Inscrição na biblioteca: Guest

COMPARING THREE IMAGE PROCESSING ALGORITHMS TO ESTIMATE THE GRAIN-SIZE DISTRIBUTION OF POROUS ROCKS FROM BINARY 2D IMAGES AND SENSITIVITY ANALYSIS OF THE GRAIN OVERLAPPING DEGREE

Volume 6, Edição 1, 2015, pp. 71-89
DOI: 10.1615/SpecialTopicsRevPorousMedia.v6.i1.60
Get accessGet access

RESUMO

The grain-size distribution (GSD) of porous rocks is important in order to better understand their hydrodynamic behavior. Clear and precise GSD data can be used to computationally reconstruct rock structure for further analysis. In this study, three main algorithms for image analysis have been examined to estimate the GSD of clastic rocks. The main challenge in GSD determination from images is in detecting overlapping grains and measuring their size separately. In this study, three previously developed image processing algorithms are implemented on two-dimensional (2D) binary images of rocks in order to compare the obtained GSD from each of the methods, i.e., the mean intercept length method, erosion and dilation method, and watershed segmentation method. Grains can be visually overlapped for several geological reasons, such as severe compaction, diagenesis, or cementation. When the overlapping degree of grains is severely increased, the image processing algorithms fail to detect the true grain size. A sensitivity analysis has been done on several synthetic random packed rock samples to evaluate the field of applicability and the accuracy of the aforementioned methods via different grain overlapping degrees. Finally, a comparison between the discussed methods is presented, which helps researchers choose the appropriate algorithm that fits their rock samples.

CITADO POR
  1. Rabbani Arash, Ayatollahi Shahab, Kharrat Riyaz, Dashti Nader, Estimation of 3-D pore network coordination number of rocks from watershed segmentation of a single 2-D image, Advances in Water Resources, 94, 2016. Crossref

  2. Rabbani Arash, Baychev Todor G., Ayatollahi Shahab, Jivkov Andrey P., Evolution of Pore-Scale Morphology of Oil Shale During Pyrolysis: A Quantitative Analysis, Transport in Porous Media, 119, 1, 2017. Crossref

  3. Rabbani Arash, Salehi Saeed, Dynamic modeling of the formation damage and mud cake deposition using filtration theories coupled with SEM image processing, Journal of Natural Gas Science and Engineering, 42, 2017. Crossref

  4. Kling Tobias, Schwarz Jens-Oliver, Wendler Frank, Enzmann Frieder, Blum Philipp, Fracture flow due to hydrothermally induced quartz growth, Advances in Water Resources, 107, 2017. Crossref

  5. Mukherji Rana, Mathur Vishal, Samariya Arvind, Mukherji Manishita, Study of the hydrogenation and re-heating of Co-doped ZnO and In2O3 Nano composites, Advanced Composites and Hybrid Materials, 1, 4, 2018. Crossref

  6. Skalon Mateusz, Görtler Michael, Meier Benjamin, Arneitz Siegfried, Urban Nikolaus, Mitsche Stefan, Huber Christian, Franke Joerg, Sommitsch Christof, Influence of Melt-Pool Stability in 3D Printing of NdFeB Magnets on Density and Magnetic Properties, Materials, 13, 1, 2019. Crossref

  7. Mukherji Rana, Mathur Vishal, Samariya Arvind, Mukherji Manishita, Experimental and theoretical assessment of Fe-doped indium-oxide-based dilute magnetic semiconductors, Philosophical Magazine, 99, 18, 2019. Crossref

  8. Rabbani Arash, Babaei Masoud, Hybrid pore-network and lattice-Boltzmann permeability modelling accelerated by machine learning, Advances in Water Resources, 126, 2019. Crossref

  9. Baychev Todor G., Jivkov Andrey P., Rabbani Arash, Raeini Ali Q., Xiong Qingrong, Lowe Tristan, Withers Philip J., Reliability of Algorithms Interpreting Topological and Geometric Properties of Porous Media for Pore Network Modelling, Transport in Porous Media, 128, 1, 2019. Crossref

  10. Mukherji Rana, Mathur Vishal, Mukherji Manishita, Image Analysis of SEM Micrograph of Co-doped ZnO-Based Oxide Semiconductors, in Intelligent Communication, Control and Devices, 989, 2020. Crossref

  11. Hafsi Nadjet, Bouridah Hachemi, Haoues Hakim, Determination of the size dispersion of amorphous silicon quantum dots from a silicon nitride film containing silicon nanocrystals, Optik, 207, 2020. Crossref

  12. Viberti Dario, Peter Costanzo, Salina Borello Eloisa, Panini Filippo, Pore structure characterization through path-finding and Lattice Boltzmann simulation, Advances in Water Resources, 141, 2020. Crossref

  13. Rabbani Arash, Babaei Masoud, Javadpour Farzam, A Triple Pore Network Model (T-PNM) for Gas Flow Simulation in Fractured, Micro-porous and Meso-porous Media, Transport in Porous Media, 132, 3, 2020. Crossref

  14. Yang Xiaohan, Ren Ting, Tan Lihai, Size distribution measurement of coal fragments using digital imaging processing, Measurement, 160, 2020. Crossref

  15. Mauray Alexis, Chabert Max, Bodiguel Hugues, Yield stress fluid behavior of foam in porous media, Physical Review Fluids, 5, 9, 2020. Crossref

  16. Mukherji Rana, Mathur Vishal, Samariya Arvind, Mukherji Manishita, Particle distribution analysis of Co-doped ZnO based dilute magnetic semiconductors, Materials Today: Proceedings, 38, 2021. Crossref

  17. Bui Van Hieu, Bui Minh Duc, Rutschmann Peter, The Prediction of Fine Sediment Distribution in Gravel-Bed Rivers Using a Combination of DEM and FNN, Water, 12, 6, 2020. Crossref

  18. Rabbani Arash, Babaei Masoud, Shams Reza, Wang Ying Da, Chung Traiwit, DeePore: A deep learning workflow for rapid and comprehensive characterization of porous materials, Advances in Water Resources, 146, 2020. Crossref

  19. Kim Dong-min, Kim Joong Bae, Lee Jungchul, Lee Bong Jae, Measurement of effective thermal conductivity of LaNi5 powder packed bed, International Journal of Heat and Mass Transfer, 165, 2021. Crossref

  20. Nwonu Donald Chimobi, Ikeagwuani Chijioke Christopher, Microdust effect on the physical condition and microstructure of tropical black clay, International Journal of Pavement Research and Technology, 14, 1, 2021. Crossref

  21. Fazeli Hossein, Vandeginste Veerle, Rabbani Arash, Babaei Masoud, Muljadi Bagus, Pore-Scale Modeling of Fluid–Rock Chemical Interactions in Shale during Hydraulic Fracturing, Energy & Fuels, 35, 13, 2021. Crossref

  22. Bompa D.V., Xu B., Elghazouli A.Y., Constitutive modelling and mechanical properties of cementitious composites incorporating recycled vinyl banner plastics, Construction and Building Materials, 275, 2021. Crossref

  23. Nwonu Donald Chimobi, Exploring soil geopolymer technology in soft ground improvement: a brief excursion, Arabian Journal of Geosciences, 14, 6, 2021. Crossref

  24. Onyia Michael E., Agunwamba Jonah C., Nwonu Donald C., Hydraulic conductivity behaviour of expansive soil geopolymer binders, Arabian Journal of Geosciences, 14, 6, 2021. Crossref

  25. Mosquera Nerly, Bedoya-Lora Franky, Vásquez Victoria, Vásquez Ferley, Calderón Jorge, Capacity fading of high specific capacity spinel LixMn2-yTiyO4 as cathode material for Li-ion batteries, Journal of Applied Electrochemistry, 51, 10, 2021. Crossref

  26. Bizhani Majid, Ardakani Omid H., Knapp Levi J., Akai Takashi, Quantitative analysis of statistical properties of organic-rich mudstone using large field-of-view SEM images, Journal of Natural Gas Science and Engineering, 95, 2021. Crossref

  27. Premkumar Anjali, Weiland Conan, Hwang Sooyeon, Jäck Berthold, Place Alexander P. M., Waluyo Iradwikanari, Hunt Adrian, Bisogni Valentina, Pelliciari Jonathan, Barbour Andi, Miller Mike S., Russo Paola, Camino Fernando, Kisslinger Kim, Tong Xiao, Hybertsen Mark S., Houck Andrew A., Jarrige Ignace, Microscopic relaxation channels in materials for superconducting qubits, Communications Materials, 2, 1, 2021. Crossref

  28. You Jiahui, Lee Kyung Jae, Pore-Scale Study to Analyze the Impacts of Porous Media Heterogeneity on Mineral Dissolution and Acid Transport Using Darcy–Brinkmann–Stokes Method, Transport in Porous Media, 137, 3, 2021. Crossref

  29. Zhao Yue, Yoshimura Kimio, Motegi Toshinori, Hiroki Akihiro, Radulescu Aurel, Maekawa Yasunari, Three-Component Domains in the Fully Hydrated Nafion Membrane Characterized by Partial Scattering Function Analysis, Macromolecules, 54, 9, 2021. Crossref

  30. Shahani Kamran, Song Hong, Mehdi Syed Raza, Sharma Awakash, Tunio Ghulam, Qureshi Junaidullah, Kalhoro Noor, Khaskheli Nooruddin, Design and Testing of an Underwater Microscope with Variable Objective Lens for the Study of Benthic Communities, Journal of Marine Science and Application, 20, 1, 2021. Crossref

  31. Wang Yuzhu, Sun Shuyu, Image-based grain partitioning using skeleton extension erosion method, Journal of Petroleum Science and Engineering, 205, 2021. Crossref

  32. Ahmat Kaisar, Cheng Jianmei, Yu Ying, Zhao Ruirui, Li Jie, CO2-Water-Rock Interactions in Carbonate Formations at the Tazhong Uplift, Tarim Basin, China, Minerals, 12, 5, 2022. Crossref

  33. Zhao Zhi, Zhou XiaoPing, Qian QiHu, DQNN: Pore-scale variables-based digital permeability assessment of carbonates using quantum mechanism-based machine-learning, Science China Technological Sciences, 65, 2, 2022. Crossref

  34. Cruz D.C., Sordi V.L., Ventura C.E.H., Assessment of the surface integrity of ground cemented tungsten carbide cutting inserts and its influence on tool wear in turning of ferritic nodular cast iron, CIRP Journal of Manufacturing Science and Technology, 37, 2022. Crossref

  35. Zhou Binghan, Chen Zhuo, Cheng Qian, Xiao Mingfei, Bae Garam, Liang Dongfang, Hasan Tawfique, Controlling surface porosity of graphene-based printed aerogels, npj 2D Materials and Applications, 6, 1, 2022. Crossref

  36. Kim Tae Hyuk, Lee Ho Jin, Saeed Muhammad Ahsan, Son Jae Hoon, Woo Han Young, Kim Tae Geun, Shim Jae Won, Elastomeric Indoor Organic Photovoltaics with Superb Photothermal Endurance, Advanced Functional Materials, 32, 30, 2022. Crossref

Próximos artigos

HYDROMAGNETIC CASSON FLUID FLOW ACROSS AN INCLINED VERTICAL SURFACE IN POROUS CHANNEL WITH BUOYANCY AND THERMO-DIFFUSION EFFECTS Sowmiya C, Rushi Kumar B Effect of Helical Force on Thermal Convection of a Ferrofluid: A Weakly Non-linear Theory Jagathpally Sharathkumar Reddy, Kishan N, Shiva Kumar Reddy G, Ravi Ragoju STABILITY ANALYSIS OF A COUPLE-STRESS FLUID WITH VARIABLE GRAVITY IN A POROUS MEDIUM FOR DIFFERENT CONDUCTING BOUNDARIES Shalu Choudhary, Reeta Devi, Amit Mahajan, Sunil Sunil CREEPING FLOW ABOUT A TAINTED LIQUID DROP WITH A MICROPOLAR FLUID AND ALIGNED IN A POROUS MEDIUM FILLED WITH VISCOUS FLUID UTILISING SLIP PHANI KUMAR MEDURI, VIJAYA LAKSHMI KUNCHE Reviewing the Impact of Magnetic Prandtl Number and Magnetic Force Parameter on Convective Heat Transfer in Boundary Layers Hossam Nabwey, Muhammad Ashraf, Zia Ullah, Ahmed M. Rashad, Ali J. Chamkha Spectral Analysis for Entropy Generation and Irreversibility on NiZnFe_2O_4 – Engine Oil based Fluids RamReddy Chetteti, Sweta ., Pranitha Janapatla Study of global stability of rotating partially-ionized plasma saturating a porous medium Vishal Chandel, Sunil Kumar, Poonam Sharma Porous Medium Influenced Dissipative Hybrid Casson Nanofluid Flow over a Nonlinearly Stretching Sheet under Inclined Ohmic Lorentz Force Field A. R. Deepika, K. Govardhan, Hussain Basha, G Janardhana Reddy Effect of Motile Gyrotactic Microorganisms on Arterial Stenosis Sisko Nanofluid Flow Through Porous Medium : A Numerical Study Galal Moatimid, Mona Mohamed, Khaled Elagamy, Ahmed Gaber ELECTROTHERMOSOLUTAL CONVECTION IN NANOFLUID SATURATING POROUS MEDIUM Pushap Lata Sharma, Mohini Kapalta EFFECT OF VARIABLE GRAVITY ON THERMAL CONVECTION IN ROTATING JEFFREY NANOFLUID: DARCY-BRINKMAN MODEL Deepak Bains, Pushap Lata Sharma, Gian C. Rana Activation energy effect on MHD convective Maxwell nanofluid flow with Cattaneo-Christove heat flux over a porous stretching sheet JYOTHI NAGISETTY, VIJAYA KUMAR AVULA GOLLA Effects of different fins on Maxwell liquid under hybrid surveys of magnetic and porous material in presence of radiation factors Pooya Pasha, Payam Jalili, Bahram Jalili, Loghman Mostafa, Ahmed Mohammed Mahmood, Hussein Abdullah Abbas, D.D. Ganji
Portal Digital Begell Biblioteca digital da Begell eBooks Diários Referências e Anais Coleções de pesquisa Políticas de preços e assinaturas Begell House Contato Language English 中文 Русский Português German French Spain