Full Length ArticleOptimizing process windows for minimizing the pore size of Ni-based single crystal superalloys
Graphical abstract
Introduction
Over 49% of failures on aero-engines are fatigue failure, and the defects responsible for initiating fatigue fracture are pores and intermetallic inclusions [1], [2], [3], [4], [5], [6]. Lamm and Singer [7], Brundidge [8] and Poirier et al. [9] found that the pore size has a significant influence on fatigue life. They reported that the fatigue lifetime of turbine blades could be greatly reduced when the pore size increase. Therefore, it is of great importance to control the pore size during the manufacturing process.
Nowadays, most of the second-generation Ni-based single crystal superalloys are manufactured by the directional solidification process. This process includes directionally solidifying liquid metal from bottom to top by applying a vertical thermal gradient and downwards withdrawal rate. Miller and Pollock [10] and Whitesell and Overfelt [11] showed that the temperature gradient and withdrawal rate in directional solidification had significant impacts on the pore size. Pequst et al. [12] and Çadirli's et al. [13] revealed that the mushy zone length could also affect the pore size distribution. Moreover, Miller and co-workers [14,15] found that changes in the lateral temperature gradient affected the microstructure which was directly related to the pore. Therefore, in order to predict the pore size in local thermal conditions during directional solidification, the temperature gradient, withdrawal rate, the mushy zone length, and the lateral temperature gradient should be considered.
In order to capture all the relationship between the porosity and those thermal conditions, different models had been developed by previous studies [5,6,9,10,[12], [13], [14], [15], [16], [17], [18], [19], [20]. However, how to control the pore size in the industrial manufacture of the turbine blade has not been deeply investigated.
In this study, a computational method is developed to find the appropriate processing window for controlling the pore size. First, pore size formed during directional solidification is characterized by optical metallography, and the results are compared with the three-dimensional (3D) X-ray computed tomography (XCT). Compared with traditional optical microscopy, X-ray tomography is better for non-destructively characterizing local features, extracting the geometric information of the whole pores, and capturing more details with higher resolution [21]. Then, a finite element model of the Bridgman method is built to investigate the influences of thermal conditions on the pores in directional solidification. Sensitivity analysis is further performed to identify the relative importance of these thermal conditions. The regression analysis is performed to derive the pore size prediction model. Furthermore, an appropriate process window is derived from the analysis to minimize the pore size.
Section snippets
Materials and processing
Bridgman method is one kind of directional solidification method widely implemented in turbine blade production. The schematics of the Bridgman casting process are shown in Fig. 1. In general, the casting is withdrawn from the hot zone to the cold zone through the baffle with a certain rate in directional solidification, while the mushy zone maintained near the baffle. In the Bridgman technique (Fig. 1), heat is radiated from the hot zone to castings above the baffle and extracted from castings
Microscopic observation
The microstructures of pores, primary dendrites, and secondary dendrites at the top and bottom of the single crystal rod were shown in Fig. 4. The differences of dendrite morphology were observed and compared by optical microscopy in the transverse section of each sample (Appendix A). We found that there is a significant difference of PDAS in the center and edge area at both the bottom and top of the bar, whereas the variation of SDAS is limited (see Appendix A).
Differences of the pore size at
The comparison of X-ray tomography and optical microscopy
One of the most significant differences between optical microscopy and X-ray tomography is the spatial resolution, which has an important influence on characterizing porosity. In the X-ray tomography, pores with an equivalent radius of 5.6 µm can be characterized. Although the optical microscopy is allowed to observe small pores, the fraction of these small pores is only 0.075% of the total pore volume. Since large pores are much more important than the small ones regarding fatigue life and
Conclusions
In summary, a computational method has been developed to optimize the process window for minimizing pore size during directional solidification in Ni-based superalloy. The microstructure characterization and finite element model of the directional solidification process were used to develop the relationship between the cooling rate and pore size. Sensitivity analysis identified the relative importance of different process parameters to the pore size. Furthermore, regression models have been
Declaration of Competing Interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Acknowledgments
The X-ray tomography technique support provided by Sansan Shuai and Jiang Wang of Shanghai University is appreciated. The present work was supported by Institute of Metal Research, Chinese Academy of Science and Beijing Institute of Technology. The funding is provided by the Ministry of Industry and Information Technology through the National Science and Technology Major Project (2017-VI-0003-0073) of the People's Republic of China.
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