Intelligent Expert System Used in Gear Material Selection and its Heat Treatment

Acta Metall Sin

2004, Vol. 40

Issue (10): 1051-1054 DOI:

Research Articles

Current Issue | Archive | Adv Search

Intelligent Expert System Used in Gear Material Selection and its Heat Treatment

LI Xincheng; CHEN Guang; ZHU Weixing; WANG Yun; ZHANG KAihua; WANG Jianmin

School of Mechanical Engineering; Jiangsu Univercity; Zhenjiang 212013

Cite this article:

LI Xincheng; CHEN Guang; ZHU Weixing; WANG Yun; ZHANG KAihua; WANG Jianmin. Intelligent Expert System Used in Gear Material Selection and its Heat Treatment. Acta Metall Sin, 2004, 40(10): 1051-1054 .

Download:

PDF(39545KB)
Export: BibTeX | EndNote (RIS)

Abstract The characters and weakness of expert system (ES) and artificial neural networks (ANN) have been analyzed. The ANN were led into gear materials selection and heat treatment ES, and 2-grades back propagation (BP) ANN model which has conquered the weakness of traditional ES has been established. This system contains large quantity of knowledge of gear materials and heat treatment process.

Key words: artificial neural network expert system gear material selection heat treatment

Received: 22 October 2003

ZTFLH:	TD182
	TG162

	Service

	E-mail this article
	Add to citation manager
	E-mail Alert
	RSS
	（）
	Articles by authors
	LI Xincheng
	CHEN Guang
	ZHU Weixing
	WANG Yun
	ZHANG KAihua
	WANG Jianmin

URL:

https://www.ams.org.cn/EN/ OR https://www.ams.org.cn/EN/Y2004/V40/I10/1051

[1] Zakarian V I, Kaiser M J. Expert System Appl, 1999; 16: 233
[2] Mizoguchi R. IEEE Expert, 1995; 8: 23
[3] Kim H S, Im Y T. Mater Proc Technol, 1999; 95: 262
[4] Chan Y W. Computer Appl Technol, 1998; 11: 66
[5] Sonar R M. Expert System Appl, 1999; 17: 45
[6] Phillip W G. Eng Appl Artificial Intelligence, 1996; 2: 163
[7] Lucas W. Weld World, 1994; 34: 9
[8] Andrew R G, Paul S R. Artificial Intelligence, 1996; 87:215
[9] ASM Handbook Committee. Metal Handbook (Vol.6) .New York: McGraw-Hill, 1996: 158
[10] Lange K. Handbook of Metal Forming. New York:McGraw-Hill, 1995: 116

[1]	WANG Fa, JIANG He, DONG Jianxin. Evolution Behavior of Complex Precipitation Phases in Highly Alloyed GH4151 Superalloy[J]. 金属学报, 2023, 59(6): 787-796.
[2]	ZHANG Dongyang, ZHANG Jun, LI Shujun, REN Dechun, MA Yingjie, YANG Rui. Effect of Heat Treatment on Mechanical Properties of Porous Ti55531 Alloy Prepared by Selective Laser Melting[J]. 金属学报, 2023, 59(5): 647-656.
[3]	YANG Lei, ZHAO Fan, JIANG Lei, XIE Jianxin. Development of Composition and Heat Treatment Process of 2000 MPa Grade Spring Steels Assisted by Machine Learning[J]. 金属学报, 2023, 59(11): 1499-1512.
[4]	SUN Tengteng, WANG Hongze, WU Yi, WANG Mingliang, WANG Haowei. Effect ofIn Situ 2%TiB₂ Particles on Microstructure and Mechanical Properties of 2024Al Additive Manufacturing Alloy[J]. 金属学报, 2023, 59(1): 169-179.
[5]	HAN Linzhi, MU Juan, ZHOU Yongkang, ZHU Zhengwang, ZHANG Haifeng. Effect of Heat Treatment Temperature on Microstructure and Mechanical Properties of Ti_0.5Zr_1.5NbTa_0.5Sn_0.2 High-Entropy Alloy[J]. 金属学报, 2022, 58(9): 1159-1168.
[6]	LI Zhao, JIANG He, WANG Tao, FU Shuhong, ZHANG Yong. Microstructure Evolution of GH2909 Low Expansion Superalloy During Heat Treatment[J]. 金属学报, 2022, 58(9): 1179-1188.
[7]	ZHANG Jiarong, LI Yanfen, WANG Guangquan, BAO Feiyang, RUI Xiang, SHI Quanqiang, YAN Wei, SHAN Yiyin, YANG Ke. Effects of Heat Treatment on Microstructure and Mechanical Properties of a Bimodal Grain Ultra-Low Carbon 9Cr-ODS Steel[J]. 金属学报, 2022, 58(5): 623-636.
[8]	ZENG Xiaoqin, WANG Jie, YING Tao, DING Wenjiang. Recent Progress on Thermal Conductivity of Magnesium and Its Alloys[J]. 金属学报, 2022, 58(4): 400-411.
[9]	YUAN Bo, GUO Mingxing, HAN Shaojie, ZHANG Jishan, ZHUANG Linzhong. Effect of 3%Zn Addition on the Non-Isothermal Precipitation Behaviors of Al-Mg-Si-Cu Alloys[J]. 金属学报, 2022, 58(3): 345-354.
[10]	CHEN Run, WANG Shuai, AN Qi, ZHANG Rui, LIU Wenqi, HUANG Lujun, GENG Lin. Effect of Hot Extrusion and Heat Treatment on the Microstructure and Tensile Properties of Network Structured TiBw/TC18 Composites[J]. 金属学报, 2022, 58(11): 1478-1488.
[11]	WANG Di, HUANG Jinhui, TAN Chaolin, YANG Yongqiang. Review on Effects of Cyclic Thermal Input on Microstructure and Property of Materials in Laser Additive Manufacturing[J]. 金属学报, 2022, 58(10): 1221-1235.
[12]	WANG Wenquan, WANG Suyu, CHEN Fei, ZHANG Xinge, XU Yuxin. Microstructure and Mechanical Properties of TiN/Inconel 718 Composites Fabricated by Selective Laser Melting[J]. 金属学报, 2021, 57(8): 1017-1026.
[13]	WANG Yue, WANG Jijie, ZHANG Hao, ZHAO Hongbo, NI Dingrui, XIAO Bolv, MA Zongyi. Effects of Heat Treatments on Microstructure and Mechanical Properties of AlSi10Mg Alloy Produced by Selective Laser Melting[J]. 金属学报, 2021, 57(5): 613-622.
[14]	ZHANG Shaohua, XIE Guang, DONG Jiasheng, LOU Langhong. Investigation on Eutectic Dissolution Behavior of Single Crystal Superalloy by Differential Scanning Calorimetry[J]. 金属学报, 2021, 57(12): 1559-1566.
[15]	HAO Zhibo, GE Changchun, LI Xinggang, TIAN Tian, JIA Chonglin. Effect of Heat Treatment on Microstructure and Mechanical Properties of Nickel-Based Powder Metallurgy Superalloy Processed by Selective Laser Melting[J]. 金属学报, 2020, 56(8): 1133-1143.

No Suggested Reading articles found!

Viewed

Full text

Abstract

Cited

Shared

Discussed