 55.2 128 28.1 108 128 27.3 2.59 50.5 118 28.5 109 113 28.7 2.61 49.2 115 28.5 110 109 27.6 2.67 46.0 107 28.7 111 107 28.1 2.68 44.9 104 28.6 112 101 27.5 2.77 40.2 93.3 28.6 113 90.5 27.8 2.67 43.6 99.3 28.1 114 88.5 26.7 2.74 41.4 95.7 28.5 115 84.5 26.1 2.78 40.0 93.1 28.6 116 80.0 27.8 2.80 36.7 83.2 27.9 117 77.0 26.9 2.84 35.7 81.8 28.1 118 72.0 25.7 2.88 33.0 74.8 27.6 119 67.0 26.1 3.02 29.2 68.4 27.6 120 65.0 26.5 3.14 26.9 65.6 27.9 121 62.8 25.3 3.13 27.1 65.9 27.9 122 60.5 24.7 3.22 24.8 61.7 27.5 123 55.9 26.0 3.35 22.4 58.3 27.3 124 55.0 23.9 3.14 24.8 58.7 26.5 125 53.5 25.6 3.35 22.0 57.0 26.9 126 142 28.2 2.41 63.0 148 27.9 127 138 30.3 2.53 55.1 129 28.4 128 127 28.6 2.44 59.5 138 27.9 129 124 30.0 2.58 52.0 122 28.6 130 123 26.7 2.54 54.0 126 28.4 131 117 28.9 2.59 47.3 107 27.9 132 116 26.0 2.62 49.5 116 28.7 133 106 28.6 2.53 50.5 114 27.7 134 105 29.1 2.57 49.6 113 28.1 135 102 27.8 2.59 46.0 103 27.6 136 95.0 28.1 2.71 42.0 96.1 28.3 137 92.5 26.5 2.75 38.6 87.0 27.8 138 93.0 28.2 2.68 41.1 91.6 27.6 139 83.0 27.3 2.79 38.6 89.0 28.4 140 84.0 26.7 2.74 41.0 94.4 28.4 141 79.5 26.4 2.73 37.0 80.7 27.1 142 75.0 26.4 2.83 35.0 79.0 27.7 143 69.5 25.9 2.99 30.2 70.4 27.7 144 69.0 24.4 3.05 27.5 64.0 27.1 145 62.0 26.0 3.17 26.6 65.7 28.1 146 63.0 24.4 2.97 30.4 70.2 27.6 147 59.4 25.5 3.34 22.8 59.3 27.5 148 57.5 25.4 3.14 23.8 55.4 25.7 149 55.0 24.9 3.13 25.5 60.6 26.8 150 54.5 25.3 3.29 23.1 58.6 27.1 151 51.5 26.3 3.35 21.9 56.7 26.8 152 53.2 23.6 3.35 21.7 56.0 26.6 153 53.5 25.8 3.16 24.0 56.8 26.1 154 51.5 23.8 3.45 19.1 50.8 25.1 155 50.2 25.0 3.48 18.8 50.7 25.1 156 49.6 24.7 3.46 18.8 50.1 24.8 157 49.6 25.1 3.52 18.1 49.6 24.7 158 48.8 23.5 3.54 18.3 50.9 25.2 159 48.1 25.8 3.56 18.0 50.5 25.1 160 44.5 23.0 3.31 20.2 49.7 24.5 161 45.3 22.8 3.22 20.9 48.8 24.1 162 44.2 23.2 3.35 19.7 49.5 24.5 163 45.9 22.9 3.52 17.2 46.7 23.4 164 45.0 23.4 3.18 20.8 47.0 23.5 165 43.5 21.8 3.27 19.3 45.4 23.0 166 44.0 21.0 3.26 19.6 46.0 23.2 167 44.8 20.7 3.36 18.3 45.2 22.9 168 41.2 21.0 3.37 17.1 41.6 21.3 169 42.4 21.6 3.35 18.1 44.2 22.5 170 42.2 21.3 3.51 16.7 44.7 22.5 171 42.0 20.0 3.40 17.3 43.2 22.0 172 39.0 19.5 3.39 17.4 43.2 22.0 173 40.3 19.1 3.30 18.0 42.2 21.7 174 40.0 22.3 3.38 16.8 40.9 20.9 175 37.8 19.5 3.34 16.7 39.2 20.2 176 37.2 19.1 3.48 15.1 38.5 19.2 177 37.0 17.8 3.50 14.9 38.5 19.1 178 36.8 18.9 3.50 14.8 38.2 18.9 179 35.2 18.3 3.30 16.4 36.9 19.2 180 35.3 18.0 3.42 15.0 36.3 18.2 181 34.5 18.6 3.28 16.5 36.5 19.1 182 33.5 18.1 3.31 16.0 35.9 18.6 183 32.9 17.3 3.50 13.9 35.2 16.9 184 33.2 17.2 3.72 12.0 35.4 14.6 185 32.2 16.9 3.76 11.6 35.1 13.8 186 32.2 18.1 3.39 13.7 31.1 15.0 187 30.7 16.4 3.43 13.6 32.0 15.2 188 31.6 16.5 3.44 13.7 32.7 15.6 189 29.3 16.9 3.32 14.5 31.3 15.9 190 30.8 15.4 3.52 13.2 33.4 15.4 191 41.5 22.4 3.91 12.7 42.6 19.2 192 43.4 23.2 3.98 12.9 45.0 20.7 193 42.7 21.1 3.67 15 43.8 21.5 194 44.1 23.2 4.39 11.7 49.9 22.5 195 39.2 21.4 4.12 12.5 46.9 21.4 196 43.3 23.1 4.20 12.7 49.3 23.0 197 48.3 23.2 3.38 18.1 45.2 22.9 198 46.8 25.3 4.04 14 50.0 24.2 199 50.4 25.6 3.98 13.9 48.3 23.2 200 50.0 24.2 3.84 15.6 50.4 24.9 201 52.8 26.3 3.70 17.2 51.9 25.8 202 48.5 24.0 3.90 15.5 51.6 25.5 203 52.9 25.5 3.75 16.9 52.3 26.0 204 53.0 25.5 3.64 18.5 54.5 26.8 205 51.8 23.3 3.13 22.5 50.7 24.5 206 48.5 25.4 4.12 14.9 54.8 27.3 207 53.1 24.6 3.33 19.8 49.1 24.3 208 50.5 24.6 3.88 17 56.0 27.8 209 55.2 25.2 4.05 15.9 56.5 28.2 210 48.1 24.9 3.87 17.2 56.4 28.0 211 54.6 25.3 3.96 16.6 56.7 28.3 212 57.0 26.1 3.55 20.8 59.4 28.4 213 54.5 28.0 4.06 16.1 57.4 28.7 214 55.2 24.9 3.46 22.1 60.9 28.4 215 52.8 27.9 4.06 16.1 57.4 28.7 216 56.3 26.0 3.46 22.1 60.9 28.4 217 60.5 27.6 3.65 20 59.7 28.8 218 62.1 27.9 3.84 18.5 59.9 29.5 219 61.9 26.9 3.89 17.5 57.9 28.7 220 56.2 27.1 3.81 19.5 62.4 30.3 221 60.4 30.7 4.15 15.7 58.1 29.2 222 60.5 27.6 3.89 18 59.5 29.5 223 60.9 31.9 3.63 20.2 59.8 28.8 224 58.7 27.6 3.73 20.2 62.6 30.1 225 63.6 29.1 3.87 18.2 59.7 29.5 226 57.0 27.4 3.60 21 61.6 29.2 227 62.8 31.2 3.98 17.7 60.8 30.2 228 57.2 28.0 4.00 18 62.2 30.9 229 65.5 29.8 3.89 18.5 61.2 30.1 230 61.0 30.0 3.26 25.9 66.7 28.8 231 62.9 29.0 4.11 17 61.5 30.9 232 58.9 29.8 4.31 16.1 62.8 32.0 233 64.5 28.7 4.10 18.2 65.2 32.5 234 61.4 27.7 4.21 16.5 62.0 31.4 235 58.9 31.6 4.30 17.1 65.9 33.5 236 62.0 31.8 4.19 16.6 61.9 31.3 237 61.2 29.3 3.99 18.5 63.6 31.5 238 59.2 30.8 4.46 14.9 61.8 31.7 239 65.6 32.0 4.19 17.4 64.5 32.5 240 59.5 31.0 4.01 18.3 63.4 31.4 241 62.9 31.9 4.18 17.7 65.3 32.9 242 64.3 31.2 3.89 19 62.8 30.8 243 66.3 28.3 3.88 20.5 67.5 32.4 244 67.6 32.4 4.11 17.4 62.8 31.5 245 63.9 29.1 4.21 17.8 66.3 33.4 246 67.6 32.7 4.72 14.1 63.8 33.4 247 60.9 30.3 3.94 19.7 66.4 32.3 248 67.8 32.0 4.41 15.9 64.1 33.0 249 63.2 28.5 3.70 22 67.7 31.5 250 62.2 32.4 3.83 19.9 64.3 31.1 251 64.1 34.2 3.70 22 67.7 31.5 252 63.0 32.1 4.20 17.4 64.8 32.7 253 63.5 29.5 4.11 18.9 67.7 33.6 254 65.6 33.4 4.29 16.7 64.3 32.8 255 64.7 30.5 4.19 18.2 67.2 33.7 256 67.8 35.2 4.11 18.1 65.1 32.5 257 67.2 33.0 3.87 20.7 67.9 32.5 258 68.8 32.6 4.42 16.1 65.0 33.5 259 79.4 38.5 3.96 23.7 80.0 36.4 260 77.1 37.6 3.88 23.1 76.1 34.9 261 80.0 38.7 3.83 24.7 80.1 35.5 262 82.0 37.3 3.47 28.3 81.7 33.1 263 76.7 37.1 3.77 25.6 81.5 35.3 264 77.4 39.8 3.53 27.7 81.5 33.5 265 80.3 37.6 4.20 21.5 78.2 37.6 266 83.3 39.6 3.67 25.3 77.7 33.8 267 76.1 39.7 3.81 24.9 80.2 35.4 268 86.7 37.3 3.37 30 84.0 32.7 269 75.5 39.0 4.32 20.8 78.4 38.5 270 83.9 40.2 3.80 24.6 79.0 35.0 271 75.7 38.9 3.69 27.2 84.5 35.3 272 92.0 37.2 3.58 27.5 82.4 34.1 273 82.2 37.3 3.83 25.6 83.0 36.1 274 92.2 37.0 3.29 33 91.2 33.0 275 83.5 32.5 3.82 25.5 82.4 35.9 PL ¼ 3:27 ? 13:2a - 453b (2) This equation has a regression coefficient of 0.80. It predicts 76% of all measured PLs within an error margin of 10%. When using the complex equation, the 10% error margin covers 84% of all measured PLs. When using Equation (2), the mean of absolute errors for predicting the PL becomes 6.4% with a standard deviation of 4.4 (they are 5.6% and 4.1%, respectively for the complex equation). The plot of the measured versus the predicted PLs is illustrated in Fig. 7. 5. Conclusions and discussion The newly developed mud press machine is introduced as an alternative tool to determine the Atterberg limits on a more rational and quantifiable basis. The empirical equations based on the experimental data on some 275 soil samples help determine the liquid limit with a great degree of accuracy. The level of accu- racy to predict the plastic limit with the new approach is slightly lower than it is for the liquid limit. The authors attribute this to the very speculative nature of the bead-rolling test itself. Nevertheless, we emphasize that the degree of accuracy to predict PL using the new tool is still remarkably good. Therefore, the proposed device and the method are capable of predicting the two consistency limits employing the very same data, eliminating the second set of test devices and/or an operator. The new approach is superior to the conventional methods in several aspects as follows:
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