TY - JOUR
T1 - Blind matching of crushed sand particles via branch and bound
AU - Wang, Jianfeng
AU - Wu, Mengmeng
N1 - Funding Information:
This study was supported by General Research Fund Grant Nos. CityU 11272916 and CityU 11213517 from the Research Grants Council of the Hong Kong SAR and Research Grant No. 51779213 from the National Science Foundation of China , and the BL13W beam-line of Shanghai Synchrotron Radiation Facility ( SSRF ).
Publisher Copyright:
© 2019 Elsevier B.V.
PY - 2020/1/1
Y1 - 2020/1/1
N2 - Particle breakage of granular materials plays an important role in its microstructure change and macroscopic behavior under external loads. However, measuring the breakage degree of individual particles in a deformed sand specimen still remains a challenge in geomechanics research. This paper presents a novel method that can track and match fragments to the mother particle from which they break off by searching a limited number of candidate particles. Integrating the branch-and-bound search algorithm with the Standard Iterative Closest Point (Standard ICP) algorithm, this method is applied to process and analyze the X-ray tomography data of 9 Leighton Buzzard sand particles, which each was crushed in a single particle crushing test. Firstly, a total of 62 fragments were collected, mixed up and sorted according to its volume (in the descending order). Secondly, the local bending energy algorithm was used to identify the fracture surfaces of each fragment that were resulted from the mechanical crushing of sand particles. Then the branch-and-bound algorithm was employed to determine the lower and upper bounds of cubes and sub-cubes by efficiently searching the 3D translation and rotation spaces. Finally, a trial matching of each fragment to each of the 9 original particles was made to identify the corresponding mother particle and its location in the mother particle. The effectiveness and efficiency of the proposed tracking method was demonstrated by the matching of 62 fragments to their corresponding mother particles.
AB - Particle breakage of granular materials plays an important role in its microstructure change and macroscopic behavior under external loads. However, measuring the breakage degree of individual particles in a deformed sand specimen still remains a challenge in geomechanics research. This paper presents a novel method that can track and match fragments to the mother particle from which they break off by searching a limited number of candidate particles. Integrating the branch-and-bound search algorithm with the Standard Iterative Closest Point (Standard ICP) algorithm, this method is applied to process and analyze the X-ray tomography data of 9 Leighton Buzzard sand particles, which each was crushed in a single particle crushing test. Firstly, a total of 62 fragments were collected, mixed up and sorted according to its volume (in the descending order). Secondly, the local bending energy algorithm was used to identify the fracture surfaces of each fragment that were resulted from the mechanical crushing of sand particles. Then the branch-and-bound algorithm was employed to determine the lower and upper bounds of cubes and sub-cubes by efficiently searching the 3D translation and rotation spaces. Finally, a trial matching of each fragment to each of the 9 original particles was made to identify the corresponding mother particle and its location in the mother particle. The effectiveness and efficiency of the proposed tracking method was demonstrated by the matching of 62 fragments to their corresponding mother particles.
KW - 3D point-set registration
KW - Branch-and-bound
KW - Iterative closest point
KW - Local bending energy
KW - Tracking fractured sand particles
UR - http://www.scopus.com/inward/record.url?scp=85073605549&partnerID=8YFLogxK
U2 - 10.1016/j.powtec.2019.10.016
DO - 10.1016/j.powtec.2019.10.016
M3 - Journal article
AN - SCOPUS:85073605549
SN - 0032-5910
VL - 359
SP - 268
EP - 281
JO - Powder Technology
JF - Powder Technology
ER -