TY - JOUR
T1 - Prediction of jominy hardness curves using multiple regression analysis, and effect of alloying elements on the hardenability
AU - Wi, Dong Yeol
AU - Kim, Kyu Sik
AU - Jung, Byoung In
AU - Lee, Kee Ahn
N1 - Publisher Copyright:
© Materials Research Society of Korea.
PY - 2019/12/1
Y1 - 2019/12/1
N2 - The prediction of Jominy hardness curves and the effect of alloying elements on the hardenability of boron steels (19 different steels) are investigated using multiple regression analysis. To evaluate the hardenability of boron steels, Jominy end quenching tests are performed. Regardless of the alloy type, lath martensite structure is observed at the quenching end, and ferrite and pearlite structures are detected in the core. Some bainite microstructure also appears in areas where hardness is sharply reduced. Through multiple regression analysis method, the average multiplying factor (regression coefficient) for each alloying element is derived. As a result, B is found to be 6308.6, C is 71.5, Si is 59.4, Mn is 25.5, Ti is 13.8, and Cr is 24.5. The valid concentration ranges of the main alloying elements are 19 ppm < B < 28 ppm, 0.17 < C < 0.27 wt%, 0.19 < Si < 0.30 wt%, 0.75 < Mn < 1.15 wt%, 0.15 < Cr < 0.82 wt%, and 3 < N < 7 ppm. It is possible to predict changes of hardenability and hardness curves based on the above method. In the validation results of the multiple regression analysis, it is confirmed that the measured hardness values are within the error range of the predicted curves, regardless of alloy type.
AB - The prediction of Jominy hardness curves and the effect of alloying elements on the hardenability of boron steels (19 different steels) are investigated using multiple regression analysis. To evaluate the hardenability of boron steels, Jominy end quenching tests are performed. Regardless of the alloy type, lath martensite structure is observed at the quenching end, and ferrite and pearlite structures are detected in the core. Some bainite microstructure also appears in areas where hardness is sharply reduced. Through multiple regression analysis method, the average multiplying factor (regression coefficient) for each alloying element is derived. As a result, B is found to be 6308.6, C is 71.5, Si is 59.4, Mn is 25.5, Ti is 13.8, and Cr is 24.5. The valid concentration ranges of the main alloying elements are 19 ppm < B < 28 ppm, 0.17 < C < 0.27 wt%, 0.19 < Si < 0.30 wt%, 0.75 < Mn < 1.15 wt%, 0.15 < Cr < 0.82 wt%, and 3 < N < 7 ppm. It is possible to predict changes of hardenability and hardness curves based on the above method. In the validation results of the multiple regression analysis, it is confirmed that the measured hardness values are within the error range of the predicted curves, regardless of alloy type.
KW - Boron steels
KW - Hardenability
KW - Jominy test
KW - Multiple regression analysis
KW - Multiplying factor
UR - http://www.scopus.com/inward/record.url?scp=85081587491&partnerID=8YFLogxK
U2 - 10.3740/MRSK.2019.29.12.781
DO - 10.3740/MRSK.2019.29.12.781
M3 - Article
AN - SCOPUS:85081587491
SN - 1225-0562
VL - 29
SP - 781
EP - 789
JO - Korean Journal of Materials Research
JF - Korean Journal of Materials Research
IS - 12
ER -