Zagazig University Digital Repository
Home
Thesis & Publications
All Contents
Publications
Thesis
Graduation Projects
Research Area
Research Area Reports
Search by Research Area
Universities Thesis
ACADEMIC Links
ACADEMIC RESEARCH
Zagazig University Authors
Africa Research Statistics
Google Scholar
Research Gate
Researcher ID
CrossRef
Predicting Shale Volume from Seismic Traces Using Modified Random Vector Functional Link Based on Transient Search Optimization Model: A Case Study from Netherlands North Sea
Faculty
Science
Year:
2022
Type of Publication:
ZU Hosted
Pages:
Authors:
Muhammad Nabih AbdelHady Alsayed
Staff Zu Site
Abstract In Staff Site
Journal:
Natural Resources Research Springer
Volume:
Keywords :
Predicting Shale Volume from Seismic Traces
Abstract:
Seismic data have the advantage of wide aerial distribution and deep extent unlike well data that are restricted to a boreholes location, measuring intervals, and depth. In addition, seismic data are suitable for delineation of structural and stratigraphic features, whereas well logs are suitable for delineation of much smaller scale petrophysical properties. However, both methods are beneficial for extending small-scale petrophysical parameters to largescale seismic volumes. In seismic data, seismic traces are mainly band-limited, whereas sources of seismic data do not offer the entire band of frequencies required for the desired resolution to be comparable to well data. Therefore, it is a big challenge to compare well data with a resolution that is several orders greater than that of seismic data. The integration of petrophysical parameters and seismic traces helps to predict the lateral distribution of petrophysical properties. However, the traditional prediction methods have their limitations. Therefore, this study used seismic and well logs to predict shale volume using the proposed model with an artificial neural network. The proposed hybrid model consists of a conventional random vector functional link (RVFL) network and the transient search optimization (TSO) algorithm, and the model is named TSO–RVFL. This model predicts shale volume in wells. The TSO–RVFL was compared with the standalone RVFL and other two hybrid models. The results of this study validated the successful performance of the artificial neural network for calculating and predicting petrophysical parameters, such as shale volume. The TSO–RVFL outperformed the three other models based on different statistical measures.
Author Related Publications
Muhammad Nabih AbdelHady Alsayed, "New approach for releasing uranium radiation impact on shale content evaluation in shaly sand formations: A case study, Egypt", Elsevier, 2018
More
Muhammad Nabih AbdelHady Alsayed, "A new deeper channel system predicted using seismic attributes in scarab gas field, west delta deep marine concession, Egypt", Elsevier, 2021
More
Muhammad Nabih AbdelHady Alsayed, "Reliability of velocity-deviation logs for shale content evaluation in clastic reservoirs: a case study, Egypt", Springer, 2021
More
Muhammad Nabih AbdelHady Alsayed, "Differentiation between source and reservoir rocks using statistical analysis of radiogenic heat production: A case study on Alam El Bueib Formation, north Western Desert, Egypt", Elsevier, 2021
More
Muhammad Nabih AbdelHady Alsayed, "3D slicing of radiogenic heat production in Bahariya Formation, Tut oil field, North-Western Desert, Egypt", Elsevier, 2013
More
Department Related Publications
Osama Mohamed Abdelmoneim Elbadry, "Khedr, El-Badry, O. Potts, and Sehim, : Tectonic implications of syndepositional slumping structures, Hammam Faraun district, Gulf of Suez, Sinai, Egypt. Sedimentology of Egypt, V. 11, p. 211 – 226. (2003)", لايوجد, 1900
More
Osama Mohamed Abdelmoneim Elbadry, "Nagib,; Abu Zaid, & El-Badry, O. “Potential of flash flooding of drainage basins of the area East of Nile Delta area and risk evaluation, Egypt. J. of Environmental Research, Vol. 6 (2006).", لايوجد, 1900
More
Osama Mohamed Abdelmoneim Elbadry, "El Badry, O. & EI Farouk : The complex lithology of the Hammam Faraon Member Shoab Ali Gulf of Suez, Egypt: 1 11h Petrol. Exp. & Prod. Conf., Cairo, p. 333 35. (1992)", لايوجد, 1900
More
Samir Mahmoud Ahmed Zaid, "دراسة تاثير معاملات النسيج والتغيرات المابعدية علي قياسات المسامية لمتكون روديس بحقل وردة – خليج السويس - مصر", لايوجد, 1900
More
Sayyid AbdelAzim AbdulRahman, "طباقية رواسب الطباشيري في منطقة ابو الدرج مع بعض المفاهيم حول الرواسب ذات العلاقة على الضفة الغربية لخليج السويس- مصر ", لايوجد, 1900
More
جامعة المنصورة
جامعة الاسكندرية
جامعة القاهرة
جامعة سوهاج
جامعة الفيوم
جامعة بنها
جامعة دمياط
جامعة بورسعيد
جامعة حلوان
جامعة السويس
شراقوة
جامعة المنيا
جامعة دمنهور
جامعة المنوفية
جامعة أسوان
جامعة جنوب الوادى
جامعة قناة السويس
جامعة عين شمس
جامعة أسيوط
جامعة كفر الشيخ
جامعة السادات
جامعة طنطا
جامعة بنى سويف