PREDICTING THE UNCONFINED COMPRESSIVE STRENGTH AND CALIFORNIA BEARING RATIO OF LATERITIC SOIL STABILIZED WITH SAWDUST ASH USING MULTIPLE LINEAR REGRESSION

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ABSTRACT

Proper disposal of waste has been a challenge in the world today due to its effect on the ecosystem, as the gases emitted to the atmosphere poses a huge problem to the ozone layer. In a bid to remediate this, several techniques have been developed which includes proper waste recycling and incineration methods. Studies have shown that Sawdust, a waste material from wood processing industries in its Ash form poses a certain percentage of cementitious properties, which can be used in re-engineering and improving the strength properties of problematic lateritic soils and hence this study is aimed at treating weak lateritic soil materials using sawdust ash and developing a mathematical model to predict the Unconfined Compressive Strength (UCS) and California Bearing Ratio (CBR) of the lateritic soil treated with sawdust ash for sustainable earthwork constructions. The geotechnical properties of the soil were examined, and the soil and saw dust ash were characterised using Scanning Electron Microscopy (SEM) and X-Ray Diffraction (XRD). The lateritic soil was stabilized using percentage saw dust ash of 0%, 2%, 4%, 8% and 10% and the UCS and CBR of the stabilized soil were examined. Multi-linear regression of the UCS and CBR of the stabilized soil was investigated using the historical design of Response Surface Methodology (RSM) in design expert software. The results indicated that the lateritic soil contains SiO2, Al2O3, Fe2O3, CaO, MgO, Na2O, K2O, SO2, P2O5 and MnO. The SEM result for the lateritic soil showed clumped particles made of Al2O3, SiO2, and Fe2O3, while the saw dust ash SEM indicated a brittle surface with a high surface area. The XRD patterns of the unstabilized of lateritic soil and saw dust ash indicated that quartz (Qz) is the predominant mineral. The highest CBR of 15.3% was achieved at 4% SDA content. The measure of the unconfined compressive strength cured after 7, 14 and 28days showed that an increase in the SDA increased the UCS of the soil with maximum value of 195.60 kN/m3, 197.92 kN/mand 202.48 kN/m3 UCS obtained at 7 days, 14 days and 28 days curing respectively. The multiple linear regression for the stabilization of the lateritic soil gave linear regression models with R-squared of 0.991852 with adjusted R-Squared of 0.97963 for CBR and an R-squared of 0.989856 with an adjusted R-Squared of 0.97464 for UCS. It was recommended that cement requirement for road work could be substantially reduced to an optimum level and partially replaced by sawdust ash for road work to reduce the cost of materials.







TABLE OF CONTENTS

Title Page                                                                                                                                                                                                        i

Declaration                                                                                                                                                                                                     ii

Certification                                                                                                                                                                                                   iii

Dedication                                                                                                                                                                                                      iv

Acknowledgment                                                                                                                                                                                           v

Table of Content                                                                                                                                                                                             vi

List of Tables                                                                                                                                                                                                  ix

List of Figures                                                                                                                                                                                                 x

List of Plates                                                                                                                                                                                                   xi

Abstract                                                                                                                                                                                                          xii

CHAPTER 1: INTRODUCTION

1.1 Background of Study                                                                                                                                                                                1

1.2 Statement of Problem                                                                                                                                                                               2

1.3 Aim and Objectives                                                                                                                                                                                  3

1.4 Scope of Study                                                                                                                                                                                          4

1.5 Significance of Study                                                                                                                                                                               4

1.6 Limitations of Study                                                                                                                                                                                 5

CHAPTER 2: LITERATURE REVIEW

2.1 Soil Stabilization using Additives                                                                                                                                                            6

2.1.1 Soil stabilization using sawdust ash                                                                                                                                                      6

2.1.2 Soil stabilization using rice husk ash                                                                                                                                                    10

2.1.3 Soil stabilization using other chemical and agro-industrial waste modifiers                                                                                 12

2.2 Material Characterization Test                                                                                                                                                                 16

2.2.1 Scanning electron microscopy (SEM) test                                                                                                                                            16

2.2.2 X-ray diffraction (XRD) test                                                                                                                                                                 18

2.3 Multiple Linear Regression Analysis (MLR)                                                                                                                                           19

2.3.1 Mathematical derivation of MLR                                                                                                                                                          21

2.3.2 Application of MLR in civil engineering                                                                                                                                              22

2.4 Influence on the United Nations SDG                                                                                                                                                      23

CHAPTER 3: MATERIAL AND METHODS

3.1 Materials                                                                                                                                                                                                   26

3.1.1 Preparation of sawdust ash                                                                                                                                                                    26

3.2 Methods                                                                                                                                                                                                    27

3.2.1 Moisture content test                                                                                                                                                                             27

3.2.2 Mechanical analysis (sieve analysis) test                                                                                                                                              28

3.2.3 Atterberg limits                                                                                                                                                                                     30

3.2.4 Specific gravity of solids                                                                                                                                                                       34

3.2.5 Compaction test                                                                                                                                                                                     35

3.2.6 CBR test (un-soaked procedure)                                                                                                                                                           37

3.2.7 Unconfined compression strength (UCS)                                                                                                                                              38

3.3 Characterization Test                                                                                                                                                                               41

3.3.1 X-ray diffraction test procedure                                                                                                                                                            41

3.3.2 Scanning electron microscopy test procedure                                                                                                                                       43

CHAPTER 4: RESULTS AND DISCUSSION                             

4.1 Results                                                                                                                                                                                                      46

4.1.1 Geotechnical properties of the unstabilized lateritic soil                                                                                                                      46

4.1.2 Properties of the sawdust ash                                                                                                                                                                47

4.1.3 Geotechnical properties of the stabilized lateritic soil                                                                                                                          48

4.1.4 Unconfined compressive strength                                                                                                                                                         48

4.1.5 California bearing ratio                                                                                                                                                                         49

4.1.6 Data for the prediction of the UCS and CBR of sawdust stabilized lateritic soil                                                                   49

4.2 Discussion                                                                                                                                                                                                 50

4.2.1 Geotechnical properties of the lateritic soil                                                                                                                                           50

4.2.2 Characterization of the raw materials                                                                                                                                                   51

4.2.2.1 Chemical composition of sawdust ash                                                                                                                                               51

4.2.2.2 Scanning electron microscopy (SEM) analysis                                                                                                                                  51

4.2.2.3 X-ray diffraction (XRD) analysis                                                                                                                                                       53

4.2.3 Geotechnical properties of the stabilized lateritic soil                                                                                                                          55

4.2.3.1 Sieve analysis                                                                                                                                                                                     55

4.2.3.2 Specific gravity                                                                                                                                                                                  56

4.2.3.3 Atterberg limits test                                                                                                                                                                            57

4.2.3.4 Compaction test result                                                                                                                                                                        58

4.2.3.5 Characterization of the stabilized lateritic soil                                                                                                                                   61

4.2.4 Strength characteristics of the stabilized lateritic soil                                                                                                                           62

4.2.4.1 California bearing ratio (CBR)                                                                                                                                                           62

4.2.4.2 Unconfined compressive strength (UCS)                                                                                                                                           64

4.2.5 Multiple linear regression                                                                                                                                                                      66

4.2.5.1 Analysis of variance (ANOVA) for the california bearing ratio (CBR)                                                                                     67

4.2.5.2 Analysis of variance (ANOVA) for the unconfined compressive strength (UCS)                                                             69

CHAPTER 5: CONCLUSION AND RECOMMENDATION

5.1 Summary                                                                                                                                                                                                  71

5.2 Recommendation                                                                                                                                                                                     72

5.3 Contribution to Knowledge                                                                                                                                                                      73

REFERENCES

APPENDIX

 

 


 

 

 

 

LIST OF TABLES


4.1: Engineering Properties of Lateritic Soil                                                                                                                                                  46

4.2: Chemical Composition of Sawdust Ash                                                                                                                                                  47

4.3: Summary of Geotechnical Properties of the Soil – SDA Blend                                     48

4.4: Actual and predicted values of the CBR and UCS for the stabilized soil                  49

4.5: ANOVA for California Bearing Ratio (CBR)                                                                 68

4.6: ANOVA for Unconfined Compressive Strength (UCS)                                                 69

 

 

 

 

 

 

 

LIST OF FIGURES

2.1: Schematic Diagram of a Scanning Electron Microscope                                                                                                                        17

3.1: Atterberg Plasticity Chart                                                                                                                                                                        34

3.2: Principles of X-ray Diffraction Test                                                                                                                                                       41

3.3: XRD Spectrometer                                                                                                                                                                                  42

4.1: XRD Plot of the Unstabilized Lateritic Soil                                                                                                                                           53

4.2: XRD Plot of the Sawdust Ash                                                                                         54

4.3: Particle Size Distribution of the Lateritic Soil                                                                                                    55

4.4: Comparison of Specific Gravity with Varying Proportions of SDA                                    56

4:5: Comparison of the Atterberg limits at different percentage of SDA                            57

4.6: Variation of the Maximum Dry Density (MDD) and proportions of SDA                59

4.7: Variation of OMC with different proportions of SDA content                                       60

4.8: XRD plot for the stabilized lateritic soil                                                                         62

4.9:  Variation of CBR with addition of different percentage of saw dust ash                   63

4.10:  Variation of UCS stabilized with saw dust ash at different curing days                 65

4.11: Plot for the predicted versus actual values of the (a) CBR (b) UCS                                    67

 

 

 

 

 

 

 

 

LIST OF PLATES


3.1: Picture of the (a) Sawdust and (b) Sawdust Ash                                                             27

4.1 SEM of the Unstabilized Lateritic Soil                                                                                                                                                    52

4.2 SEM of the Sawdust Ash                                                                                                                                                                          52

4.3 SEM of the Stabilized Lateritic Soil                                                                                                                                                        61

 

 

 

 


 

CHAPTER 1

INTRODUCTION


1.1 BACKGROUND OF STUDY

The stabilization of lateritic soils is of great importance to the geotechnical engineer as most engineering soils are lateritic. Generally, lateritic soils are tropical soils formed from the tropical weathering process and contain an appreciable amount of clay content, making them very useful as pavement materials in highway construction and foundation/fill materials in building construction and earthworks. Depending on the field performance, they can be problematic and unproblematic (Eberemu, 2015). High moisture content, high liquid limits and low natural densities are evident characteristics of problematic lateritic soils (Osinubi, 1998). Lateritic soil must be able to meet the required specification to be used as a construction material for either road, earth dams, embankments and bridge. This has led researchers to investigate possible means of improving the strength properties of the soil by modifying its properties using either chemical, agricultural or environmental waste products (Onyelowe, 2017).

Sawdust which is a by-product of timber is classified as an agro-industrial waste product from sawmills. 93.3% of the total number of wood-based industries in Nigeria are sawmill industries (Fuwape, 1998). The use of sawdust in poultry farms, cooking and growth of mushrooms constitutes a minimum amount as compared to the amount of sawdust waste produced in the country. The remaining sawdust waste can be incinerated and instead of it being dumped back into the environment, can be used in stabilizing weak lateritic soil, due to its rich pozzolanic property, thereby creating an eco-friendly environment that is free of such waste.

In recent times, much research energy has gone into the improvement of lateritic soils using different forms of materials and chemicals that poses pozzolanic properties, which acts as a form of a binder when hydrated to strengthen the clay mineral bonds. The effective use of Industrial and Agro-based wastes ash to replace expensive chemical stabilizers has been the interest of most researchers in developing countries (Osinubi et al., 2009; Oluremi et al., 2012; Eberemu, 2015; Adedokun et al., 2016) because of their availability and cost effectiveness. Waste ash such as Sawdust Ash (SDA), Corn Cub Ash (CCA), Rice Husk Ash (RHA), Millet Husk Ash (MHA), Coconut Husk Ash (CHA), Locust Bean Ash (LBA), Bagasse Ash (BA) have proven to poses some high amount of pozzolanic properties which can possibly be used as a to replacement chemical stabilizers such as cement which contribute to the emission of C02 to the atmosphere. The use of these waste ash as an alternative to cement-based stabilizers are more Ecofriendly and beneficial due to the improvement in waste management, reduction in environmental pollution and its cost effectiveness. In the course of this research, varying percentages of Saw-Dust-Ash (SDA) were used as stabilizing material to stabilize weak lateritic soil in other to form a basis to predict the unconfined compressive strength and the California Bearing Ratio of the stabilized soil.


1.2 PROBLEM STATEMENT

The increased population growth has led to a great need for good assess roads and to connect communities and cities for business and other activities needed for good living. Unfortunately, most of the road networks in the country are in a very bad deplorable state and requires attention. Since the colonial periods, failure of highway pavements have been normal phenomenom in the Nigerian highway system (Jegede 2000). These failures on the highway pavement have led to a series of accidents and great loss of lives and properties of the communities and cities it links. However lateritic soil which is forms a large amount of the formation soil of pavement structures occurs in a loose, structured state and collapse easily due to loading or wetting, resulting in a sudden settlement (Toll, 2012).

For soils to be suitable for highway pavement design, ground/soil improvements methods are employed to address the several ground condition problems, to improve the engineering properties of the soil. Several methods of stabilization have long been investigated to improve the strength properties of lateritic soils, some of which include soil densification involving compaction or preloading, a hydraulic modification which includes dewatering or electro-osmosis, admixture stabilization which includes mechanical, chemical and biological stabilization, geosynthetic reinforcement and structural inclusion (Nicholson, 2015).

In the course of this research, admixture stabilization involving the use of Sawdust ash was used in the stabilization of the lateritic soil with more emphasis on the unconfined compressive strength (UCS) and California Bearing Ratio (CBR) which are the strength properties of the soil.

Also as regards to easy and accurate prediction of the strength parameters of the soil in the field by consulting engineers and contractors, the use of Multiple Linear Regression was used to predict the strength achievement of the lateritic soil as it relates to an increase in the percentage of SDA (Sawdust Ash) content. 


1.3 AIM AND OBJECTIVES

The aim of this research is to accurately predict the Unconfined Compressive Strength (UCS) and California Bearing Ratio (CBR) of lateritic soil treated with sawdust ash for sustainable earthwork constructions. The following objectives have been designed to achieve the primary aim of the project;

      i.         To determine the geotechnical properties of the soil and its suitability to be used as a highway material.

     ii.         To characterize the saw dust ash and lateritic soil using Scanning Electron Microscopy (SEM) and X-Ray Diffraction (XRD).

   iii.         To determine the engineering properties of the stabilized lateritic soil.

   iv.         To determine the UCS of the stabilized lateritic soils.

     v.         To determine the CBR of the stabilized lateritic soil.

   vi.         To predict the UCS and CBR of the sawdust stabilized lateritic soils using multiple linear regression (MLR)


1.4 SCOPE OF STUDY

This work forms its basis on a rich review of relevant literature based on sawdust re-engineering, following rigorous laboratory and experimental findings to discover the best approach to be used in this regard. The lateritic soil is stabilized with varying proportions of the sawdust ash which forms our system data set for predicting the unconfined compressive strength and California Bearing Ratio. From the results, we shall develop a working model for convenient and easy prediction of the UCS and CBR of lateritic soils and also draw up conclusions and recommendations that would be used for future reference purposes. 


1.5 SIGNIFICANCE OF STUDY

Sawdust ash forms part of the environmental waste when found in large quantities at the dumpsite of the wood processing factory. Due to its pozzolanic property, it can react readily with water to form a paste that can be used in the modification/re-engineering of weak lateritic soil deposits, which could be viewed as waste recycling. The modified lateritic soil is of great importance in highway engineering as laterite forms a larger amount of formation soils in the country.    

Moreover, easy prediction of the UCS of the modified lateritic soil is achieved to help highway contractors and quality control and quality assurance engineers on-site to easily predict the strength attainment of sawdust modified lateritic soils on site.


1.6 LIMITATIONS OF STUDY

This research work only covers the prediction of the Unconfined Compressive Strength (UCS) and the California Bearing Ratio (CBR) of Lateritic soils modified with sawdust ash using Multiple Linear Regression. The effect of the sawdust on the lateritic soil with time was not considered. Other predictive models such as Gene Expression Programming and Artificial Neural Networks can also be employed in the prediction of the UCS and CBR in order to compare models which can be used in predicting the UCS and CBR of the lateritic soil.

 

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