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CE 2.1 Project Information Name of the project:Predicting Oil Flow from Bottom Hole Pressure in Petroleum Field Location of the project:Please fill Project Duration:Please fill Organization:Please fill Role and Designation during the time:Team Member of the project CE 2.2 Project Background CE 2.2.1 Characteristics of the project This project ofPredicting Oil Flow from Bottom Hole Pressure in Petroleum Field was my first mini project in engineering career. The total installation of the down hole gauges within oil wells are used for the determination of pressure of flowing bottom hole is the significant dominant procedure mostly in the various wells that are eventually lifted with several pumps that are electrically submersible.This project has subsequently helped us in predicting the pressure of flowing bottom hole in the vertical oil wells by the help of back propagation algorithm. CE 2.2.2 Objectives developed for the project The project ofPredicting Oil Flow from Bottom Hole Pressure in Petroleum Field comprises of two important objectives. The objectives are as follows: ï‚·To predict the pressure offlowing bottom hole in the oil well ï‚·To use back propagation algorithm for executing the project. ï‚·To help the society with this heat exchanger.
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CE 2.2.3 My area of work This project ofPredicting Oil Flow from Bottom Hole Pressure in Petroleum Field was executed properly. As the petroleum engineer, my main area of work was to document the entire project. I made sure that the project documentation was done perfectly.My other area of work in the project was to arrange for various meetings and gatherings of the project. I did this at the end of every week for understanding whether the project would be successful or not or whether we are lagging behind. CE 2.2.4 Project Group Figure 1: People involved in the project CE 2.2.5 My responsibilities throughout the project I was an important part of the project. I had various important responsibilities within the project. My first and the foremost responsibility in this project ofPredicting Oil Flow from Bottom Hole Pressure in Petroleum Fieldwas to document the entire project properly. I knew that if the project report was made perfectly, the project is bound to be a success. My next responsibility was to assist my project supervisor in the project.Another important
responsibility that I had to execute in this project was providing guidance to my juniors. I even applied my knowledge and skills within the project for successfully completing the project. CE 2.3 Distinctive Activity CE 2.3.1 Engineering knowledge and skills applied in the project I have utilized my petroleum engineering skills and knowledge for the success of the project. I knew that if I will apply my skills and knowledge in the project properly, it is evident that the project will be a huge success. I am a hardworking person and have excellent problem solving skills. Critical thinking power was also used here. CE 2.3.3 Comprehending the Theory of Project Since there is an increment in the use of the permanent gauges of down hole, the measurement of pressures of flowing bottom hole pressures or FBHP is getting faster as well as efficient. However, all of these permanent gauges need proper maintenance or calibration for avoiding the erroneous readings. Moreover, by intervening the well periodically for measuring FBHP is the most expensive task that is associated with the risk of production and even interruption. The prediction of pressure of flowing bottom hole within the gas wells was the engineering problem related to old petroleum. Some of the major attempts had produced the correlations, which provide better predictionsin some of the cases. All of these correlation types generally perform much better than all those that attempt in meeting the requirement of the diversity of issues. Normally, the higher this number of the variables within the model, was lesser than the reliability as well as general applications of all correlations. This is thus the result to utilize methodologies like the analysis of conventional regression. In all of these methodologies, the higher chances of completely capturing relationship within the variables reduce since the total variables number eventually increases.
All of the parameters can be easily included in all of these kinds of problems, like ratios of gas oil within systems of two phases, flow of water within the systems of three phases, and the pipe inclination angles. There is the most important model of PSO for the purpose of training the perceptron and even predicting the various pollutant levels in the wells of gas. This particular approach was being proved to be extremely feasible as well as effective by the application to few of the real air quality issues and also by the comparison with the simplest BP or back propagation algorithm. ESP or Electric Submersible Pumping is the next most important and common utilized methodology of the well production or fluid lifting within the industries of oil or gas. It is thus responsible for obtaining the highest amounts of overall fluids that are being produced, are water and oil by any of the method of artificial lift and any ideal methodology for the wells of higher water cut. The centrifugal pumps could be either of multi stage or single stage units. The single stage pumps are majorly utilized only when the discharge pressure from lower to medium is needed, while the multistage pumps are eventually designed for overcoming the high discharge pressures. The ESP is usually installed in the end of production tube string that is being inserted within the bigger piping known as casing. The measurements of pressure for the discharge of pump and in taking are usually obtained by the permanent pressure gauge that is being installed in the assembly of ESP. The pressure of flowing bottom hole of any well is considered as the pressure, which could be calculated or measured near or at the specific producing formation in the bottom of a well while this well is producing or flowing hydrocarbons. It would always be extremely higher than the respective flowing pressure at surface, however lower than shut in the pressure of bottom hole.
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Figure 2: Schematic of Oil Well with ESP After knowing that the pressure of bottom hole of any oil well could help in forecastingawellpotentialthisparticularprojectwasbeingmade.Hence,thewell production monitoring as well as optimization of artificial lifting could be easily performed, that is the major objective for maximization of oil production and reduction of operational costs. The data of bottom hole pressure also could be utilized for providing information on the pore pressure which could be simply calculated for safety reasons while the drilling development well within the area. This is very critical for the drilling operations mainly the underbalanced drilling. It even provides the valuable data for selecting correct fluid weight. This data also could be utilized for the purpose of producing accurate either under or over balance before the perforation. The tubing pressures as well as the casing pressure of these flowing wells had always been vital factors within the operating wells and also under the restricted productions their importance would be increased. The alterationswithin the pressures had always been considered as providing significant information regarding the quality of well, conditions of sand, bore hole conditions by the sand. A study of the pressures of bottom hole within the complete field has the direct application to lease operation or any individual well. The pressures of bottom hole provide important data that would be assisting in making an accurate estimation. This comprises of various considerable values for knowing
the reasonable limits only when the wells would be having to be pumped. These pumps are thus important for the oil and gas industry. The estimation of FBHP of the well is considered as the most challenging and extremely complicated system. The models of empirical or mechanistic did not have the ability in estimating the FBHP. The neural network model that has been developed is being shownexponentiallyaccurateandproperestimationofFBHPperformance,which significantly performs the model of empirical. The various numbers of the layers of neural network and the various numbers of neurons in one layer had been addressed for finding the optimum structure of neural network. CE 2.3.4 Identified issues and their solutions 2.3.4.1 Issues The main problem that we faced in the project was during predicting the pressure in the oil well. The person who was given the responsibility to make the prediction made it completely wrong. This was bringing major delay in our project. 2.3.4.2 Solutions I gave suggestions to my co workers for solving the issue as this was bringing delay in the project. I myself predicted the pressure by BP algorithm and hence this issue was resolved. CE 2.3.5 Plan to produce creative and innovative work We made a significant plan for our project. Our plan was to bring out creative and innovative work by working mutually. We divided our work perfectly and every one carried out their responsibility with utmost sincerity and perfection.