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regression analysis

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Proceedings Papers

AM-EPRI2016, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Eighth International Conference, 125-130, October 11–14, 2016,
... for Alloy 617 exhibit large scattering, especially at 760 oC, showing a split into two groups. After eliminating the shorter time to rupture data at 760 oC, the regression analysis using the second order equation of Larson-Miller parameter gives us the Larson-Miller constant C of 12.70 and the 100,000 h...
Proceedings Papers

AM-EPRI2019, 2019 Joint EPRI – 123HiMAT International Conference on Advances in High-Temperature Materials, 1270-1281, October 21–24, 2019,
.... The untested sample microstructures were quantitatively characterized using a range of electron microscopy techniques to determine the precipitate (M 23 C 6 , MX) spacing, subgrain sizes and dislocation densities for each region of the weldments. Multiple linear regression analysis found that the subgrain size...
Proceedings Papers

AM-EPRI2004, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Fourth International Conference, 623-637, October 25–28, 2004,
.... Therefore, Ni-based superalloys were tailored to reduce their coefficients to the level of 12Cr steels. Regression analysis of commercial superalloys proves that Ti, Mo and Al decrease the coefficient quantitatively in this order, while Cr, used to secure oxidation resistance, increases it so significantly...
Proceedings Papers

AM-EPRI2024, Advances in Materials, Manufacturing, and Repair for Power Plants: Proceedings from the Tenth International Conference, 1228-1239, October 15–18, 2024,
...-Miller parameters, regression analysis of creep test data obtained for each long-term used material was performed, and material constants in a fitting equation for the regression analysis were determined. Here, we applied the life evaluation formula for each base metal used by the Assessment Committee...
Proceedings Papers

AM-EPRI2013, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Seventh International Conference, 732-743, October 22–25, 2013,
... divided data set. Then a conventional analysis based on Eq.(1) is applied to each divided data set. Figure 1: Correlation between data band (thick solid line) and its regression line (thin solid line) determined by Orr-Sherby-Dorn or Larson-Miller analysis of the creep rupture data. Long-term rupture life...
Proceedings Papers

AM-EPRI2019, 2019 Joint EPRI – 123HiMAT International Conference on Advances in High-Temperature Materials, 1014-1023, October 21–24, 2019,
... and dimensional metrology. Statistical analysis of plant derived fireside corrosion datasets, e.g. multi-variable statistical techniques, such as Partial Least Squares Regression Improved understanding of factors influencing fireside corrosion is resulting from the use of a combination of different approaches...
Proceedings Papers

AM-EPRI2019, 2019 Joint EPRI – 123HiMAT International Conference on Advances in High-Temperature Materials, 80-89, October 21–24, 2019,
... at 600 and 90MPa at 650 ) as used in ref.[9]. The data groups used for the extrapolation were changed depending on the number of creep rupture data; Creep rupture data at both 600 and 650 were inclusively used for the regression analysis in the case of Heats A, B and C, where the two kinds...
Proceedings Papers

AM-EPRI2016, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Eighth International Conference, 466-477, October 11–14, 2016,
.... The regression lines drawn in the figure are results of a multi-region rupture data analysis reported in literature [3]. Data points tested at 575 and 625oC are removed for simplicity, but the whole data points are shown in the literature together with the regression lines. Heats C (double symbols) and CNT(semi...
Proceedings Papers

AM-EPRI2010, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Sixth International Conference, 667-678, August 31–September 3, 2010,
... with Multiphase Separation Method (MPSM), researchers analyzed how M 23 C 6 and Laves phase coarsening and chemistry (focusing on Cr, W, and Mo distribution) varied between these regions. This multi-region analysis established a framework for more efficient creep testing and improved extrapolation of short-term...
Proceedings Papers

AM-EPRI2024, Advances in Materials, Manufacturing, and Repair for Power Plants: Proceedings from the Tenth International Conference, 123-134, October 15–18, 2024,
... casting defects such as porosity. Creep The regression analysis results are presented in Fig. 3 for the cast and wrought CF8C-Plus creep database with rupture time > 500h where the curve represents the predicted tr using the optimized values shown in Table 4. The fitted trend lines describe the cast...
Proceedings Papers

AM-EPRI2016, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Eighth International Conference, 137-148, October 11–14, 2016,
... regression analysis is needed based on the latest database. Following regression equations of time-temperature parameter of Larson-Miller versus stress are reported for Alloy 617 and HR6W [7]. Equation (1) is for Alloy 617 and (2) is for HR6W as a function of stress, . LMP = 30336.76 4820.06(log 128.228(log...
Proceedings Papers

AM-EPRI2013, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Seventh International Conference, 230-241, October 22–25, 2013,
... heats of varying product form, chemistry, and grain size. Long-term creep-rupture strength was found to be weakly dependent on grain size. Analysis of the time-to-rupture data was conducted to ensure long-term strength projections and development of ASME stress allowables. Testing was also conducted...
Proceedings Papers

AM-EPRI2010, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Sixth International Conference, 1014-1029, August 31–September 3, 2010,
... for the Thermanit weld. The symbols in Figures 4 through 7 indicate the test data, and the curves represent the best-fit mean trend of the data. The curves were fit to the data using the Levenberg-Marquardt algorithm for nonlinear least-squares regression analysis. The following expression was used for the impact...
Proceedings Papers

AM-EPRI2016, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Eighth International Conference, 486-493, October 11–14, 2016,
...., chemical analysis using extracted residues, X-ray diffraction, and scanning transmission electron microscopy. Change ratio of the system free energy and creep stress showed the relationship with one master curve irrespective of creep conditions, indicating that the steel ruptures when the applied stress...
Proceedings Papers

AM-EPRI2016, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Eighth International Conference, 832-843, October 11–14, 2016,
... and industrial practices that has long term implications on scale growth kinetics and morphological development. Microstructural analysis of both virgin and ex-service tubing reveals the presence of a pre-existing oxide structure that is incorporated into the inwardly growing scale and is implicated...
Proceedings Papers

AM-EPRI2019, 2019 Joint EPRI – 123HiMAT International Conference on Advances in High-Temperature Materials, 496-505, October 21–24, 2019,
...(a On the other hand, under the 190 MPa external tensile stress, the value of ys has a significant influence on traft (see Fig. 4(c It has been shown that the accumulation of PF simulation data and the regression analysis based on the NN help us understand the relationship between material parameters and traft...
Proceedings Papers

AM-EPRI2010, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Sixth International Conference, 255-267, August 31–September 3, 2010,
... supplied to this station over these ten years came from one pit; the coal supplied had a range of chlorine contents - depending upon the depth of extraction. A best fit model for this data was developed by regression analysis to give a maximum corrosion rate rmax (nm/h) of the form: rmax = (m *%Cl) C...
Proceedings Papers

AM-EPRI2019, 2019 Joint EPRI – 123HiMAT International Conference on Advances in High-Temperature Materials, 655-664, October 21–24, 2019,
... strength. In order to evaluate heat-to-heat variations in long-term creep rupture strength, 105h creep rupture strengths of Heat A and Heat G were extrapolated by means of region splitting analysis method, proposed by Maruyama et al. [6, 9], and primary regression equation of the Larson-Miller Parameter...
Proceedings Papers

AM-EPRI2010, Advances in Materials Technology for Fossil Power Plants: Proceedings from the Sixth International Conference, 654-666, August 31–September 3, 2010,
... 40 30 101 H 600oC 650oC 700oC L 102 103 104 Rupture Life ( h ) 105 Figure 3. Stress-rupture Data of Heats A and B together with their Regression Curves Multi-region Analysis of Creep Rupture Data Creep rupture data of Heat A [13] of Gr. 91 steel are plotted in Fig. 3 with open symbols. The data...
Proceedings Papers

AM-EPRI2024, Advances in Materials, Manufacturing, and Repair for Power Plants: Proceedings from the Tenth International Conference, 1300-1312, October 15–18, 2024,
... more than 160 heats and 2,400 creep testing data, covers a wide spectrum of elemental compositions and product forms. To perform a prudent analysis of the creep property dataset, a statistical overview was first implemented to understand the data distribution relevant to data sources, chemistries...