“Implementation of iterative procedures for petroleum field development problems
Question:“Implementation of iterative procedures for petroleum field development problems (e.g., well placement optimization, well completion design, etc)”
i.e., implement optimization procedures within" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in FieldOpt software, optimize for well locations, perforation in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">intervals, in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">inflow-control-device settin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ings
Attention:for this essay ,you just write like this“table for contents”this structure,more detail please see below.
Table of Contents
Introduction 3
1.1 Development in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in oil and gas field (1-2 pages) 3
Well placement optimization (2-3pages) 4
1.3 Main" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in contributions from this work (1pages) 4
1.4 Research strategy (1pages) 5
Trust region method in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in derivative-free optimization (2-3pages) 6
Trust region idea 6
Survey of trust region alogrithm 6
Introduction of project:
Develope the FieldOpt( optmizaiton software) framwork . Fin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ind out the best well location (max production). FieldOpt is written in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in C++, we try to add different algorithms in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in it. Objective function (production,f(x)=-q,) is non-derivative free function. Trust-region algorthim is chosed here. Assumin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing several poin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ints( locations of wells, x ), get the correspondin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing objective values(-q) from Eclipse simualtion. Build a quadratic model. Fin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ind the well optmization location by usin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing trust-region algorhims.
You dont need to explain" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in how to apply this algortims to solve well placment problem. Just the general in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">introduction of the trust region algorthims, literature review, development of the oil field, field optimization problem, reseacher stratey , work plan.etc
You can get more details in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in the followin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing. I have written some topics for each paragraph, but there are not all-in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">inclusive. You can read them as reference poin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ints. Please write down if you have any other ideas.
1-paragraph
7-13 lin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ines 100-150 words
total 7-10 pages , 2500-3000 words
Introduction
1.1 Development in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in oil and gas field (1-2 pages)
3- 5paragraphs
Overview of the field operation Background/ challenges/ problems
Motivation for optimization Objections(optimized cost, maxmize, Challegnes key optimization problem ( well control, well placment)
.etc
3- 5 paragraphs
state of the art, how the problem is solved
Well placement optimization (2-3pages)
2- 4 paragraphs Introduction Problem defin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">inition
Short description
2- 3 paragraphs Challengin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing
comparin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing with well control optimization
2- 3 paragraphs
Overview of methods have been used.
Compare gradient-based and derivative-free methods , why not gradient-based method
overview of Derivative-free methods have been used(literature review)
advantages and drawbacks
.etc
1.3 Main" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in contributions from this work (1pages)
1-2paragrahs (explain" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in FieldOpt)
We concerns the development of FieldOpt a software. FieldOpt is an open-source software package written in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in C++to e?ciently prototype and test optimization algorithms on realis-tic design and production cases in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in the petroleum in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">industry. Reservoir simulation is a main" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in modelin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing tool for the performance of these cases. With FieldOpt, we seek to simplify and speed up the process of developin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing and applyin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing new optimization methodologies to in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">interest-in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing petroleum cases.
1-2paragraph Add trust region algorithms to the framework
Objective of this project,We present TRDFO algorithm to solve the well-placement optimiza-tion
In our work we proposed derivative-free optimization methodologies based on trust-region al-gorithm.. why this method ? short description of trust region, advantages /challenges/what is the di?erence b/e what you are doin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing and what people have done before , Testin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing a new type of algorithms to this problem . How does this contribute to FieldOpt: it enhances FieldOpt by addin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing one or two new algorithms to the framework.
1-2paragraph Ojectives/goals/expected results
Implement trust region method, help improve the FieldOpt software, develop the reservoir production.......
1.4 Research strategy (1pages)
1- 2 paragraph Tools
Use the FieldOpt platform to implement, i.e., code, iterative procedures that optimize for well placement. Use reservoir simulator to compute objective function.
literature search (trust region)
goin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing to use reservoir simulators( ECLIPSE-schlumberger) use the FieldOpt framework, C++, CLion code platform
study the opt++ implementation to learn about algorithms ( trust region), and how to im-plement simular algorithms usin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing C++ within" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in FieldOpt
PGGs suite of production cases, Reservoir production cases: 5spot, Rio, Reek Writin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing
Work Plan( one year)
1-2paragraphs
Specialization project (first semeter 08.16-12.16)
Understandin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing theory,reservoir optimization problem, challenges, literature search, general de-scription of optimization algorihm, in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in particular trust region algorithm
1-2paragraphs
Master thesis
(last semester 01.17-06.17)
Master Thesis: Implement optimization procedure within" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in FieldOpt, writtin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in C++, testin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing trust region algorithms in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in di?erent production cases
Trust region method in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in derivative-free optimization (2-3pages)
Trust region idea
3-4 paragraph
Why derivative free
Description of the problem Introduction of algorithm frame of the algorithms
How to build up model(in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">interpolation, radial basis…….)
advantages, drawbacks,
Survey of trust region alogrithm
3-4 paragraph
Literature review (research progress)&Comparin" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">ing
For example, win" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">infield, powell, COBYLA,DFO,Coon, Schein" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">in" rel="nofollow">inberg, UOBYQA, NEWUOA,BOBYQA……………….
References