TY - JOUR
T1 - Automatic generation of alternative build orientations for laser powder bed fusion based on facet clustering
AU - Qin, Yuchu
AU - Qi, Qunfen
AU - Shi, Peizhi
AU - Scott, Paul
AU - Jiang, Jane
N1 - Grant no. EP/S001328/1
PY - 2020/7/2
Y1 - 2020/7/2
N2 - In this paper, a novel facet clustering based method is proposed to generate alternative build orientations for laser powder bed fusion. This method consists of two steps. First, a hierarchical clustering algorithm is applied to divide facets of the design model in standard tessellation language format into different clusters, each of which shares a similar normal vector. Second, alternatives of each cluster are computed and the final set of alternative build orientations is generated by combining and refining the alternatives from all clusters. To illustrate and validate the method, a set of examples including both regular and freeform surface models are tested, and qualitative and quantitative comparisons between the method and the existing methods are reported. The results suggest that the proposed method is feasible and effective for both regular and freeform surface parts. It is evident that the proposed method can output stable results, provide satisfying efficiency, and work well with facet clusters of varying probability density.
AB - In this paper, a novel facet clustering based method is proposed to generate alternative build orientations for laser powder bed fusion. This method consists of two steps. First, a hierarchical clustering algorithm is applied to divide facets of the design model in standard tessellation language format into different clusters, each of which shares a similar normal vector. Second, alternatives of each cluster are computed and the final set of alternative build orientations is generated by combining and refining the alternatives from all clusters. To illustrate and validate the method, a set of examples including both regular and freeform surface models are tested, and qualitative and quantitative comparisons between the method and the existing methods are reported. The results suggest that the proposed method is feasible and effective for both regular and freeform surface parts. It is evident that the proposed method can output stable results, provide satisfying efficiency, and work well with facet clusters of varying probability density.
KW - Laser powder bed fusion
KW - Process planning for additive manufacturing
KW - Build orientation determination
KW - Alternative build orientation
KW - Facet clustering
UR - http://www.scopus.com/inward/record.url?scp=85084828682&partnerID=8YFLogxK
U2 - 10.1080/17452759.2020.1756086
DO - 10.1080/17452759.2020.1756086
M3 - Article
VL - 15
SP - 307
EP - 324
JO - Virtual and Physical Prototyping
JF - Virtual and Physical Prototyping
SN - 1745-2759
IS - 3
ER -