Modeling Soil–Plant–Machine Dynamics Using Discrete Element Method: A Review

The study of soil–plant–machine interaction (SPMI) examines the system dynamics at the interface of soil, machine, and plant materials, primarily consisting of soil–machine, soil–plant, and plant–machine interactions. A thorough understanding of the mechanisms and behaviors of SPMI systems is of paramount importance to optimal design and operation of high-performance agricultural machinery. The discrete element method (DEM) is a promising numerical method that can simulate dynamic behaviors of particle systems at micro levels of individual particles and at macro levels of bulk material. This paper presents a comprehensive review of the fundamental studies and applications of DEM in SPMI systems, which is of general interest to machinery systems and computational methods communities. Important concepts of DEM including working principles, calibration methods, and implementation are introduced first to help readers gain a basic understanding of the emerging numerical method. The fundamental aspects of DEM modeling including the study of contact model and model parameters are surveyed. An extensive review of the applications of DEM in tillage, seeding, planting, fertilizing, and harvesting operations is presented. Relevant methodologies used and major findings of the literature review are synthesized to serve as references for similar research. The future scope of coupling DEM with other computational methods and virtual rapid prototyping and their applications in agriculture is narrated. Finally, challenges such as computational efficiency and uncertainty in modeling are highlighted. We conclude that DEM is an effective method for simulating soil and plant dynamics in SPMI systems related to the field of agriculture and food production. However, there are still some aspects that need to be examined in the future.

[1]  Yuyuan Tian,et al.  Simulation of tensile behavior of tobacco leaf using the discrete element method (DEM) , 2023, Comput. Electron. Agric..

[2]  Hao Gong,et al.  Modelling of paddy soil using the CFD-DEM coupling method , 2023, Soil and Tillage Research.

[3]  Chongyou Wu,et al.  Simulation Analysis and Experiments for Blade-Soil-Straw Interaction under Deep Ploughing Based on the Discrete Element Method , 2023, Agriculture.

[4]  Pengfei Zhao,et al.  Discrete element modeling and shear properties of the maize stubble-soil complex , 2023, Comput. Electron. Agric..

[5]  Heng Zhang,et al.  DEM Study of Seed Motion Model-Hole-Wheel Variable Seed Metering Device for Wheat , 2022, Agriculture.

[6]  Xiaoyu Li,et al.  A rapid prototyping method for crop models using the discrete element method , 2022, Comput. Electron. Agric..

[7]  M. Memon,et al.  Design and simulation for seeding performance of high-speed inclined corn metering device based on discrete element method (DEM) , 2022, Scientific Reports.

[8]  Z. Yong,et al.  Establishment of discrete element flexible model of the tiller taro plant and clamping and pulling experiment , 2022, Frontiers in Plant Science.

[9]  Xu Zhao,et al.  Calibration and Testing of Discrete Element Simulation Parameters for Sandy Soils in Potato Growing Areas , 2022, Applied Sciences.

[10]  Yongzhi Zhao,et al.  A review of recent development for the CFD-DEM investigations of non-spherical particles , 2022, Powder Technology.

[11]  Wei Guan,et al.  Test and Simulation Analysis of the Working Process of Soybean Seeding Monomer , 2022, Agriculture.

[12]  Feng Wu,et al.  DEM-MBD Coupling Simulation and Analysis of the Working Process of Soil and Tuber Separation of a Potato Combine Harvester , 2022, Agronomy.

[13]  Qingting Liu,et al.  Numerical Simulation and Verification of Seed-Filling Performance of Single-Bud Billet Sugarcane Seed-Metering Device Based on EDEM , 2022, Agriculture.

[14]  Xiangmao Gao,et al.  Design and testing of novel seed miss prevention system for single seed precision metering devices , 2022, Comput. Electron. Agric..

[15]  Zhien Zhang,et al.  Optimization design and performance study of a subsoiler underlying the tea garden subsoiling mechanism based on bionics and EDEM , 2022, Soil and Tillage Research.

[16]  K. Tamás,et al.  Role of particle shape and plant roots in the discrete element model of soil–sweep interaction , 2021, Biosystems Engineering.

[17]  Ma Shuai,et al.  The effect of paddle configurations on particle mixing in a soil-fertilizer continuous mixing device , 2021 .

[18]  Dongmin Yang,et al.  Fibre bridging and nozzle clogging in 3D printing of discontinuous carbon fibre-reinforced polymer composites: coupled CFD-DEM modelling , 2021, The International Journal of Advanced Manufacturing Technology.

[19]  Wubin Wang,et al.  Investigation on Parameter Calibration Method and Mechanical Properties of Root-Reinforced Soil by DEM , 2021 .

[20]  R. Agarwal,et al.  Theories and Applications of CFD–DEM Coupling Approach for Granular Flow: A Review , 2021, Archives of Computational Methods in Engineering.

[21]  Zongyan Zhou,et al.  DEM study of particle motion in novel high-speed seed metering device , 2021 .

[22]  E. Jotautienė,et al.  Simulation of Granular Organic Fertilizer Application by Centrifugal Spreader , 2021, Agronomy.

[23]  Zhiwei Zeng,et al.  Calibration of discrete element parameters of crop residues and their interfaces with soil , 2021, Comput. Electron. Agric..

[24]  Yi Wang,et al.  Discrete element modelling of citrus fruit stalks and its verification , 2020 .

[25]  Hanping Mao,et al.  Modelling and simulation of the grain threshing process based on the discrete element method , 2020, Comput. Electron. Agric..

[26]  F. A. Chandio,et al.  Discrete element method simulation of disc type furrow openers in paddy soil , 2020, International Journal of Agricultural and Biological Engineering.

[27]  Long Qi,et al.  Simulation analysis of fertilizer discharge process using the Discrete Element Method (DEM) , 2020, PloS one.

[28]  Long Qi,et al.  Simulation of cotyledon-soil dynamics using the discrete element method (DEM) , 2020, Comput. Electron. Agric..

[29]  Yan Wang,et al.  Uncertainty propagation in reduced order models based on crystal plasticity , 2020, Computer Methods in Applied Mechanics and Engineering.

[30]  Lei Nie,et al.  Discrete Element Analysis of the Strength Anisotropy of Fiber-Reinforced Sands Subjected to Direct Shear Load , 2020, Applied Sciences.

[31]  Hanping Mao,et al.  Modelling and simulation of the straw-grain separation process based on a discrete element model with flexible hollow cylindrical bonds , 2020, Comput. Electron. Agric..

[32]  Jiyu Sun,et al.  Development and verification of a mathematical model for the specific resistance of a curved subsoiler , 2020 .

[33]  Xiaochan Wang,et al.  Numerical simulation and field tests of minimum-tillage planter with straw smashing and strip laying based on EDEM software , 2019, Comput. Electron. Agric..

[34]  M. E. D. Silva,et al.  Theoretical study of pneumatic separation of sugarcane bagasse particles , 2019, Biomass and Bioenergy.

[35]  Hongbo Pan,et al.  Effect of soil particle size on soil-subsoiler interactions using the discrete element method simulations , 2019, Biosystems Engineering.

[36]  Mehari Z. Tekeste,et al.  Discrete element modeling of cultivator sweep-to-soil interaction: Worn and hardened edges effects on soil-tool forces and soil flow , 2019, Journal of Terramechanics.

[37]  Ying Chen,et al.  Simulation of straw movement by discrete element modelling of straw-sweep-soil interaction , 2019, Biosystems Engineering.

[38]  Long Qi,et al.  A discrete element model of seed-soil dynamics in soybean emergence , 2019, Plant and Soil.

[39]  R. Hammond,et al.  DEM analysis of the effect of particle shape, cohesion and strain rate on powder rheometry , 2019, Powder Technology.

[40]  Pan Xue,et al.  Double-Setting Seed-Metering Device for Precision Planting of Soybean at High Speeds , 2019, Transactions of the ASABE.

[41]  Vahid Sadrmanesh,et al.  Simulation of tensile behavior of plant fibers using the Discrete Element Method (DEM) , 2018, Composites Part A: Applied Science and Manufacturing.

[42]  Tavs Nyord,et al.  Modelling approach for soil displacement in tillage using discrete element method , 2018, Soil and Tillage Research.

[43]  Simon X. Yang,et al.  Dynamic analysis and reliability design of round baler feeding device for rice straw harvest , 2018, Biosystems Engineering.

[44]  Lu Bai,et al.  Discrete element modelling (DEM) of fertilizer dual-banding with adjustable rates , 2018, Comput. Electron. Agric..

[45]  J. Tinsley Oden,et al.  Adaptive multiscale predictive modelling , 2018, Acta Numerica.

[46]  Zhijun Zhang,et al.  DEM simulation of bionic subsoilers (tillage depth >40 cm) with drag reduction and lower soil disturbance characteristics , 2018, Adv. Eng. Softw..

[47]  A. P. Onwualu,et al.  Overview of soil-machine interaction studies in soil bins , 2018 .

[48]  Kurt A. Rosentrater,et al.  Discrete Element Model Calibration Using Multi-Responses and Simulation of Corn Flow in a Commercial Grain Auger , 2018 .

[49]  Hang Chengguang,et al.  Analysis of the movement behaviour of soil between subsoilers based on the discrete element method , 2017 .

[50]  Y. Sheng,et al.  A Particle Element Approach for Modelling the 3D Printing Process of Fibre Reinforced Polymer Composites , 2017 .

[51]  Chris Saunders,et al.  Discrete element modelling of top soil burial using a full scale mouldboard plough under field conditions , 2017 .

[52]  Shiwu Zhang,et al.  Modeling of share/soil interaction of a horizontally reversible plow using computational fluid dynamics , 2017 .

[53]  Hang Chengguang,et al.  Discrete element simulations and experiments of soil disturbance as affected by the tine spacing of subsoiler , 2017 .

[54]  C. J. Coetzee,et al.  Review: Calibration of the discrete element method , 2017 .

[55]  J. Tong,et al.  A 3D simulation model of corn stubble cutting using finite element method , 2017 .

[56]  Chris Saunders,et al.  Discrete element modelling of tillage forces and soil movement of a one-third scale mouldboard plough , 2017 .

[57]  Stefan Pirker,et al.  Efficient implementation of superquadric particles in Discrete Element Method within an open-source framework , 2017, CPM 2017.

[58]  M. Molenda,et al.  Parameters and contact models for DEM simulations of agricultural granular materials: A review , 2016 .

[59]  Abdul Mounem Mouazen,et al.  Numerical simulation of soil-cone penetrometer interaction using discrete element method , 2016, Comput. Electron. Agric..

[60]  Ferenc Safranyik,et al.  Shear test as calibration experiment for DEM simulations: a sensitivity study , 2016 .

[61]  Krzysztof Gołacki,et al.  A new method for measuring impact related bruises in fruits , 2015 .

[62]  Jian-Hua Wang,et al.  A multiscale coupling approach between discrete element method and finite difference method for dynamic analysis , 2015 .

[63]  Jan Adamowski,et al.  Finite element simulation of soil failure patterns under soil bin and field testing conditions , 2015 .

[64]  Ying Chen,et al.  Feasibility of using PFC3D to simulate soil flow resulting from a simple soil-engaging tool. , 2015 .

[65]  Arno Kwade,et al.  A Ring Shear Tester as Calibration Experiment for DEM Simulations in Agitated Mixers – A Sensitivity Study , 2015 .

[66]  Dingena L. Schott,et al.  Micro–macro properties of quartz sand: Experimental investigation and DEM simulation , 2015 .

[67]  Chris Saunders,et al.  Three-dimensional discrete element modelling (DEM) of tillage: Accounting for soil cohesion and adhesion , 2015 .

[68]  M. Marigo,et al.  Discrete Element Method (DEM) for Industrial Applications: Comments on Calibration and Validation for the Modelling of Cylindrical Pellets , 2015 .

[69]  Chris Saunders,et al.  3D DEM tillage simulation: Validation of a hysteretic spring (plastic) contact model for a sweep tool operating in a cohesionless soil , 2014 .

[70]  Chris Saunders,et al.  Three-dimensional discrete element modelling of tillage: Determination of a suitable contact model and parameters for a cohesionless soil , 2014 .

[71]  Ying Chen,et al.  Modelling of soil–seed contact using the Discrete Element Method (DEM) , 2014 .

[72]  A. Mouazen,et al.  Modelling soil-sweep interaction with discrete element method , 2013 .

[73]  Luís Marcelo Tavares,et al.  Contact parameter estimation for DEM simulation of iron ore pellet handling , 2013 .

[74]  Marek Molenda,et al.  Discharge of rapeseeds from a model silo: Physical testing and discrete element method simulations , 2013 .

[75]  Hao Lv,et al.  Simulation of the operation of a fertilizer spreader based on an outer groove wheel using a discrete element method , 2013, Math. Comput. Model..

[76]  Tavs Nyord,et al.  A discrete element model for soil–sweep interaction in three different soils , 2013 .

[77]  C. González-Montellano,et al.  Numerical effects derived from en masse filling of agricultural silos in DEM simulations , 2012 .

[78]  E. Windhab,et al.  Effect of pendular liquid bridges on the flow behavior of wet powders , 2012 .

[79]  J. Mak,et al.  Determining parameters of a discrete element model for soil–tool interaction , 2012 .

[80]  Peter Eberhard,et al.  Prediction of draft forces in cohesionless soil with the Discrete Element Method , 2011 .

[81]  Mikio Sakai,et al.  Parallel computing of discrete element method on multi-core processors , 2011 .

[82]  Jude Liu,et al.  Effect of tillage speed and straw length on soil and straw movement by a sweep , 2010 .

[83]  Allan Rennie,et al.  Deep tillage tool optimization by means of finite element method: Case study for a subsoiler tine , 2010 .

[84]  Josephine M. Boac,et al.  MATERIAL AND INTERACTION PROPERTIES OF SELECTED GRAINS AND OILSEEDS FOR MODELING DISCRETE PARTICLES , 2010 .

[85]  Bruno C. Hancock,et al.  Predicting discharge dynamics of wet cohesive particles from a rectangular hopper using the discrete element method (DEM) , 2009 .

[86]  S. Luding Cohesive, frictional powders: contact models for tension , 2008 .

[87]  Petre I. Miu,et al.  Modeling and simulation of grain threshing and separation in axial threshing units , 2008 .

[88]  R. L. Kushwaha,et al.  Steady-State Models for the Movement of Soil and Straw During Tillage with a Single Sweep , 2008 .

[89]  Petre I. Miu,et al.  Modeling and simulation of grain threshing and separation in threshing units-Part I , 2008 .

[90]  E. Onweremadu,et al.  Seedling Performance as Affected by Bulk Density and Soil Moisture on a Typic Tropaquept , 2008 .

[91]  I. Shmulevich,et al.  Interaction between soil and a wide cutting blade using the discrete element method , 2007 .

[92]  Herman Ramon,et al.  Design of the Ethiopian ard plough using structural analysis validated with finite element analysis , 2007 .

[93]  Itzhak Shmulevich,et al.  Determination of discrete element model parameters required for soil tillage , 2007 .

[94]  Jude Liu,et al.  Soil-straw-tillage tool interaction: Field and soil bin study , 2007 .

[95]  Subrata Karmakar,et al.  Dynamic modeling of soil–tool interaction: An overview from a fluid flow perspective , 2006 .

[96]  P. Cundall,et al.  A bonded-particle model for rock , 2004 .

[97]  Fei Wang,et al.  The modelling of multi‐fracturing solids and particulate media , 2004 .

[98]  David A. Lobb,et al.  EFFECTS OF SIX TILLAGE METHODS ON RESIDUE INCORPORATION AND CROP PERFORMANCE IN A HEAVY CLAY SOIL , 2004 .

[99]  A. J. Koolen,et al.  Simulation of a soil loosening process by means of the modified distinct element method , 2002 .

[100]  Abdul Mounem Mouazen,et al.  A numerical–statistical hybrid modelling scheme for evaluation of draught requirements of a subsoiler cutting a sandy loam soil, as affected by moisture content, bulk density and depth , 2002 .

[101]  Jonathan Seville,et al.  Interparticle forces in fluidisation: a review , 2000 .

[102]  Xiang Zhang,et al.  Simulation of chute flow of soybeans using an improved tangential force-displacement model , 2000 .

[103]  John M. Fielke,et al.  Finite element modelling of the interaction of the cutting edge of tillage implements with soil , 1999 .

[104]  Loc Vu-Quoc,et al.  An accurate and efficient tangential force–displacement model for elastic frictional contact in particle-flow simulations , 1999 .

[105]  K. C. Watts,et al.  Draught and vertical forces obtained from dynamic soil cutting by plane tillage tools , 1998 .

[106]  C. Thornton,et al.  A theoretical model for the stick/bounce behaviour of adhesive, elastic-plastic spheres , 1998 .

[107]  R. L. Kushwaha,et al.  Evaluation of factors and current approaches related to computerized design of tillage tools: a review , 1998 .

[108]  Ray A. Bucklin,et al.  Soybean impacts: experiments and dynamic simulations , 1997 .

[109]  Otis R. Walton,et al.  Numerical simulation of inclined chute flows of monodisperse, inelastic, frictional spheres , 1993 .

[110]  D. Gee-Clough,et al.  Deformation and Failure in Wet Clay Soil: Part 2, Soil Bin Experiments , 1993 .

[111]  G. Kuwabara,et al.  Restitution Coefficient in a Collision between Two Spheres , 1987 .

[112]  R. L. Braun,et al.  Stress calculations for assemblies of inelastic speres in uniform shear , 1986 .

[113]  R. L. Braun,et al.  Viscosity, granular‐temperature, and stress calculations for shearing assemblies of inelastic, frictional disks , 1986 .

[114]  P. Cundall,et al.  A discrete numerical model for granular assemblies , 1979 .

[115]  J. V. Stafford,et al.  The performance of a rigid tine in relation to soil properties and speed , 1979 .

[116]  Richard J. Godwin,et al.  Soil Failure with Narrow Tines , 1977 .

[117]  Edward McKyes,et al.  The cutting of soil by narrow blades , 1977 .

[118]  K. Kendall,et al.  Surface energy and the contact of elastic solids , 1971, Proceedings of the Royal Society of London. A. Mathematical and Physical Sciences.

[119]  W. K. Bilanski,et al.  Coefficient of restitution of grains , 1971 .

[120]  P. Cundall A computer model for simulating progressive, large-scale movements in blocky rock systems , 1971 .

[121]  R. D. Wismer,et al.  Performance of Plane Soil Cutting Blades in Clay , 1971 .

[122]  A. R. Reece,et al.  Symmetrical three-dimensional soil failure , 1967 .

[123]  R. D. Mindlin Elastic Spheres in Contact Under Varying Oblique Forces , 1953 .