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  • 标题:The optimization of surface quality in rapid prototyping processes.
  • 作者:Ancau, Mircea
  • 期刊名称:Annals of DAAAM & Proceedings
  • 印刷版ISSN:1726-9679
  • 出版年度:2009
  • 期号:January
  • 语种:English
  • 出版社:DAAAM International Vienna
  • 摘要:In the optimization field of RP technologies, the researcher's interest concentrates on few major directions such as: STL-based slicing algorithms, process parameters, modeling and simulation, part orientation, packing problem. Depending on the source data, there are two methods to slice the geometric model of a part into layers, i.e. the STL-based slicing and direct slicing based on different CAD systems with different data formats (Haipeng & Tianrui, 2007; Chang, 2004; Cao & Myamoto, 2003). Compared with STL-based slicing, direct slicing avoids some approximation which exists in (STL) format file. Some researchers proposes a direct slicing method that can provide more exact laser beam paths by slicing a constructive solid geometry (CSG) representation of a part. A severe disadvantage of direct slicing is the capability among various CAD systems, in other words, it can only be used for a specific set of CAD software and machine, and is not applicable to any other CAD combinations (Haipeng & Tianrui, 2007). As a matter of fact, STL-based slicing is still the commonly used method in processing the problem of layered manufacturing. The advantage of slicing a STL file is that the problem is reduced to finding plane-intersections. The relationship between the main process factors and surface roughness distribution is analyzed theoretically by modeling the stair stepping effect, which results from stacking layers. Based on this investigation an optimum part orientation for fabrication is chosen (Ahn et al, 2007). While surface of stereolithography parts become rough due to the stair-stepping effect and burrs from the support structure, most parts need some finishing work for further applications. Because post-processing operations require additional time and cost, the reduction of post-processing time and cost by fabrication-direction optimization become an important concern (Kim & Lee, 2005). Among the criterions taken into account by (Hur et al, 2001), it can be mentioned: minimum part height and the minimum value of the part dimensions ratio x/y (i.e. the part length considered into the direction of powder disposal on the platform must not overstep the part width). Referring only to selective laser sintering on Sinterstation 2000, (Hur et al, 2001) state that the first section of sinterized material must be less than a specific value denoted minimum specified area, in order to avoid to high values of part deformation. The problem of part orientation in the machine chamber is solved via an empiric algorithm so that the total volume occupied by multiple parts is minim and mean time the parts to be grouped as much as possible in the near centre of the work chamber. The concepts of orientation optimization are implemented and solved with a genetic algorithm. Concerning the process parameters some researchers frequently used a statistical analysis of the rapid prototyping processes, in order to find out the combination of parameters leading to the best accuracy of the manufactured parts (Campanelli et al, 2007). In the study of (Zhang et al, 2002), a simulated annealing algorithm was applied to find the optimal batch configuration layout for the minimum cost of production for solid ground curing processes. They take into account three kinds of objectives: fitting models into the specified container, avoiding any overlap between models and achieving high packing density, in other words, achieving the minimum overall height. A detailed study of some important build parameters which affect the quality and accuracy of the final stereolithography parts, such as the layer thickness, resultant overcure, hatch space, blade gap, and part location can be found in (Zhou et al, 2000). Their investigation suggests the best setting of these control factors for different 20 individual features.
  • 关键词:Mathematical optimization;Optimization theory;Production management;Quality control;Rapid prototyping;Surfaces;Surfaces (Materials);Surfaces (Technology)

The optimization of surface quality in rapid prototyping processes.


Ancau, Mircea


1. INTRODUCTION

In the optimization field of RP technologies, the researcher's interest concentrates on few major directions such as: STL-based slicing algorithms, process parameters, modeling and simulation, part orientation, packing problem. Depending on the source data, there are two methods to slice the geometric model of a part into layers, i.e. the STL-based slicing and direct slicing based on different CAD systems with different data formats (Haipeng & Tianrui, 2007; Chang, 2004; Cao & Myamoto, 2003). Compared with STL-based slicing, direct slicing avoids some approximation which exists in (STL) format file. Some researchers proposes a direct slicing method that can provide more exact laser beam paths by slicing a constructive solid geometry (CSG) representation of a part. A severe disadvantage of direct slicing is the capability among various CAD systems, in other words, it can only be used for a specific set of CAD software and machine, and is not applicable to any other CAD combinations (Haipeng & Tianrui, 2007). As a matter of fact, STL-based slicing is still the commonly used method in processing the problem of layered manufacturing. The advantage of slicing a STL file is that the problem is reduced to finding plane-intersections. The relationship between the main process factors and surface roughness distribution is analyzed theoretically by modeling the stair stepping effect, which results from stacking layers. Based on this investigation an optimum part orientation for fabrication is chosen (Ahn et al, 2007). While surface of stereolithography parts become rough due to the stair-stepping effect and burrs from the support structure, most parts need some finishing work for further applications. Because post-processing operations require additional time and cost, the reduction of post-processing time and cost by fabrication-direction optimization become an important concern (Kim & Lee, 2005). Among the criterions taken into account by (Hur et al, 2001), it can be mentioned: minimum part height and the minimum value of the part dimensions ratio x/y (i.e. the part length considered into the direction of powder disposal on the platform must not overstep the part width). Referring only to selective laser sintering on Sinterstation 2000, (Hur et al, 2001) state that the first section of sinterized material must be less than a specific value denoted minimum specified area, in order to avoid to high values of part deformation. The problem of part orientation in the machine chamber is solved via an empiric algorithm so that the total volume occupied by multiple parts is minim and mean time the parts to be grouped as much as possible in the near centre of the work chamber. The concepts of orientation optimization are implemented and solved with a genetic algorithm. Concerning the process parameters some researchers frequently used a statistical analysis of the rapid prototyping processes, in order to find out the combination of parameters leading to the best accuracy of the manufactured parts (Campanelli et al, 2007). In the study of (Zhang et al, 2002), a simulated annealing algorithm was applied to find the optimal batch configuration layout for the minimum cost of production for solid ground curing processes. They take into account three kinds of objectives: fitting models into the specified container, avoiding any overlap between models and achieving high packing density, in other words, achieving the minimum overall height. A detailed study of some important build parameters which affect the quality and accuracy of the final stereolithography parts, such as the layer thickness, resultant overcure, hatch space, blade gap, and part location can be found in (Zhou et al, 2000). Their investigation suggests the best setting of these control factors for different 20 individual features.

The main objective of this research is to find the optimum 3D model orientation on the RP working platform so that the surface quality will result as good as possible. We will follow two possible approaches. The first one will establish the orientation in an automate manner, while the second approach will involve human-computer interaction.

2. THE OPTIMUM PART ORIENTATION

2.1 The automated part orientation

The surface of the 3D model in stl format is approximated with small triangle facets. For each facet there are known the (x,y,z) coordinates of each vertex, and the projections on the axes of the normal unit vector to the triangle surface, pointing outside the model. The position of the normal vector remains unchanged relative to the triangle position. As a consequence, if we rotate the 3D model with an angle, this will involve the rotation of all normal vectors with the same angle.

[FIGURE 1 OMITTED]

To test our concepts for optimum part orientation, we consider as example the upper case of a mobile phone as you can see in Figure 1.

The drawing position was taken as reference for further orientation, according to the surface quality criterion. In order to establish optimal part orientation on the working platform of the RP system, we will give an incremental rotation to the 3D model around Ox and Oy axis. For each incremental position we will calculate the number of triangular facets whose slope is between some initial established limits. Only those values which correspond to a minimum number of facets which respects initial conditions will be taken.

[FIGURE 2 OMITTED]

[FIGURE 3 OMITTED]

Fig.3. shows the facets which do not satisfy the criterion of slope value, if the part orientation is made automatically.

2.2 The manual part orientation

Some surfaces need a better roughness due to its functional task, while others need the same roughness values for aesthetic purpose. In every case the engineer have the mission to decide in this problem. Despite engineers experience, when the part has a complicated geometry, is difficult to appreciate which is the most appropriate orientation so that some surfaces will result with some prescribed roughness. We need an instrument to identify those triangular facets which have a specific slope, for a given orientation of the 3D model. That specific slope will produce a roughness above the input limits. This is why we made a program which shows the triangular facets with a specific slope in a different contrast color than the other facets, so that these facets may be easy identified. Both faces of the 3D model have triangular facets with a slope which involve a roughness higher than that the admissible roughness. If there is an automate process which count the number of these facets, then will be taken into account all the facets which do not satisfy the criterion of slope value, even if the facets situated on the back side of the model do not matter if we are interested only in the surface quality on the front surface.

It can be simply seen that at an automated orientation of 135[degrees] rotation around Ox and also 45o around Oy, that even if the facet number which will result with a higher staircase effect is minimum, their placement is asymmetric. This situation will involve asymmetric surfaces which will require post-processing, which may lead to geometric errors. This is why, a manual orientation of the part on the RP system working platform is almost always essential.

3. CONCLUSION

There exists a connection between the surface roughness and the staircase effect in RP processes. The staircase effect greatly depends on the layer thickness. As a consequence, the decrease of the layer thickness will decrease the staircase effect and will improve the surface roughness. The decreasing of the layer thickness will lead implicitly at a considerably reduction of RP process productivity. The surface quality in RP processes depends on the 3D model orientation on the working platform.

This paper presented two different alternatives to find out the optimal orientation of the 3D model on the working platform of the RP system. The first variant is an entirely computerized one. The method is based on the minimum number of the triangular facets whose slope accomplishes an initial condition. A disadvantage of the automated method is that it does not take into account that some surfaces are very important concerning the functional or aesthetic role, while other surfaces are not. The second method requires the manual part orientation by the designer. This is why a computer program which shows in a contrast color those triangular facets whose slope angle fulfill an initial condition, was made. By rotation of the model around its horizontal axis, those regions of the surfaces which will result with a higher staircase effect, can be easy visualized. Future research will take into consideration the productivity of RP processes as a very important optimization criterion.

4. REFERENCES

Ahn, D., Kim, H., Lee, S. Fabrication direction optimization to minimize post-machining in layered manufacturing. International Journal of Machine-Tools & Manufacture, Vol. 47, 2007, p.593-606

Campanelli, S.L. et al. Statistical analysis of the stereolithographic process to improve the accuracy. Computer-Aided Design, Vo.39, 2007, p.80-86

Cao, W., Myiamoto, Y. Direct slicing from AutoCAD solid models for rapid prototyping, Int. J. Adv. Manuf. Technol. Vol.21, 2003, p.739-7422

Chang, C.C. Direct slicing and G-code contour for rapid prototyping machine of UV resin spray using PowerSOLUTION macro commands, Int. J. Adv.Manuf. Technol. Vol.23, 2004, p. 358-365

Haipeng, P., Tianrui, Z. Generation and optimization of slice profile data in rapid prototyping and manufacturing. Journal of Materials Processing Technology, Vol. 187-188, 2007, p.623-626

Hur, S.M., Choi, K.H., Lee, S.H., Chang, P.K. Determination of fabricating orientation and packing in SLS process. Journal of Materials Processing Technology, Vol.112, 2001, p.236-243

Kim, H.C., Lee, S.H. Reduction of post-processing for stereolithography systems by fabrication-direction optimization. Computer-Aided Design, Vo.37, 2005, p.711-725

Zhang, X., Zhou, B., Zeng, Y., Gu, P. Model layout optimization for solid ground curing rapid prototyping processes. Robotics and Computer Integrated Manufacturing, Vol.18, 2002, p.41-51

Zhou, J.G., Herscovici, D., Chen, C.C. Parametric process optimization to improve the accuracy of rapid prototyped stereolithography parts. Int. J. Machine Tools & Manufacture, Vol.40, 2000, p.363-379
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