Understanding Shale Petrophysics Helps in Drilling Stable Boreholes: Case Studies
|
|
- Wendy Campbell
- 5 years ago
- Views:
Transcription
1 Understing Shale Petrophysics Helps in Drilling Stable Boreholes: Case Studies Mohammed K. Al-Arfaj Hamad S. Al-Kharra a ABSTRACT Drilling stable boreholes in shale formations can be a very challenging task when water-based drilling fluids are used. The interactions between the water phase in drilling fluids with shale rocks cause different drilling problems, such as shale swelling dispersion. The extent to which a shale sample swells or disperses depends on the clay content of the shale. Some types of clay have a tendency to swell more while others have a tendency to disperse more. Therefore, identifying the type of clay present in a shale rock is very important for developing drilling fluids capable of mitigating shale drilling problems. Gamma ray is a powerful tool to predict the clay mineralogy, determine shale reactivity, as a result, predict the rock response when contacted by drilling fluids. Using petrophysical properties to characterize shale can help determine the appropriate drilling fluid shale inhibitor to be used. The spectral gamma ray (GR) log has been used to determine the proportion of the radiation coming from potassium, uranium thorium. The ratio of potassium/thorium (K/Th) is utilized to identify clay mineralogy for different shale formations. In addition, formation density log was utilized with the neutron log to give more accurate information concerning the lithology. The objective of this study is to discuss how petrophysics of shale formations can be utilized to improve optimize drilling practices to achieve the ultimate goal of enhanced wellbore stability. Depending on clay content, different shale formations have different responses when exposed to drilling fluids, therefore, it is of high importance to characterize the shale formation to develop the appropriate drilling fluid. INTRODUCTION Wellbore instability is a major source of nonproductive time in drilling operations, especially when drilling shale formations. Due to the high clay content in shale rocks, they have a high level of reactivity with water-based drilling fluids. Therefore, oil-based drilling fluids have been used to drill stable boreholes in shale formations. Because of environmental regulations continuous efforts to reduce well construction costs, different operators have been shifting back from oil-based muds to water-based muds (WBMs) with an inhibition capability to drill shale formations with variable rates of success. For inhibitive WBMs, different shale inhibitors have been used to inhibit stabilize the shale against swelling dispersion. To optimize the shale inhibitor selection, shale characterization should be carried out, which includes but is not limited to mineralogy determination, the potential for hydration swelling, pore structure study, membrane efficiency estimation. Shale content has been examined in previous studies using the gamma ray (GR) log. That was through the estimation of fractional shale volume based on the minimum maximum GR values 1-4. VV ssh = GGGG llllll GGGG mmmmmm GGRR mmmmmm GGGG mmmmmm (1) where GR log is the GR reading at specific depth, GR min is the minimum GR reading GR max is the maximum GR reading. A spectral GR gives the gamma radiation of three elements: (1) potassium, () thorium, (3) uranium. Based on crossplots of potassium thorium, the clay types present can be predicted. High values indicate the presence of chlorite kaolinite, while lower values indicate the presence of montmorillonite (smectite) illite. This is a useful tool to predict the mineralogy of the shale rock compare it to the results from X-ray diffraction. Due to the use of a spectral GR to estimate the concentration of cations, it can be utilized to estimate the cation exchange capacity (CEC) 5-8. The CEC was found to correlate almost linearly with the natural GR, especially the radioactive uranium content. The formation density log is utilized to measure the bulk density of the formation in situ. The density, along with sonic log transit time, can be used to estimate the porosity, also, have some indication about the lithology. It was found that the density has a linear relationship with the logarithm of velocity for shales 9, 10. The neutron log is used to determine the porosity of the formation through the estimation of hydrogen atoms present. There are mainly three types: (1) GR/neutron tool, () side-
2 wall neutron porosity tool, (3) compensated neutron log. The neutron log can also be used to help in lithology determination. The concept is based again on the hydrogen atoms content. Unrealistic high apparent porosities from the neutron log is indicative of shales. This is a direct result of the hydrogen atoms present in bound water. The combination of density neutron logs can be used to better identify the shaly formations. When both logs are plotted simultaneously, it can be observed that they can superimpose each other for some formations while having positive or negative separation for other types of formations. For shales, due to the high apparent porosity that result from the neutron log as previously discussed, there is a positive separation where both the density neutron logs give high values. The positive separation increases with the increase in shale content. Negative separation is indicative of a clean formation such as pure sstone. The amount of separation can be used to better quantify the shale volume as follows: VV ssh = SSSSSS llllll SSSSSS ssssssss SSSSSS sshaaaaaa SSSSSS ssssssss () It must be noted that the quality of logging is affected by the borehole quality drilling fluid type. If washouts exist, the distance between the logging tool the borehole walls increases. As a result, the volume of drilling fluid increases that might affect the attenuation of the GR emitted by the formation. Also, as the density of the drilling fluid increases, there is more interference with the GR produced by the rock. Therefore, there are correction charts to correct for these effects. METHODOLOGY In this study, logging sets for the shale sections of three wells located in different fields were collected, processed, analyzed. Logging included total GR, spectral GR, the volume of clay, density, neutron logs. A total GR was used as an initial indicator of the shaleness of the formation as high GR values indicate the presence of shale. A spectral GR was utilized to predict the types of clays present based on the estimated concentrations of potassium thorium elements. Formation density neutron were analyzed to identify the shale beds provide information about the porosity. Based on the results out of this study, shale sections can be accurately characterized in terms of the mineralogy clay content. As a result, drilling fluids with specific properties additives can be used to drill stable boreholes. DATA Presented in this section are the logging for the three wells Wells A, B, C. First, Figs. 1 through 3 are the GR readings associated with volume of clay plotted against depth. Second, Figs. 4 through 6 show the spectral GR Gamma Ray (API) Clay Volume Gamma Ray Clay Volume 1. GR reading volume of clay for Well-A, yellow line = s line, red line = shale line. Gamma Ray (API) Clay Volume Gamma Ray Clay Volume GR GR reading volume of clay for Well-B, yellow line = s line, red red line = shale line = shale line. Gamma Ray (API) Clay Volume Gamma Ray Clay Volume GR GR reading reading volume volume of of clay clay for for Well-C, Well-C, yellow yellow line line = s s line, line, red line = shal red line = shale line.
3 on cross-plots of potassium thorium to help identify the types of clays. Finally, Figs. 7 through 9 are simultaneous plots for Wells A, B, C of the density neutron logging to help identify the distinct shale beds. ANALYSIS AND DISCUSSION Bulk (g/cm3) Bulk (g/cm3) In general, high GR intensities the presence of shale or Gamma Ray indicate Clay Volume shaly beds. The GR is a measure of the total natural GR radi 3. GR reading volume of clay for Well-C, yellow line = s line, red line = shale line. ation of the formation. The area located left to the GR line is indicative of the amount of detected radioactive elements. Clay Volume +Smectite Thorium (ppm) Porosity Porosity Index Index neutron neutronlogging Well-A. neutron logging for forwell-a. Bulk (g/cm3) Potassium 4.4. oncross-plot GRGR on the for Well-A. for Well-A. Thorium Thorium(ppm) (ppm) +Smectite+ +Smectite Potassium Potassium +Smectite+ +Smectite+ Thorium Thorium(ppm) (ppm) Potassium Potassium neutron logging for Well-B. GR on of for 5. oncross-plot 5.5. GRGR on the the cross-plot thorium potassium for Well-B. Well-B. for Well-B Index Porosity Porosity Index 6.6. GR oncross-plot of 6. GR GR on on the thorium potassium for Well-C. 8. neutron logging for Well-B. 8. neutron logging for Well-B. The GR for Well-A starts with moderate values that increase sharply at mid-interval again at deeper points with very high peaks of GR intensity. The very high peak toward the end of the log indicates the presence of a thin shale bed. For Well-B, it starts from a low GR value, indicating the presence of s while there is a sharp increase in GR intensity when moving a little deeper. The higher values of GR reveal the presence of shales or shaly s formations. Moving deeper, a peak of GR can be observed at the bottom of the formation where the shaliness increases even further. This can be recognized as a pure shale streak. The log for Well-C shows high intensity at intermediate depths, suggesting the presence of a shale-rich streak across the formation. Then, GRs start to decrease going deeper in the formation. The calculated shale volume was determined using Eqn. 1. SAUDI ARAMCO JOURNAL OF TECHNOLOGY SPRING 018
4 (ft) Bulk Bulk (g/cm (g/cm 3 ) 3 ) (ft) Porosity Porosity Index Index neutron neutron logging logging It was plotted on the same GR log to observe the correlation. To be able to calculate shale volume, the s shale lines were drawn to determine the two extremes in GR response. The two lines have been used to calculate the shale volume. Since the only variable in Eqn. 1 is the GR value at a specific depth, the correlation showed absolute agreement. In Figs. 4 through 6, s are useful tools to identify the clay types. They are basically plots of the thorium content against potassium content. High values of the ratio to potassium indicate the presence of chlorite kaolinite, intermediate values indicate the presence of smectite (montmorilloinite) mixed layers, while low values indicate the presence of illite -rich minerals. Based on the spectral GR, the three wells have high percentages of smectite mixed layers of smectite, kaolinite, illite. Well-A has relatively higher amounts of kaolinite as it has higher values of the potassium/thorium (K/Th) ratio compared to the other wells. Well-C, with its lower values of K/Th ratio, in general, has more concentrations of illite compared to other clay minerals. neutron were plotted simultaneously to be able to establish the shale s beds. Shale beds are indicated by the high values of both density neutrons. While the identification of the shale/s beds is relatively easy for Wells A B, it is more difficult for Well-C where the separation between the density neutron in interchanging. Well-A has two main beds; shale at the top s at the bottom. At the very end of the log, there seems to be another shaley bed. Well-B has one shale bed from the top to the bottom with some intervals showing more shaliness than others. Well-C has five beds interchanging between shale s. Due to the thin beds it has, it may be more convenient to look at them as one bed of shaly sstone formation especially for beds through 5. Predicting the presence of shale beds the type of clays to be encountered using the logging of the offset wells helps in selecting the appropriate type of drilling fluid the optimum orientation. The shale petrophysical provides a complete picture of the formation s mineral content properties. Optimization of the drilling fluid to be used starts with knowing what the minerals to be encountered are. Then, the expected interactions between the rock minerals the drilling fluids are accounted for methods to mitigate the negative impact are implemented. For example, for a shale rock with high smectite content, the rock has a high tendency to swell. Therefore, swelling inhibitors can be added to the drilling fluids to minimize the scope of swelling, then, wellbore instability. In general, the shale reactivity increases with the increase in clay content. In addition, the types of clays present in the shale samples give different types of problems depending on several factors such as CEC capillary suction. has low CEC, but is a dispersion type of clay. When exposed to water, it disintegrates disperses causes the shale fabric to become weak loose. In the wellbore, this effect causes shale formation heaving sloughing problems, in severe cases may lead to hole collapse. Different shale additives, such as long-term polyamine shale inhibitors, can be used to mitigate the long-term as well as short-term problems due to shale-fluid interactions. has low to intermediate CEC values depending on the impurities. Therefore, it has a low tendency to swell, at the same time, it is not a dispersive type of clay. Therefore, a shale sample with high illite content may not need excessive amounts of shale stabilizers. It is important to mention that illite exists in mixed layers with smectite. This is mainly due to transformation of smectite illite over geologic periods of time. In the transformation period before the illite transforms completely to smectite, it exists in the mixed layer state. The illite-smectite mixed layer is a well-known frequently encountered type of clay. It has moderate to high CEC, therefore, is a swelling clay behaves similar to smectite. Next comes the highest swelling clay; montmorillonite, which falls under the smectite category. This type of clay has high values of CEC, especially when it is present as sodium montmorillonite. This type of clay can swell exp to more than double the original volume with distilled water. Swelling clays are considered the major clay types that cause drilling problems due to the wellbore instability they cause. The expansion in clay volume weakens the shale matrix
5 makes it susceptible to caving in washouts. There is even experimental evidence 11 that as swelling clay starts to increase in volume upon contact with water, there is a threshold value of expansion after which the clay particles start to breakdown on the molecular level. This is due to the mechanical changes taking place as water molecules are introduced in the clay system. CONCLUSIONS In this article, the petrophysical of three wells has been acquired processed in an attempt to better characterize the shale section. This was accomplished using from the total GR, spectral GR, density, neutron logs. The results showed the high percentage of smectite present in the shale section of these wells. After smectite come the kaolinite, illite, the mixed layer of these three clay minerals. Shale volume was calculated showed correlation with the GR. Shale beds have been identified based on the combined density neutron. Two wells have thick shale beds while the third one has a thick bed of shaly s. Characterization of shale formations using the most accurate techniques workflows can have a positive impact to enhance wellbore stability reduce nonproductive time. Based on the results of processing different types of petrophysical, best practices can be developed for more efficient drilling performance. ACKNOWLEDGMENTS The authors would like to thank the management of Saudi Aramco for their support permission to publish this article. This article was presented at the SPE/IATMI Asia Pacific Oil Gas Conference Exhibition, Bali, Indonesia, October 17-19, Juhasz, I.: Normalized Qv The Key to Shaly S Evaluation Using the Waxman-Smits Equation in the Absence of Core Data, SPWLA paper 1981-Z, presented at the SPWLA nd Annual Logging Symposium, Mexico City, Mexico, June 3-6, Atwater, J.E.: Correlation of Cation Exchange Capacity with Core Gamma Ray Logs, SPWLA paper 1986-QQ, presented at the SPWLA 7 th Annual Logging Symposium, Houston, Texas, June 9-13, Ramirez, M.O.: Cation Capacity Exchange Data Derived from Well Logs, SPE paper 1097, presented at the SPE Latin American Petroleum Engineering Conference, Rio De Janeiro, Brazil, October 14-19, Mian, M.A. Hilchie, D.W.: Comparison of Results from Three Cation Exchange Capacity Analysis Techniques, The Log Analyst, Vol. 3, Issue 5, September Alger, R.P., Raymer Jr., L.L., Hoyle, W.R. Tixier, M.P.: Formation Log Applications in Liquid Filled Holes, Journal of Petroleum Technology, Vol. 15, Issue 3, March 1963, pp Gardner, J.S. Dumanoir, J.L.: Litho- Log Interpretation, SPWLA paper 1980-N, presented at the SPWLA 1 st Annual Logging Symposium, Lafayette, Louisiana, July 8-11, Katti, D.R., Matar, M.I., Katti, K.S. Amar, P.M.: Multiscale Modeling of Swelling Clays: A Computational Experimental Approach, KSCE Journal of Civil Engineering, Vol. 13, Issue 4, July 009, pp REFERENCES 1. Alguero, A.J., Fabris, A., Watt, H.B. Wichmann, P.A.: Effective Porosity Shale Volume Determination from Lifetime Sidewall Logs, SPWLA paper 1973-X, presented at the SPWLA 14 th Annual Logging Symposium, Lafayette, Louisiana, May 6-9, Heslop, A.: Gamma Ray Log Response of Shaly Sstones, SPWLA paper 1974-M, presented at the SPWLA 15 th Annual Logging Symposium, McAllen, Texas, June -5, Bhuyan, K. Passey, Q.R.: Clay Estimation from GR Porosity Logs, SPWLA paper 1994-DDD, presented at the SPWLA 35 th Annual Logging Symposium, Tulsa, Oklahoma, June 19-, Katahara, K.W.: Gamma Ray Log Response in Shaly Ss, The Log Analyst, Vol. 36, Issue 4, July 1995.
6 BIOGRAPHIES Mohammed K. Al-Arfaj joined Saudi Aramco in 006 as a Petroleum Engineer, working with the Drilling Technology Team in the Exploration Petroleum Engineering Center Advanced Research Center (EXPEC ARC). He works in the area of drilling completion, has conducted several projects in the areas of shale inhibition, drilling nano-fluids, loss circulation materials, spotting fluids, swellable packers, completion fluids, oil well cementing. Mohammed received his B.S. degree in Chemical Engineering from King Fahd University of Petroleum Minerals (KFUPM), Dhahran, Saudi Arabia, in 006. In 009, he received his M.S. degree in Petroleum Engineering from Heriot-Watt University, Edinburgh, Scotl. In 017, Mohammed received his Ph.D. degree in Petroleum Engineering, specializing in molecular modeling experimental studies of shale-fluid interactions, from KFUPM. Hamad S. Al-Kharra a joined Saudi Aramco in July 008 as a Petroleum Engineer, is currently working with the North Arabian Strategy team of the Unconventional Gas Asset Department. His work experience includes working on the field development plan for the Marjan field. Hamad also worked with the Reservoir Description Division for almost 18 months, working on operation production (Quicklook visual analysis formation analysis log). After that, he went on an out-of-kingdom assignment for training in unconventional gas reservoir in Houston, TX. In 010, Hamad received his B.S. degree in Petroleum Engineering from King Fahd University of Petroleum Minerals (KFUPM), Dhahran, Saudi Arabia. He then pursued a M.S. degree in Petroleum Engineering on a part-time basis from KFUPM, receiving it in March 013. Hamad is also a Society of Petroleum Engineers (SPE) certified Petroleum Professional.
Log Interpretation Parameters Determined from Chemistry, Mineralogy and Nuclear Forward Modeling
Log Interpretation Parameters Determined from Chemistry, Mineralogy and Nuclear Forward Modeling Michael M. Herron and Susan L. Herron Schlumberger-Doll Research Old Quarry Road, Ridgefield, CT 6877-418
More informationPETROPHYSICAL EVALUATION CORE COPYRIGHT. Saturation Models in Shaly Sands. By the end of this lesson, you will be able to:
LEARNING OBJECTIVES PETROPHYSICAL EVALUATION CORE Saturation Models in Shaly Sands By the end of this lesson, you will be able to: Explain what a shale is and how to distinguish between a shaly sand and
More informationPetrophysics Designed to Honour Core Duvernay & Triassic
Petrophysics Designed to Honour Core Duvernay & Triassic Robert V. Everett Robert V. Everett Petrophysics Inc. Mike Berhane Alberta Geological Survey, AER Tristan Euzen IFP Technologies (Canada) Inc. James
More informationStochastic Modeling & Petrophysical Analysis of Unconventional Shales: Spraberry-Wolfcamp Example
Stochastic Modeling & Petrophysical Analysis of Unconventional Shales: Spraberry-Wolfcamp Example Fred Jenson and Howard Rael, Fugro-Jason Introduction Recent advances in fracture stimulation techniques
More informationIMPROVED RESERVOIR CHARACTERISATION USING NOVEL UNCONVENTIONAL CROSSPLOTS BETWEEN MAGNETIC SUSCEPTIBILITY AND DOWNHOLE WIRELINE LOG DATA
SCA2013-075 1/6 IMPROVED RESERVOIR CHARACTERISATION USING NOVEL UNCONVENTIONAL CROSSPLOTS BETWEEN MAGNETIC SUSCEPTIBILITY AND DOWNHOLE WIRELINE LOG DATA *Salem Abdalah, + Arfan Ali, and David K. Potter
More informationGEOLOGICAL LOG INTERPRETATION TUTORIAL
GEOLOGICAL LOG INTERPRETATION TUTORIAL Text and Figures by Geoff Bohling and John Doveton The following pages will familiarize you with the basics of the geological interpretation of common logs as they
More informationLITTLE ABOUT BASIC PETROPHYSICS
LITTLE ABOUT BASIC PETROPHYSICS Author: MUHAMMAD ZAHID M.Sc (Applied Geology) Specialization in Petrophysics University of Azad Jammu & Kashmir, Muzaffarabad. ENTER Introduction - Determination of Physical
More informationOil and Natural Gas Corporation Limited, 4th Floor GEOPIC, Dehradun , Uttarakhand
Sedimentoical Core Samples A Case Study of Western Offshore Basin, India Ashok Soni*, Pradeep Kumar and B.S. Bisht Oil and Natural Gas Corporation Limited, 4th Floor GEOPIC, Dehradun-248195, Uttarakhand
More informationNeutron Log. Introduction
Neutron Log Introduction This summary focuses on the basic interactions between the tool s signal and measured information, that help characterize the formation. It is not intended to be a comprehensive
More informationSaturation Modelling: Using The Waxman- Smits Model/Equation In Saturation Determination In Dispersed Shaly Sands
Saturation Modelling: Using The Waxman- Smits Model/Equation In Saturation Determination In Dispersed Shaly Sands Elvis Onovughe Department of Earth Sciences, Federal University of Petroleum Resources
More informationFORMATION EVALUATION PETE 321
FORMATION EVALUATION PETE 321 DENSITY AND NEUTRON LOGS Summer 2010 David Schechter Fluorescent Intervals in 1U Sand Sharp transition between oil saturated pay and non-pay observed by fluorescence in core
More informationDrill Cuttings Analysis: How to Determine the Geology of a Formation and Reservoir
Drill Cuttings Analysis: How to Determine the Geology of a Formation and Reservoir Chuck Stringer ASA Manager Southern Region 2015 TECH MKT_2014-BD-REG-1673 1 The one item that has lacked serious consideration
More informationPassive or Spontaneous Logs (SP, GR, SPECTRA GR, CALIPER)
Passive or Spontaneous Logs (SP, GR, SPECTRA GR, CALIPER) By Abiodun Matthew Amao Sunday, March 09, 2014 Well Logging PGE 492 1 Lecture Outline Introduction Spontaneous Potential (SP) Log Tool Physics
More informationDetermination of Duvernay Formation Reservoir Properties through Probabilistic Petrophysical Analysis calibrated to Core Studies.
Determination of Duvernay Formation Reservoir Properties through Probabilistic Petrophysical Analysis calibrated to Core Studies. Nasir Rahim, Neil Watson Canadian Discovery Ltd. Summary The petrophysical
More informationSPE DISTINGUISHED LECTURER SERIES is funded principally through a grant of the SPE FOUNDATION
SPE DISTINGUISHED LECTURER SERIES is funded principally through a grant of the SPE FOUNDATION The Society gratefully acknowledges those companies that support the program by allowing their professionals
More information1996 SCA Conference Paper Number 9641 ABSTRACT
An ntegrated Approach To Determine Shale Volume And Hydrocarbon Potential n Shaly Sand G.M. Hamada * ABSTRACT One of the most controversial problems in formation evaluation is the shale effect in reservoir
More informationOptimizing Drilling Performance by Wellbore Stability and Pore-Pressure Evaluation in Deepwater Exploration T. Klimentos, Schlumberger
IPTC 10933 Optimizing Drilling Performance by Wellbore Stability and Pore-Pressure Evaluation in Deepwater Exploration T. Klimentos, Schlumberger Copyright 2005, International Petroleum Technology Conference
More informationAn Integrated Approach to Volume of Shale Analysis: Niger Delta Example, Orire Field
World Applied Sciences Journal 7 (4): 448-452, 2009 ISSN 1818-4952 IDOSI Publications, 2009 An Integrated Approach to Volume of Shale Analysis: Niger Delta Example, Orire Field 1 1 2 L. Adeoti, E.A. Ayolabi
More informationDetermination of the Laminar, Structural and Disperse Shale Volumes Using a Joint Inversion of Conventional Logs*
Determination of the Laminar, Structural and Disperse Shale Volumes Using a Joint Inversion of Conventional Logs* Ambrosio Aquino-López 1, Aleksandr Mousatov 1, Mikhail Markov 1, and Elena Kazatchenko
More informationAn Integrated Petrophysical Approach for Shale Gas Reservoirs
An Integrated Petrophysical Approach for Shale Gas Reservoirs Richard Arnold & Matt Bratovich Baker Hughes Reservoir Development Services 1 2014 B A K E R H U G H E S I N C O R P O R A TED. A LL R I G
More informationImproved Cased-hole Formation Evaluation: The Added Value of High Definition Spectroscopy Measurement
Improved Cased-hole Formation Evaluation: The Added Value of High Definition Spectroscopy Measurement MAGNESIUM CARBONATE MAGNESIUM CLAY TYPING ALUMINIUM IN-SITU TOC COMPLEX MINERALS Chiara Cavalleri,
More informationComparison of Classical Archie s Equation with Indonesian Equation and Use of Crossplots in Formation Evaluation: - A case study
P-310 Summary Comparison of Classical Archie s Equation and Use of Crossplots in Formation Evaluation: - A case study Nitin Sharma In petroleum Exploration and Development Formation Evaluation is done
More informationN121: Modern Petrophysical Well Log Interpretation
Summary This course presents the principles and methods associated with the petrophysical interpretation of openand cased-hole wireline and LWD well logs. Open-hole topics covered include the use of log
More information15. THE NEUTRON LOG 15.1 Introduction
15. THE NEUTRON LOG 15.1 Introduction The neutron log is sensitive mainly to the amount of hydrogen atoms in a formation. Its main use is in the determination of the porosity of a formation. The tool operates
More informationEvaluation of Low Resistivity Laminated Shaly Sand Reservoirs
Evaluation of Low Resistivity Laminated Shaly Sand Reservoirs Summary Dr S S Prasad, C S Sajith & S S Bakshi Sub Surface Team, Mehsana Asset, ONGC, Palavasna, Mehsana, Gujarat E-mail : shivshankarp@gmailcom
More informationCONTENTS INTRODUCTION...2
Contents CONTENTS...1 1. INTRODUCTION...2 2. SAMPLING...3 2.1 CUTTINGS SAMPLES....3 2.2 CORE SAMPLES....3 3. ANALYTICAL METHODS...4 3.1 CLAY MINERALOGY...4 3.2 GAS ADSORPTION, SPECIFIC SURFACE AREA...4
More informationOptimum Mud Overbalance and ROP Limits for Managing Wellbore Stability in Horizontal Wells in a Carbonate Gas Reservoir
Optimum Mud Overbalance and ROP Limits for Managing Wellbore Stability in Horizontal Wells in a Carbonate Gas Reservoir Authors: Khaqan Khan and Dr. Hamoud A. Al-Anazi ABSTRACT Saudi Aramco has been drilling
More informationENVIRONMENTAL AND PETROPHYSICAL EFFECTS ON DENSITY AND NEUTRON POROSITY LOGS ACQUIRED IN HIGHLY DEVIATED WELLS
ENVIRONMENTAL AND PETROPHYSICAL EFFECTS ON DENSITY AND NEUTRON POROSITY LOGS ACQUIRED IN HIGHLY DEVIATED WELLS A. Mendoza, The University of Texas at Austin, C. Torres-Verdín, The University of Texas at
More informationFORMATION EVALUATION PETE 663
FORMATION EVALUATION PETE 663 SHALY SAND EVALUATION - B Summer 2010 SHALY FORMATION ISSUES Water Saturation Obstacles with Shaly Sands Fresh formation water can cause conventional analysis to overestimate
More informationINTRODUCTION TO LOGGING TOOLS
BY: MUHAMMAD ZAHID INTRODUCTION TO LOGGING TOOLS 1- SPONTANEOUS POTENTIAL (SP) The Spontaneous potential survey, (sp) was one of the first measurements, which was carried out, in a well bore. The SP log
More informationBasics of Geophysical Well Logs_Porosity
1 Porosity Logs Porosity (F), can be defined as the ratio between the volume of the pores and the total rock volume. Porosity defines the formation fluid storage capabilities of the reservoir. Well logs
More informationFundamentals Of Petroleum Engineering FORMATION EVALUATION
Fundamentals Of Petroleum Engineering FORMATION EVALUATION Mohd Fauzi Hamid Wan Rosli Wan Sulaiman Department of Petroleum Engineering Faculty of Petroleum & Renewable Engineering Universiti Technologi
More informationLalaji Yadav* and Troyee Das Reliance Industries Limited, Navi Mumbai, , India
New Concept of Variable Archie Bound Water Exponent for the Evaluation of Low Resistivity Pays in Mesozoic Fluvial Reservoirs of Krishna Godavari Basin, East Coast, India Lalaji Yadav* and Troyee Das Reliance
More information- logr separation method (the most widely used approach for estimating organic richness) - Clay Indicator-GR separation method
Total Organic Carbon estimates from wireline logs - Part #2 by Andrew Green A decisive factor for any producible shale resource system is the quantity of total organic carbon (TOC) present, as it provides
More informationA Petrophysical Model to Quantify Pyrite Volumes and to Adjust Resistivity Response to Account for Pyrite Conductivity
A Petrophysical Model to Quantify Pyrite Volumes and to Adjust Resistivity Response to Account for Pyrite Conductivity Presented at the 2013 AAPG ACE, Pittsburgh PA May 19-22 By Michael Holmes, Antony
More informationTechnology of Production from Shale
Technology of Production from Shale Doug Bentley, European Unconventional, Schlumberger May 29 th, 2012 Johannesburg, South Africa What are Unconventional Reservoirs Shale both Gas & Oil Coal Bed Methane
More informationMixed Reservoir Wetting in Unconventional Reservoirs and Interpretation of Porosity/Resistivity Cross Plots, Derived From Triple-combo Log Data
Mixed Reservoir Wetting in Unconventional Reservoirs and Interpretation of Porosity/Resistivity Cross Plots, Derived From Triple-combo Log Data Michael Holmes DWLS November 14, 2017 Outline Introduction
More informationSPE Copyright 2012, Society of Petroleum Engineers
SPE 159197 Improved Detection of Bed Boundaries for Petrophysical Evaluation with Well Logs: Applications to Carbonate and Organic-Shale Formations Zoya Heidari, SPE, Texas A&M University and Carlos Torres-Verdín,
More informationPetrophysical Evaluation of Shaly Sand Reservoirs in Palouge-Fal Oilfield, Melut Basin, South East of Sudan
Petrophysical Evaluation of Shaly Sand Reservoirs in Palouge-Fal Oilfield, Melut Basin, South East of Sudan Rashid A.M. Hussein 1 and Motaz Eltahir Bakri Ahmed 2 1 Sudan University of Science &Technology
More informationMechanical Properties Log Processing and Calibration. R.D. Barree
Mechanical Properties Log Processing and Calibration R.D. Barree Logging for Mechanical Properties Acoustic logs Measure compressional and shear velocity or slowness (1/v) Can be affected by fractures,
More informationAustralian Journal of Basic and Applied Sciences, 5(11): , 2011 ISSN
Australian Journal of Basic and Applied Sciences, 5(11): 634-658, 2011 ISSN 1991-8178 Application of Well Logging Tool to Determine the Minerals Composition of the G Member in Abu Roash Formation, El-Razzak
More informationIntroduction to Formation Evaluation Abiodun Matthew Amao
Introduction to Formation Evaluation By Abiodun Matthew Amao Monday, September 09, 2013 Well Logging PGE 492 1 Lecture Outline What is formation evaluation? Why do we evaluate formation? What do we evaluate?
More informationVerification of Archie Constants Using Special Core Analysis and Resistivity Porosity Cross Plot Using Picket Plot Method
Int'l Journal of Computing, Communications & Instrumentation Engg. (IJCCIE) Vol. 4, Issue (207) ISSN 2349-469 EISSN 2349-477 Verification of Archie Constants Using Special Core Analysis and Resistivity
More informationModule for: Resistivity Theory (adapted/modified from lectures in PETE 321 (Jensen/Ayers))
(PETE 663 Formation Evaluation and the Analysis of Reservoir Performance (Fall 2003)) Module for: Resistivity Theory (adapted/modified from lectures in PETE 321 (Jensen/Ayers)) J. L. Jensen W.B. Ayers
More informationSeismic characterization of Montney shale formation using Passey s approach
Seismic characterization of Montney shale formation using Passey s approach Ritesh Kumar Sharma*, Satinder Chopra and Amit Kumar Ray Arcis Seismic Solutions, Calgary Summary Seismic characterization of
More informationMUDLOGGING, CORING AND CASED HOLE LOGGING BASICS COPYRIGHT. Cased Hole Logging. By the end of this lesson, you will be able to:
LEARNING OBJECTIVES MUDLOGGING, CORING AND CASED HOLE LOGGING BASICS Cased Hole Logging By the end of this lesson, you will be able to: Identify common Cased Hole Logs and understand why the data are needed
More informationOTC OTC PP. Abstract
OTC OTC-19977-PP Using Modern Geophysical Technology to Explore for Bypassed Opportunities in the Gulf of Mexico R.A. Young/eSeis; W.G. Holt, G. Klefstad/ Fairways Offshore Exploration Copyright 2009,
More informationAn Improvement in Cation Exchange Capacity Estimation and Water Saturation Calculation in Shaly Layers for One of Iranian Oil Fields
Petroleum Engineering Iranian Journal of Oil & Gas Science and Technology, Vol. 6 (2017), No. 1, pp. 45-62 http://ijogst.put.ac.ir An Improvement in Cation Exchange Capacity Estimation and Water Saturation
More informationEmployment History. May 2002 => Present: Petrophysical Consultant, Robert E Ballay, LLC
Robert Eugene (Gene) Ballay Robert E Ballay, LLC PO Box 244-19622 Lawrence 2230 - Aurora, Missouri 65605 - USA Gene.Ballay@Gmail.Com / Gene_Ballay@Yahoo.Com / 417 678 7604 Dr. R. E. (Gene) Ballay is a
More informationProcess, Zeit Bay Fields - Gulf of Suez, Egypt*
PS Pressure Regime Evaluation, Role, and Contribution in Well Planning and Formation Evaluation Process, Zeit Bay Fields - Gulf of Suez, Egypt* Saber Moustafa Selim 1, Khaled Mohamed Abdallah 1, and Khalaf
More information-258- I. Ershaghi, S. Ghaemian Department of Petroleum Engineering University of Southern California Los Angeles, CA 90007
-258- WELL LOG INTERPRETATION OF THE CERRO PRIETO FIELD I. Ershaghi, S. Ghaemian Department of Petroleum Engineering University of Southern California Los Angeles, CA 90007 INTRODUCTION The basic objective
More informationFORMATION EVALUATION PETE 321
FORMATION EVALUATION PETE 321 CROSSPLOTS (Porosity and Lithology) Summer 2010 TWO-MEASUREMENT POROSITY CROSSPLOTS Two measurements determine two unknowns Formations with one lithology Lithology Porosity
More informationCOMPARISON AND SENSITIVITY ANALYSIS OF WATER SATURATION MODELS IN SHALY SANDSTONE RESERVOIRS USING WELL LOGGING DATA
COMPARISON AND SENSITIVITY ANALYSIS OF WATER SATURATION MODELS IN SHALY SANDSTONE RESERVOIRS USING WELL LOGGING DATA Shedid A. Shedid and Mohamed A. Saad American University in Cairo (AUC), Cairo, Egypt
More informationTHE USES OF SURFACE AREA DATA OBTAINED ON RESERVOIR CORE SAMPLES
THE USES OF SURFACE AREA DATA OBTAINED ON RESERVOIR CORE SAMPLES Abstract Robert D East, ACS Laboratories Pty Ltd. Surface area measurements performed on reservoir core samples can provide important characterisation
More informationAndy May. Summary. Experience. Senior Petrophysicist at Kinder-Morgan
Andy May Senior Petrophysicist at Kinder-Morgan andy.may@att.net Summary Petrophysicist, currently working in Kinder-Morgan's CO2 Division mainly on West Texas CO2 flooding projects and CO2 fields in Colorado
More informationIngrain Laboratories INTEGRATED ROCK ANALYSIS FOR THE OIL AND GAS INDUSTRY
Ingrain Laboratories INTEGRATED ROCK ANALYSIS FOR THE OIL AND GAS INDUSTRY 3 INGRAIN We Help Identify and Develop the Most Productive Reservoir by Characterizing Rocks at Pore Level and Upscaling to the
More informationWell Logging. Salam Al Rbeawi 2011
Well Logging Salam Al Rbeawi 2011 Well Logging: Is a technique used for formation evaluation to determine the size of the reservoir and the amount of oil and gas in place. The following parameters can
More informationPermeability Restoration of Saudi Arabia rocks. Osama A. El-Mahdy
Available online at www.pelagiaresearchlibrary.com Advances in Applied Science Research 18:9(2):79-85 ISSN : 976-86 CODEN (USA): AASRFC Permeability Restoration of Saudi Arabia rocks Osama A. El-Mahdy
More informationECS Elemental Capture Spectroscopy Sonde. Fast, accurate lithology evaluation
ECS Elemental Capture Spectroscopy Sonde Fast, accurate lithology evaluation Applications n Identify carbonate, gypsum, and anhydrite; quartz, feldspar, and mica; pyrite, siderite, coal, and salt fractions
More informationThere are five main methods whereby an unstable isotope can gain stability by losing energy. These are:
10. RADIOACTIVITY LOGGING 10.1 Introduction Radioactivity is used in several different types of logging tool. There are those that measure the natural radiation generated by the formation, such as the
More informationKeywords: NGS diagram, clay mineral, pabdeh and Gurpi formations, Kupal oil Field.
The application of NGS (Natural Gamma Ray Spectrometry) electrical diagram in identification of clay minerals formations of Pabdeh and Gurpi and the optimized mix of drilling mud in Kupal oil field. Hossein
More informationEnhanced Formation Evaluation of Shales Using NMR Secular Relaxation*
Enhanced Formation Evaluation of Shales Using NMR Secular Relaxation* Hugh Daigle 1, Andrew Johnson 1, Jameson P. Gips 1, and Mukul Sharma 1 Search and Discovery Article #41411 (2014)** Posted August 11,
More informationATTENUATION CHARACTERISTICS OF SAUDI ARABIAN RESERVOIR SANDSTONE AND LIMESTONE CORES
ATTENUATION CHARACTERISTICS OF SAUDI ARABIAN RESERVOIR SANDSTONE AND LIMESTONE CORES M. A. Mohiuddin 1, G. Korvin 2, A. Abdulraheem 1, and K. Khan 1 1 Center for Petroleum & Minerals, The Research Institute.
More information1: Research Institute of Petroleum Industry, RIPI, Iran, 2: STATOIL ASA, Norway,
SCA2005-42 1/12 INTEGRATED ANALYSIS OF CORE AND LOG DATA TO DETERMINE RESERVOIR ROCK TYPES AND EXTRAPOLATION TO UNCORED WELLS IN A HETEROGENEOUS CLASTIC AND CARBONATE RESERVOIR A. M. Bagheri 1, B. Biranvand
More informationShaly sand interpretation using CEC-dependent petrophysical parameters
Louisiana State University LSU Digital Commons LSU Doctoral Dissertations Graduate School 2005 Shaly sand interpretation using CEC-dependent petrophysical parameters Fnu Kurniawan Louisiana State University
More informationResearch Article. Experimental Analysis of Laser Drilling Impacts on Rock Properties
International Journal of Petroleum & Geoscience Engineering (IJPGE) 1 (2): 106- ISSN 2289-4713 Academic Research Online Publisher Research Article Experimental Analysis of Laser Drilling Impacts on Rock
More informationGY 402: Sedimentary Petrology
UNIVERSITY OF SOUTH ALABAMA GY 402: Sedimentary Petrology Lecture 27: Introduction to Wireline Log Interpretations Instructor: Dr. Douglas W. Haywick Last Time Carbonate Diagenesis Diagenesis 0.5 mm PPL
More informationBut these are what we really measure with logs..
The role of the petrophysicist in reservoir characterization and the analysis of reservoir performance. What do we bring to the table? What do we want to take home? Bob Cluff The Discovery Group Inc. consulting
More informationMAGNETIC SUSCEPTIBILITY AS A RAPID, NON- DESTRUCTIVE TECHNIQUE FOR IMPROVED RCAL AND SCAL PARAMETER PREDICTION
SCA2005-02 1/13 MAGNETIC SUSCEPTIBILITY AS A RAPID, NON- DESTRUCTIVE TECHNIQUE FOR IMPROVED RCAL AND SCAL PARAMETER PREDICTION David K. Potter Institute of Petroleum Engineering, Heriot-Watt University,
More informationAADE 2009-NTCE-11-04: LABORATORY METHODS TO ASSESS SHALE REACTIVITY WITH DRILLING FLUIDS
2009 NATIONAL TECHNICAL CONFERENCE & EXHIBITION, NEW ORLEANS, LOUISIANA AADE 2009-NTCE-11-04: LABORATORY METHODS TO ASSESS SHALE REACTIVITY WITH DRILLING FLUIDS MIKE STEPHENS, M-I SWACO SANDRA GOMEZ-NAVA,
More informationInversion-based detection of bed boundaries for petrophysical evaluation with well logs: Applications to carbonate and organic-shale formations
t Technical paper Downloaded 07/09/14 to 128.83.167.155. Redistribution subject to SEG license or copyright; see Terms of Use at http://library.seg.org/ Inversion-based detection of bed boundaries for
More informationRock Physics of Organic Shale and Its Implication
Rock Physics of Organic Shale and Its Implication Lev Vernik, Marathon Oil Corporation, Houston, USA lvernik@marathonoil.com Yulia Khadeeva, Marathon Oil Corporation, Houston, USA Cris Tuttle, Marathon
More informationIOP Conference Series: Earth and Environmental Science. Related content PAPER OPEN ACCESS
IOP Conference Series: Earth and Environmental Science PAPER OPEN ACCESS Determination of Shale Volume and Distribution Patterns and Effective Porosity from Well Log Data Based On Cross-Plot Approach for
More informationEvaluation of Rock Properties from Logs Affected by Deep Invasion A Case Study
Evaluation of Rock Properties from Logs Affected by Deep Invasion A Case Study Jahan Zeb a, Reece Murrell b a CGG Australia, 1 Ord Street, West Perth, WA 6005 Contact email: Jahan.Zeb@cgg.com b Esso Australia,
More informationA Review of Log-Based Techniques for Measuring Clay Volume
A Review of Log-Based Techniques for Measuring Clay Volume Sherif Farag Schlumberger Richard Holland Lundin Rt/Ro (log scale) The Effect of Archie s m and n S n w R R o t R t a m R S w n w Rt/Ro (log scale)
More informationDetermination of Moisture Adsorption Isotherm of Shale from Agbada Formation Using GAB Model
Abstract Research Journal of Engineering Sciences ISSN 2278 9472 Determination of Moisture Adsorption Isotherm of Shale from Agbada Formation Using GAB Model Dosunmu A. and Okoro E.E. Department of Petroleum
More informationWIRELINE LOG BASED ASSESSMENT OF SHALE VOLUME AND POROSITY: A CASE STUDY
Proceedings of the International Conference on Mechanical Engineering and Renewable Energy 207 (ICMERE207 20 December 207, Chittagong, Bangladesh ICMERE207-PI-0 WIRELINE LOG BASED ASSESSMENT OF SHALE VOLUME
More informationGeological Classification of Seismic-Inversion Data in the Doba Basin of Chad*
Geological Classification of Seismic-Inversion Data in the Doba Basin of Chad* Carl Reine 1, Chris Szelewski 2, and Chaminda Sandanayake 3 Search and Discovery Article #41899 (2016)** Posted September
More informationPetrophysical Rock Typing: Enhanced Permeability Prediction and Reservoir Descriptions*
Petrophysical Rock Typing: Enhanced Permeability Prediction and Reservoir Descriptions* Wanida Sritongthae 1 Search and Discovery Article #51265 (2016)** Posted June 20, 2016 *Adapted from oral presentation
More informationractical Geomechanics for Unconventional Resources
P ractical Geomechanics for Unconventional Resources 24-26 October 2012, Calgary, Canada Practical Geomechanics for Unconventional Resources Nowadays, unconventional resources have been brought into the
More informationOptimized High-Performance Water-Based Mud Successfully Drilled Challenging Sticky Shales in a Stratigraphic Well in Saudi Arabia
AADE-14-FTCE-51 Optimized High-Performance Water-Based Mud Successfully Drilled Challenging Sticky Shales in a Stratigraphic Well in Saudi Arabia Adel Al-Ansari, Ismaeel Musa, Abdullah Abahusain and T.
More informationDetermination of Lithology, Porosity and Water Saturation for Mishrif Carbonate Formation
Deteration of Lithology, Porosity Water Saturation for Mishrif Carbonate Formation F. S. Kadhim, A. Samsuri, H. Alwan Abstract Well logging records can help to answer many questions from a wide range of
More informationAADE-02-DFWM-HO-35. Pre-Planning and Product Selection
AADE-2-DFWM-HO-35 Sodium Silicate Fluids Improve Drilling Efficiency and Reduce Costs by Resolving Borehole Stability Problems in Atoka Shale John Pat Boyd, BP; Thalbert McGinness, BP; Jim Bruton and Mohamed
More informationSummary. Simple model for kerogen maturity (Carcione, 2000)
Malleswar Yenugu* and De-hua Han, University of Houston, USA Summary The conversion of kerogen to oil/gas will build up overpressure. Overpressure is caused by conversion of solid kerogen to fluid hydrocarbons
More informationSPE These in turn can be used to estimate mechanical properties.
SPE 96112 Pressure Effects on Porosity-Log Responses Using Rock Physics Modeling: Implications on Geophysical and Engineering Models as Reservoir Pressure Decreases Michael Holmes, SPE, Digital Formation,
More informationDetermination of Reservoir Properties from XRF Elemental Data in the Montney Formation
Determination of Reservoir Properties from XRF Elemental Data in the Montney Formation Justin Besplug, Ron Spencer and Tom Weedmark - XRF Solutions - www.xrfsolutions.ca Abstract Portable X-Ray Fluorescence
More informationIntroduction. Context of the study
Geological Controls on Reservoir Properties of the Montney Formation in Northeastern BC: An integration of sequence stratigraphy, organic geochemistry, quantitative mineralogy and petrophysical analysis.
More informationAdvances in Elemental Spectroscopy Logging: A Cased Hole Application Offshore West Africa
Journal of Geography and Geology; Vol. 9, No. 4; 2017 ISSN 1916-9779 E-ISSN 1916-9787 Published by Canadian Center of Science and Education Advances in Elemental Spectroscopy Logging: A Cased Hole Application
More informationQUANTITATIVE ANALYSIS OF SEISMIC RESPONSE TO TOTAL-ORGANIC-CONTENT AND THERMAL MATURITY IN SHALE GAS PLAYS
E: infoikonscience.com W: www.ikonscience.com QUANTITATIVE ANALYSIS OF SEISMIC RESPONSE TO TOTAL-ORGANIC-CONTENT AND THERMAL MATURITY IN SHALE GAS PLAYS Ebrahim Zadeh 12, Reza Rezaee 1, Michel Kemper 2
More informationSpectrometry and Reservoir Characteristics of Rudeis Formation in Belayim Marine Oil Field, Gulf of Suez, Egypt
JKAU: Earth Sci., Vol. 21, No. 1, pp: 171-199 (2010 A.D. / 1431 A.H.) DOI: 10.4197 / Ear. 21-1.7 Spectrometry and Reservoir Characteristics of Rudeis Formation in Belayim Marine Oil Field, Gulf of Suez,
More informationQuantifying Bypassed Pay Through 4-D Post-Stack Inversion*
Quantifying Bypassed Pay Through 4-D Post-Stack Inversion* Robert Woock 1, Sean Boerner 2 and James Gamble 1 Search and Discovery Article #40799 (2011) Posted August 12, 2011 *Adapted from oral presentation
More informationCopyright SOIL STRUCTURE and CLAY MINERALS
SOIL STRUCTURE and CLAY MINERALS Soil Structure Structure of a soil may be defined as the mode of arrangement of soil grains relative to each other and the forces acting between them to hold them in their
More informationFormation Evaluation: Logs and cores
These powerpoint files were produced for the Earth History class at the Free University Berlin, Department of Geological Sciences The copyright for texts, graphical elements, and images lies with C. Heubeck,
More informationractical Geomechanics for Oil & Gas Industry
P ractical Geomechanics for Oil & Gas Industry Practical Geomechanics for Oil and Gas Industry The integrity of the wellbore plays an important role in petroleum operations including drilling, completion
More informationand a contribution from Offshore Europe
Primary funding is provided by The SPE Foundation through member donations and a contribution from Offshore Europe The Society is grateful to those companies that allow their professionals to serve as
More informationSteven K. Henderson, Ph.D.
Steven K. Henderson, Ph.D. Texas Tech University Bob L. Herd Department of Petroleum Engineering Box 43111 Lubbock, TX 79409-3111 806.834.6388 steven.henderson@ttu.edu Licensure Certified Petroleum Geologist
More informationFormation Evaluation of Unconventional Basaltic Deccan Trap Basement Reservoir of Gamij Field, Cambay Basin, India
Formation Evaluation of Unconventional Basaltic Deccan Trap Basement Reservoir of Gamij Field, Cambay Basin, India Summary Ashok Kumar ONGC, Nazira, Assam The Deecan Trap basaltic rocks form the technical
More informationResults and Methodology from ANH (Colombia) Unconventional Resources Core Project
Results and Methodology from ANH (Colombia) Unconventional Resources Core Project Joel D. Walls 1, Juliana Anderson 1, Elizabeth Diaz 1, and Maria Rosa Ceron 2 Search and Discovery Article #80346 (2013)**
More informationEXTENDED ABSTRACT EVALUATING THE SHALY SAND OIL RESERVOIRS OF EL TORDILLO FIELD, ARGENTINA, USING MAGNETIC RESONANCE LOGS
EXTENDED ABSTRACT EVALUATING THE SHALY SAND OIL RESERVOIRS OF EL TORDILLO FIELD, ARGENTINA, USING MAGNETIC RESONANCE LOGS Maged Fam, Halliburton Energy Services, Luis P. Stinco, and Julio. A. Vieiro, Tecpetrol
More informationEffect of Shale Properties on Wellbore Instability during Drilling Operations: A Case Study of Selected Fields in Niger Delta-Nigeria
International Journal of Petroleum and Petrochemical Engineering (IJPPE) Volume 3, Issue 1, 2017, PP 22-30 ISSN 2454-7980 (Online) DOI: http://dx.doi.org/10.20431/2454-7980.0301003 www.arcjournals.org
More information