{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T07:31:37Z","timestamp":1761895897790,"version":"3.41.2"},"reference-count":11,"publisher":"SPE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2011,1,31]]},"abstract":"<jats:title>Abstract<\/jats:title>\n               <jats:p>According to the field data, there are several methods to reduce the drilling cost of other wells. One of these methods is the optimization of drilling parameters to obtain the maximum available ROP. Considering the geology and rock mechanic parameters, each part of well has different recommended parameters.<\/jats:p>\n               <jats:p>There are too many parameters affecting in rate of penetration like hole cleaning (including drillstring rotation speed, mud rheology, weight on bit and floundering phenomena), tooth wear, formation hardness (including depth and kind of formation), differential pressure (including mud weight) and etc. Therefore, developing a logical relationship among them to assist in proper ROP selection is extremely necessary and complicated though. In such a case, Artificial Neural Networks (ANNs) is proven to be helpful in recognizing complex connection between these variables. Genetic Algorithm (GA), as a class of optimizing methods for the complex functions, is applied to help ROP optimization and its related drilling parameters. Optimization program will optimize drilling parameters which will be used in future works and also leads us to proper time estimation. The present study is predicting the proper penetration rate, optimizing the drilling parameters, estimating the drilling time of well and eventually reducing the drilling cost for future wells.<\/jats:p>","DOI":"10.2118\/140029-ms","type":"proceedings-article","created":{"date-parts":[[2014,6,3]],"date-time":"2014-06-03T15:42:07Z","timestamp":1401810127000},"source":"Crossref","is-referenced-by-count":27,"title":["Application of Artificial Intelligent Systems in ROP Optimization: A Case Study in Shadegan Oil Field"],"prefix":"10.2118","author":[{"given":"M.","family":"Bataee","sequence":"additional","affiliation":[{"name":"Department of Petroleum Engineering, Ahwaz Faculty of Petroleum Engineering, Petroleum University of Technology, Abadan, Iran"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"S.","family":"Mohseni","sequence":"additional","affiliation":[{"name":"Department of Petroleum Engineering, Ahwaz Faculty of Petroleum Engineering, Petroleum University of Technology, Abadan, Iran"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"861","published-online":{"date-parts":[[2011,1,31]]},"reference":[{"key":"2025031716273858300_R1","doi-asserted-by":"crossref","unstructured":"Bataee, M., Kamyab, M., Ashena, R.\n          2010. Investigation of Various ROP Models and Optimization of Drilling Parameters for PDC and Roller-cone Bits in Shadegan Oil Field. SPE paper No. 130932. International Oil and Gas Conference and Exhibition in China, 8-10 June 2010, Beijing, China.","DOI":"10.2118\/130932-MS"},{"key":"2025031716273858300_R2","article-title":"Bit Selection Optimization Using Artificial Intelligent Systems","author":"Edalatkhah","year":"2009","journal-title":"Journal of Petroleum Science and Technology"},{"article-title":"Applied Drilling Engineering","year":"1991","author":"Bourgoyne","key":"2025031716273858300_R3"},{"article-title":"Drilling Engineering: a Complete Well Planning Approach","year":"1985","author":"Adam","key":"2025031716273858300_R4"},{"key":"2025031716273858300_R5","doi-asserted-by":"crossref","unstructured":"Nygaard, R., Hareland, G.\n          2007. Application of Rock strength in Drilling Evaluation. SPE paper N. 106573. Latin American & Caribbean Petroleum Engineering Conference, 15-18 April 2007, Buenos Aires, Argentina.","DOI":"10.2523\/106573-MS"},{"key":"2025031716273858300_R6","doi-asserted-by":"crossref","unstructured":"Rastegar, M., Hareland; G., Nygaard, R., Bashari, A.\n          2008. Optimization of Multiple Bit Runs Based on ROP Models and Cost Equation: A New Methodology Applied for One of the Persian Gulf Carbonate Fields. SPE paper No. 114665. IADC\/SPE Asia Pacific Drilling Technology Conference and Exhibition, 25-27 August 2008, Jakarta, Indonesia.","DOI":"10.2118\/114665-MS"},{"key":"2025031716273858300_R10","doi-asserted-by":"crossref","unstructured":"Paes, P., Aragao, A., Chen, D. C.\n          2005. Cost effective drilling optimization technologies in Campos Basi. SPE paper No. 94785. SPE Latin American and Caribbean Petroleum Engineering Conference, 20-23 June 2005, Rio de Janeiro, Brazil.","DOI":"10.2523\/94785-MS"},{"key":"2025031716273858300_R11","doi-asserted-by":"crossref","unstructured":"Walker, B. H., Black, A. D., Klauber, W. P., LittleT., Khodaverdian, M.\n          1986. Roller-Bit Penetration Rate Response as a Function of Rock Properties and Well Depth. SPE paper No. 15620. SPE Annual Technical Conference and Exhibition, 5-8 October 1986, New Orleans, Louisiana.","DOI":"10.2118\/15620-MS"},{"key":"2025031716273858300_R7","doi-asserted-by":"crossref","unstructured":"Remmert, S. M., Witt, J. W., Dupriest, F. E.\n          2007. Implementation of ROP Management Process in Qatar North Field. SPE paper No. 105521. SPE\/IADC Drilling Conference, 20-22 February 2007, Amsterdam, The Netherlands.","DOI":"10.2523\/105521-MS"},{"key":"2025031716273858300_R8","doi-asserted-by":"crossref","unstructured":"Bilgesu, H. I., Tetrick, L. T., Mohaghegh, S., Ameri, S.\n          1997. A New Approach for the Prediction of Rate of Penetration (ROP) Values. SPE paper No. 39231. SPE Eastern Regional Meeting, 22-24 October 1997, Lexington, Kentucky.","DOI":"10.2118\/39231-MS"},{"key":"2025031716273858300_R9","doi-asserted-by":"crossref","unstructured":"Roehrlich, M., Belohlavek, K. U.\n          2006. ROP Enhancement in Ultrahard Rock. SPE paper No. 99045. IADC\/SPE Drilling Conference, 21-23 February 2006, Miami, Florida, USA.","DOI":"10.2118\/99045-MS"}],"event":{"name":"SPE Middle East Unconventional Gas Conference and Exhibition","start":{"date-parts":[[2011,1,31]]},"location":"Muscat, Oman","end":{"date-parts":[[2011,2,2]]},"acronym":"11UGM"},"container-title":["SPE Middle East Unconventional Gas Conference and Exhibition"],"original-title":[],"link":[{"URL":"https:\/\/onepetro.org\/SPEUGM\/proceedings-pdf\/doi\/10.2118\/140029-MS\/1689424\/spe-140029-ms.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/onepetro.org\/SPEUGM\/proceedings-pdf\/doi\/10.2118\/140029-MS\/1689424\/spe-140029-ms.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,17]],"date-time":"2025-03-17T16:27:45Z","timestamp":1742228865000},"score":1,"resource":{"primary":{"URL":"https:\/\/onepetro.org\/SPEUGM\/proceedings\/11UGM\/11UGM\/SPE-140029-MS\/149473"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011,1,31]]},"references-count":11,"URL":"https:\/\/doi.org\/10.2118\/140029-ms","relation":{},"subject":[],"published":{"date-parts":[[2011,1,31]]},"article-number":"SPE-140029-MS"}}