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<p class="MsoHeader" align="center" style="text-align:center"><b><span style="font-size: 14pt; font-family: 'Times New Roman'; ">MASTER’S THESIS DEFENSE<o:p></o:p></span></b></p>
<p class="MsoHeader" align="center" style="text-align:center"><b><span style="font-size: 14pt; font-family: 'Calibri Light'; "> </span></b></p>
<p class="MsoHeader" align="center" style="text-align:center"><b><span style="font-size: 14pt; font-family: 'Calibri Light'; ">ANALYSIS OF DRILLING DATA AND ROP OPTIMIZATION
USING ARTIFICIAL INTELLIGENCE TECHNIQUES WITH STATISTICAL REGRESSION COUPLING</span></b><b><span style="font-size:11.0pt"><o:p></o:p></span></b></p>
<p class="MsoHeader" align="center" style="text-align:center"><b><span style="font-size:11.0pt"> </span></b></p>
<p class="MsoNormal" align="center" style="text-align:center"><b><span style="font-size:14.0pt;line-height:107%;font-family:Tahoma">Bharat Mantha<o:p></o:p></span></b></p>
<p class="MsoNormal" align="center" style="text-align:center"><b><span style="color:#1F497D"> </span></b></p>
<p class="MsoNormal" align="center" style="text-align:center"><b>Date: Monday, June 13, 2016<o:p></o:p></b></p>
<p class="MsoNormal" align="center" style="text-align:center"><b> </b></p>
<p class="MsoNormal" align="center" style="text-align:center"><b>Location: </b><span style="font-size:12.0pt;line-height:107%">Petroleum Engineering (ERP) Building
9<b> <o:p></o:p></b></span></p>
<p class="MsoNormal" align="center" style="text-align:center"><b>Room <span style="color:red">124</span><o:p></o:p></b></p>
<p class="MsoNormal" align="center" style="text-align:center"><b>Time: </b><span style="font-size:12.0pt;line-height:107%">10:00 am – 12:00 pm<b><o:p></o:p></b></span></p>
<p class="MsoNormal" align="center" style="text-align:center"><b> </b></p>
<p class="MsoNormal" align="center" style="text-align:center"><b><span style="font-size:12.0pt;line-height:107%">Committee Chair:<span style="color:#1F497D"> </span></span></b>Dr. Konstantinos Kostarelos,<b><span style="font-size:12.0pt;line-height:107%;color:#1F497D"><o:p></o:p></span></b></p>
<p class="MsoNormal" align="center" style="text-align:center"><b>Committee Members:<o:p></o:p></b></p>
<p class="MsoNormal" align="center" style="text-align:center"><span style="font-size:12.0pt;line-height:107%">Dr. Robello Samuel<o:p></o:p></span></p>
<p class="MsoNormal" align="center" style="text-align:center"><span style="font-size:12.0pt;line-height:107%">Dr. Thomas K. Holley<o:p></o:p></span></p>
<p class="MsoNormal">Predictive data-driven analytics has the potential to
successfully predict the downhole environment in Drilling Engineering. In
general, rate of penetration (ROP) optimization involves adjustment of the
weight on bit (WOB) and rotary speed (RPM) for efficient drilling. ROP has a
complex relationship with several other parameters, such as formation
properties, mud properties, mud hydraulics, borehole deviation as well as the
size/type of bit. In this study, a new workflow based on statistical regression
and artificial intelligence (AI) techniques was designed to predict ROP using
field data gathered from the North Sea horizontal wells. Several
machine-learning models such as such as step-wise regression, neural networks,
support vector regression, classification-regression trees, random forests and
boosting were applied for prediction. A web based prediction app was developed
that could perform predictive analytics and uncertainty analysis on any data.
The app was further tested on other wells and was shown to predict with
significant accuracy.<o:p></o:p></p>
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