Xuanquan Chen , Shunchao Qi , Yuntao Wang , Yonghao Liu , Jiawen Zhou , Xingguo Yang
{"title":"通过修正DEM中的动态特性和力学相互作用,增强粒子几何形状的多球团块","authors":"Xuanquan Chen , Shunchao Qi , Yuntao Wang , Yonghao Liu , Jiawen Zhou , Xingguo Yang","doi":"10.1016/j.mineng.2024.109153","DOIUrl":null,"url":null,"abstract":"<div><div>Multi-sphere clumps are favored to approximate irregular particles in discrete element model (DEM) due to algorithmic simplicity and efficiency, which, however, leads to approximation errors in dynamical properties and contact forces for motion integration. The latter becomes substantial when cost-effective DEMs are pursued with an acceptable minimum number of subspheres per clump (SPC). This study endeavors to eliminate these errors while maintaining DEM accuracy for low-SPC clumps. Investigations are conducted on a new database where diversely shaped particles are triangulated and stored with local geometries of each vertex. Surface error is defined to quantify the deviation between each boundary subsphere of clump and its surrounding mesh vertices. Errors in dynamic properties are eliminated by optimizing subsphere density distribution via an unconstrained linear system. Contact force errors are alleviated by correcting stiffness via an average curvature radius weighted by local characteristic areas of surrounding vertices, and by correcting penetration depth via a local shape-weighted surface error as an offset approximation. A vertex-subsphere information mapping is established for real-time corrections in DEM. Results show that the enhanced clumps significantly improve DEM accuracy at low SPC. Once SPC <span><math><mrow><mo>≥</mo><mspace></mspace></mrow></math></span> 100, the predicted compression-rebound responses during dynamic collisions and stress–strain-strength behaviors from triaxial tests closely match the converged predictions at SPC = 300. Detailed analysis reveals that the correction of dynamic properties, surpassing the common voxel-grid approximation, achieves machine precisions and is crucial for updating particles motion/orientation in collision dynamics, while the correction of contact forces is more critical for quasi-static simulation by predicting more realistic microscopic force chains. Our findings suggest that the enhanced clumps at SPC = 100 can yield sufficiently high-accurate and cost-effective DEM, being promising for modern large-scale computations.</div></div>","PeriodicalId":18594,"journal":{"name":"Minerals Engineering","volume":"222 ","pages":"Article 109153"},"PeriodicalIF":4.9000,"publicationDate":"2024-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Enhancing multi-sphere clump informed by particles geometry via correcting dynamic properties and mechanical interactions in DEM\",\"authors\":\"Xuanquan Chen , Shunchao Qi , Yuntao Wang , Yonghao Liu , Jiawen Zhou , Xingguo Yang\",\"doi\":\"10.1016/j.mineng.2024.109153\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Multi-sphere clumps are favored to approximate irregular particles in discrete element model (DEM) due to algorithmic simplicity and efficiency, which, however, leads to approximation errors in dynamical properties and contact forces for motion integration. The latter becomes substantial when cost-effective DEMs are pursued with an acceptable minimum number of subspheres per clump (SPC). This study endeavors to eliminate these errors while maintaining DEM accuracy for low-SPC clumps. Investigations are conducted on a new database where diversely shaped particles are triangulated and stored with local geometries of each vertex. Surface error is defined to quantify the deviation between each boundary subsphere of clump and its surrounding mesh vertices. Errors in dynamic properties are eliminated by optimizing subsphere density distribution via an unconstrained linear system. Contact force errors are alleviated by correcting stiffness via an average curvature radius weighted by local characteristic areas of surrounding vertices, and by correcting penetration depth via a local shape-weighted surface error as an offset approximation. A vertex-subsphere information mapping is established for real-time corrections in DEM. Results show that the enhanced clumps significantly improve DEM accuracy at low SPC. Once SPC <span><math><mrow><mo>≥</mo><mspace></mspace></mrow></math></span> 100, the predicted compression-rebound responses during dynamic collisions and stress–strain-strength behaviors from triaxial tests closely match the converged predictions at SPC = 300. Detailed analysis reveals that the correction of dynamic properties, surpassing the common voxel-grid approximation, achieves machine precisions and is crucial for updating particles motion/orientation in collision dynamics, while the correction of contact forces is more critical for quasi-static simulation by predicting more realistic microscopic force chains. Our findings suggest that the enhanced clumps at SPC = 100 can yield sufficiently high-accurate and cost-effective DEM, being promising for modern large-scale computations.</div></div>\",\"PeriodicalId\":18594,\"journal\":{\"name\":\"Minerals Engineering\",\"volume\":\"222 \",\"pages\":\"Article 109153\"},\"PeriodicalIF\":4.9000,\"publicationDate\":\"2024-12-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Minerals Engineering\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S089268752400582X\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENGINEERING, CHEMICAL\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Minerals Engineering","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S089268752400582X","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, CHEMICAL","Score":null,"Total":0}
Enhancing multi-sphere clump informed by particles geometry via correcting dynamic properties and mechanical interactions in DEM
Multi-sphere clumps are favored to approximate irregular particles in discrete element model (DEM) due to algorithmic simplicity and efficiency, which, however, leads to approximation errors in dynamical properties and contact forces for motion integration. The latter becomes substantial when cost-effective DEMs are pursued with an acceptable minimum number of subspheres per clump (SPC). This study endeavors to eliminate these errors while maintaining DEM accuracy for low-SPC clumps. Investigations are conducted on a new database where diversely shaped particles are triangulated and stored with local geometries of each vertex. Surface error is defined to quantify the deviation between each boundary subsphere of clump and its surrounding mesh vertices. Errors in dynamic properties are eliminated by optimizing subsphere density distribution via an unconstrained linear system. Contact force errors are alleviated by correcting stiffness via an average curvature radius weighted by local characteristic areas of surrounding vertices, and by correcting penetration depth via a local shape-weighted surface error as an offset approximation. A vertex-subsphere information mapping is established for real-time corrections in DEM. Results show that the enhanced clumps significantly improve DEM accuracy at low SPC. Once SPC 100, the predicted compression-rebound responses during dynamic collisions and stress–strain-strength behaviors from triaxial tests closely match the converged predictions at SPC = 300. Detailed analysis reveals that the correction of dynamic properties, surpassing the common voxel-grid approximation, achieves machine precisions and is crucial for updating particles motion/orientation in collision dynamics, while the correction of contact forces is more critical for quasi-static simulation by predicting more realistic microscopic force chains. Our findings suggest that the enhanced clumps at SPC = 100 can yield sufficiently high-accurate and cost-effective DEM, being promising for modern large-scale computations.
期刊介绍:
The purpose of the journal is to provide for the rapid publication of topical papers featuring the latest developments in the allied fields of mineral processing and extractive metallurgy. Its wide ranging coverage of research and practical (operating) topics includes physical separation methods, such as comminution, flotation concentration and dewatering, chemical methods such as bio-, hydro-, and electro-metallurgy, analytical techniques, process control, simulation and instrumentation, and mineralogical aspects of processing. Environmental issues, particularly those pertaining to sustainable development, will also be strongly covered.