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Qiu P, Pabst T. Characterization of particle size segregation and heterogeneity along the slopes of a waste rock pile using image analysis. ENVIRONMENTAL EARTH SCIENCES 2023; 82:573. [PMID: 38021442 PMCID: PMC10651554 DOI: 10.1007/s12665-023-11229-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Accepted: 10/07/2023] [Indexed: 12/01/2023]
Abstract
Large amounts of waste rock are produced during mining operations and often disposed of in large piles. Particle size segregation usually occurs during waste rock disposal, which can lead to high variations of particle size distribution (PSD) along the pile slope, increasing the risk for hydrogeotechnical instabilities. Determining segregation in situ is, therefore, critical to implement control measures and optimize deposition plans. However, characterizing PSD at field scale remains challenging because of the large dimensions of the pile, the instability of the blocks and the steep slopes. In this study, images, covering a 1400 m wide and 10 m high section of a waste rock pile, were taken and analyzed using image analysis to characterize segregation along the slope of the pile. PSD curves in different sections along the slope were determined and the segregation degree and characteristic diameters (e.g., D10, D50, D80, D95) were quantitatively compared. Results allowed to quantify segregation along the vertical direction of the pile, showing that segregation degree increased from - 0.77 ± 0.39 in the top (finer zone) to + 0.4 ± 0.14 in the bottom (coarser zone). Significant lateral heterogeneity was also observed with maximum diameters varying between 80 and 180 cm in the bottom section. Such segregation and lateral heterogeneity could induce significant variations of waste rock properties, with, for example, hydraulic conductivities varying by more than 2 orders of magnitude within the pile.
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Affiliation(s)
- Peiyong Qiu
- Department of Civil, Geological, and Mining Engineering, Polytechnique Montréal, Montréal, Québec Canada
- Research Institute On Mines and Environment (RIME), Montréal, Québec Canada
| | - Thomas Pabst
- Department of Civil, Geological, and Mining Engineering, Polytechnique Montréal, Montréal, Québec Canada
- Research Institute On Mines and Environment (RIME), Montréal, Québec Canada
- Norwegian Geotechnical Institute, Oslo, Norway
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Yogi J, Dubey P, Verma SK, Kumar S, Anand A. Cumulative effect of particle properties on mixing of multi-component mixture in a vibrated packed bed. POWDER TECHNOL 2023. [DOI: 10.1016/j.powtec.2022.118000] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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3
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Zhang X, Wang W, Liu X, Liu K. Effect mechanism of contact sliding state on rheological properties of dense granular inertial flow. POWDER TECHNOL 2022. [DOI: 10.1016/j.powtec.2022.117946] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
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Yogi J, Verma SK, Kumar S, Anand A. Experimental Study of Mixing of Nonspherical Particles in a Vibrated Packed Bed Mixer. Ind Eng Chem Res 2021. [DOI: 10.1021/acs.iecr.1c03048] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Jeetram Yogi
- Department of Chemical Engineering, Indian Institute of Technology Roorkee, Roorkee 247667, India
| | - Sanjay Kumar Verma
- Department of Chemical Engineering, Indian Institute of Technology Roorkee, Roorkee 247667, India
| | - Sunil Kumar
- Department of Chemical Engineering, Indian Institute of Technology Roorkee, Roorkee 247667, India
| | - Anshu Anand
- Department of Chemical Engineering, Indian Institute of Technology Roorkee, Roorkee 247667, India
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Chattoraj J, Huy NH, Aggarwal S, Habibullah MS, Farbiz F. Shear-induced mixing of granular materials featuring broad granule size distributions. Phys Rev E 2021; 104:044910. [PMID: 34781494 DOI: 10.1103/physreve.104.044910] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Accepted: 10/13/2021] [Indexed: 11/07/2022]
Abstract
Granular flows during a shear-induced mixing process are studied using discrete element methods. The aim is to understand the underlying elementary mechanisms of transition from unmixed to mixed phases for a granular material featuring a broad distribution of particles, which we investigate systematically by varying the strain rate and system size. Here the strain rate varies over four orders of magnitude and the system size varies from ten thousand to more than a million granules. A strain rate-dependent transition from quasistatic to purely inertial flow is observed. At the macroscopic scale, the contact stresses drop due to the formation of shear-induced instabilities that serves as an onset of granular flows and initiates mixing between the granules. The stress-drop displays a profound system size dependence. At the granular scale, mixing dynamics are correlated with the formation of shear bands, which result in significantly different timescales of mixing, especially for those regions that are close to the system walls and the bulk. Overall, our results reveal that although the transient dynamics display a generic behavior, these have a significant finite-size effect. In contrast, macroscopic behaviors at steady states have negligible system size dependence.
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Affiliation(s)
- Joyjit Chattoraj
- Institute of High Performance Computing, Agency for Science Technology and Research, 138632 Singapore
| | - Nguyen Hoang Huy
- Institute of High Performance Computing, Agency for Science Technology and Research, 138632 Singapore
| | - Saurabh Aggarwal
- Institute of High Performance Computing, Agency for Science Technology and Research, 138632 Singapore
| | | | - Farzam Farbiz
- Institute of High Performance Computing, Agency for Science Technology and Research, 138632 Singapore
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Dai BB, Yuan WH, Liu JK, Liu FT, Chang D. Estimating the segregation of a granular bed subjected to vibration in various modes. ADV POWDER TECHNOL 2021. [DOI: 10.1016/j.apt.2021.03.001] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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7
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Yang L, Zheng Q, Bai L, Yu A. Continuum modelling of granular segregation by coupling flow rheology and transport equation. POWDER TECHNOL 2021. [DOI: 10.1016/j.powtec.2020.10.010] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Zhang Z, Liu Y, Zheng B, Sun P, Li R. Local Percolation of a Binary Particle Mixture in a Rectangular Hopper with Inclined Bottom during Discharging. ACS OMEGA 2020; 5:20773-20783. [PMID: 32875211 PMCID: PMC7450507 DOI: 10.1021/acsomega.0c01514] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Accepted: 07/24/2020] [Indexed: 06/11/2023]
Abstract
To reveal the local percolation characteristics of a binary particle mixture in a rectangular hopper with inclined bottom, the discrete element method (DEM) is used to simulate the discharging process. A local percolation evaluation method is proposed, and the percolation strength grid maps are drawn. The effects of geometric parameters, particle properties, and interaction parameters on percolation are investigated. Apart from the free surface, percolation is mainly concentrated near the wall and at the bottom. With the increase in the orifice width, the average local percolation strength index (ALPSI) of the near-wall region increases and that of the bottom region decreases. The effect of the angle on percolation in the near-wall region can be ignored. The effect of friction on local percolation is significant. Increasing the fine particle mass fraction and reducing the difference in particle size can effectively avoid percolation.
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Affiliation(s)
- Zhongliang Zhang
- School
of Energy and Power Engineering, University
of Shanghai for Science and Technology, Shanghai 200093, China
| | - Yongqi Liu
- School
of Transportation and Vehicle Engineering, Shandong University of Technology, Zibo 255049, Shandong, China
| | - Bin Zheng
- School
of Transportation and Vehicle Engineering, Shandong University of Technology, Zibo 255049, Shandong, China
| | - Peng Sun
- School
of Transportation and Vehicle Engineering, Shandong University of Technology, Zibo 255049, Shandong, China
| | - Ruiyang Li
- School
of Energy and Power Engineering, University
of Shanghai for Science and Technology, Shanghai 200093, China
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Dwivedi V, Ottino JM, Lueptow RM, Umbanhowar PB. Granular segregation induced by a moving subsurface blade. Phys Rev E 2019; 100:052902. [PMID: 31869991 DOI: 10.1103/physreve.100.052902] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2019] [Indexed: 06/10/2023]
Abstract
Size-driven particle segregation can occur when an object such as a blade moves through an otherwise static bed of granular material. Here we use discrete element method (DEM) simulations to study segregation resulting from a subsurface blade moving through a bed of size-bidisperse spherical particles. Segregation increases with each pass of the blade until a surface layer of mostly large particles forms above a small-particle layer adjacent to the bottom wall. The rate of segregation decreases with each pass so that the degree of segregation asymptotically approaches its maximum value, and the number of passes to reach a steady segregation state increases as the bed depth is increased or the blade height decreased. In shallow beds, the characteristic number of passes for segregation, τ, scales with the inverse of the granular inertial number, I. In deep beds with small blade heights, the effect of the blade is more localized to its immediate vicinity, resulting in many more passes of the blade to reach a steady segregation state, and a corresponding deviation from the shallow bed scaling of τ with I^{-1}.
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Affiliation(s)
- Vidushi Dwivedi
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, USA
| | - Julio M Ottino
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, USA
- The Northwestern Institute on Complex Systems (NICO), Northwestern University, Evanston, Illinois 60208, USA
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA
| | - Richard M Lueptow
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, USA
- The Northwestern Institute on Complex Systems (NICO), Northwestern University, Evanston, Illinois 60208, USA
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA
| | - Paul B Umbanhowar
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA
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Abstract
Accurate continuum models of flow and segregation of dense granular flows are now possible. This is the result of extensive comparisons, over the last several years, of computer simulations of increasing accuracy and scale, experiments, and continuum models, in a variety of flows and for a variety of mixtures. Computer simulations-discrete element methods (DEM)-yield remarkably detailed views of granular flow and segregation. Conti-nuum models, however, offer the best possibility for parametric studies of outcomes in what could be a prohibitively large space resulting from the competition between three distinct driving mechanisms: advection, diffusion, and segregation. We present a continuum transport equation-based framework, informed by phenomenological constitutive equations, that accurately predicts segregation in many settings, both industrial and natural. Three-way comparisons among experiments, DEM, and theory are offered wherever possible to validate the approach. In addition to the flows and mixtures described here, many straightforward extensions of the framework appear possible.
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Affiliation(s)
- Paul B Umbanhowar
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA;
| | - Richard M Lueptow
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA; .,Department of Chemical and Biological Engineering and the Northwestern Institute on Complex Systems, Northwestern University, Evanston, Illinois 60208, USA
| | - Julio M Ottino
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA; .,Department of Chemical and Biological Engineering and the Northwestern Institute on Complex Systems, Northwestern University, Evanston, Illinois 60208, USA
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12
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Investigation of powder flow within a pharmaceutical tablet press force feeder – A DEM approach. POWDER TECHNOL 2019. [DOI: 10.1016/j.powtec.2019.01.040] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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13
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Fry AM, Umbanhowar PB, Ottino JM, Lueptow RM. Diffusion, mixing, and segregation in confined granular flows. AIChE J 2018. [DOI: 10.1002/aic.16494] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Alexander M. Fry
- Dept. of Mechanical EngineeringNorthwestern University Evanston Illinois 60208
| | - Paul B. Umbanhowar
- Dept. of Mechanical EngineeringNorthwestern University Evanston Illinois 60208
| | - Julio M. Ottino
- Dept. of Mechanical EngineeringNorthwestern University Evanston Illinois 60208
- Dept. of Chemical and Biological EngineeringNorthwestern University Evanston Illinois 60208
- Northwestern Institute on Complex Systems (NICO)Northwestern University Evanston Illinois 60208
| | - Richard M. Lueptow
- Dept. of Mechanical EngineeringNorthwestern University Evanston Illinois 60208
- Dept. of Chemical and Biological EngineeringNorthwestern University Evanston Illinois 60208
- Northwestern Institute on Complex Systems (NICO)Northwestern University Evanston Illinois 60208
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Fry AM, Umbanhowar PB, Ottino JM, Lueptow RM. Effect of pressure on segregation in granular shear flows. Phys Rev E 2018; 97:062906. [PMID: 30011460 DOI: 10.1103/physreve.97.062906] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2018] [Indexed: 11/07/2022]
Abstract
The effect of confining pressure (overburden) on segregation of granular material is studied in discrete element method (DEM) simulations of horizontal planar shear flow. To mitigate changes to the shear rate due to the changing overburden, a linear with depth variation in the streamwise velocity component is imposed using a simple feedback scheme. Under these conditions, both the rate of segregation and the ultimate degree of segregation in size bidisperse and density bidisperse granular flows decrease with increasing overburden pressure and scale with the overburden pressure normalized by the lithostatic pressure of the particle bed. At overburdens greater than approximately 20 times the lithostatic pressure at the bottom of the bed, the density segregation rate is zero while the size segregation rate is small but nonzero, suggesting that different physical mechanisms drive the two types of segregation. The segregation rate scales close to linearly with the inertial number for both size bidisperse and density bidisperse mixtures under various flow conditions, leading to a proposed pressure dependence term for existing segregation velocity correlations. Surprisingly, particle stiffness has only a minor effect on segregation, although it significantly affects the packing density.
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Affiliation(s)
- Alexander M Fry
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA
| | - Paul B Umbanhowar
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA
| | - Julio M Ottino
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA.,Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, USA.,Northwestern Institute on Complex Systems (NICO), Northwestern University, Evanston, Illinois 60208, USA
| | - Richard M Lueptow
- Department of Mechanical Engineering, Northwestern University, Evanston, Illinois 60208, USA.,Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois 60208, USA.,Northwestern Institute on Complex Systems (NICO), Northwestern University, Evanston, Illinois 60208, USA
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Liu Y, Gonzalez M, Wassgren C. Modeling granular material blending in a rotating drum using a finite element method and advection-diffusion equation multiscale model. AIChE J 2018. [DOI: 10.1002/aic.16179] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Affiliation(s)
- Yu Liu
- School of Mechanical Engineering; Purdue University, 585 Purdue Mall; West Lafayette IN 47907
| | - Marcial Gonzalez
- School of Mechanical Engineering; Purdue University, 585 Purdue Mall; West Lafayette IN 47907
- Ray W. Herrick Laboratories; Purdue University; West Lafayette IN 47907, USA
| | - Carl Wassgren
- School of Mechanical Engineering; Purdue University, 585 Purdue Mall; West Lafayette IN 47907
- Dept. of Industrial and Physical Pharmacy (by courtesy); Purdue University, 575 Stadium Mall Drive; West Lafayette IN 47907-2091, U.S.A
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Simulation of particle size segregation in a pharmaceutical tablet press lab-scale gravity feeder. ADV POWDER TECHNOL 2018. [DOI: 10.1016/j.apt.2017.12.019] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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17
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Lei D, Huang J, Xu W, Wang W, Zhang P. Deformation analysis of shear band in granular materials via a robust plane shear test and numerical simulation. POWDER TECHNOL 2018. [DOI: 10.1016/j.powtec.2017.10.027] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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18
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Liu S, McCarthy JJ. Transport analogy for segregation and granular rheology. Phys Rev E 2017; 96:020901. [PMID: 28950526 DOI: 10.1103/physreve.96.020901] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2017] [Indexed: 06/07/2023]
Abstract
Here, we show a direct connection between density-based segregation and granular rheology that can lead to insight into both problems. Our results exhibit a transition in the rate of segregation during simple shear that occurs at I∼0.5 and mimics a coincident regime change in flow rheology. We propose scaling arguments that support a packing fraction criterion for this transition that can both explain our segregation results as well as unify existing literature studies of granular rheology. By recasting a segregation model in terms of rheological parameters, we establish an approach that not only collapses results for a wide range of conditions, but also yields a direct relationship between the coordination number z and the segregation velocity. Moreover, our approach predicts the precise location of the observed regime change or saturation. This suggests that it is possible to rationally design process operating conditions that lead to significantly lower segregation extents. These observations can have a profound impact on both the study of granular flow or mixing as well as industrial practice.
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Affiliation(s)
- Siying Liu
- Department of Chemical and Petroleum Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, USA
| | - Joseph J McCarthy
- Department of Chemical and Petroleum Engineering, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, USA
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