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RESEARCH PAPER · Journal of Material Science and Technology · 2023

Data-driven design of Ni-based turbine disc superalloys to improve yield strength

Bin Xu, Haiqing Yin, Xue Feng Jiang, Cong Zhang, Ruijie Zhang, Yongwei Wang, Xuanhui Qu, Zhenghua Deng, Guoqiang Yang, Dil Faraz Khan

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Data-driven design of Ni-based turbine disc superalloys to improve yield strengthOriginalThe cracking behavior of the new Ni-based superalloy GH4151 in the triple melting process29Data-driven design of brake pad composites for high-speed trains10Research activities in the dielectric ceramics: information from data mining in literature0XGBoost algorithm-assisted prediction of amorphous formability of Fe-based nanocrystalline precursor5Exploring the evolution of microstructure and mechanical property of a γʹ-strengthened Co-based single crystal superalloy during creep and thermal exposure at 1000 °C15Investigation of microstructural stability and tensile deformation behavior of a novel PM Ni-based superalloy during long-term thermal exposure44Mechanical degradation behavior and γ′ coarsening mechanism of a Ni-based superalloy during long-term high-temperature thermal exposure34A review on cracking mechanism and suppression strategy of nickel-based superalloys during laser cladding137Effects of Co and Nb on the Crack of Additive Manufacturing Nickel-Based Superalloys7Dielectric Ceramics Database Automatically Constructed by Data Mining in the Literature3An analysis of the high-homogeneity preparation, thermo-mechanical deformation and recrystallization behavior of a novel superalloy with γ′ content reaching 73%5Preparing gradient microstructure to achieve enhanced performance in GH4586 superalloy: Experiments and models7High-quality super-resolution reconstruction: Using the improved industrial computed laminography system and SR-iResASPP network to reconstruct aero-engine turbine discs10Machine learning design of 400 MPa grade biodegradable Zn-Mn based alloys with appropriate corrosion rates16Novel electromagnetic oscillation method for uniform grain refinement and mechanical properties enhancement of flat-shaped aerospace components4Formation of twin-density gradient induced by 9R structure transformation and boundary migration to improve performance in GH4586 superalloy7Microstructures and properties optimization of Co-Ni based superalloy manufactured by direct laser energy deposition laser process0A multi‐objective feature optimization strategy for developing high‐entropy alloys with optimal strength and ductility15Machine learning-driven design of rare metal doped niobium alloys with enhanced strength and ductility6Effect of heat treatment on the formation of serrated grain boundary and secondary γ′ phase in a high γ′ phase superalloy6The γ′ morphologies regulated by heat treatments change the deformation mechanisms in a novel nickel-based superalloy12Design of Novel High-Strength Ni-Based Superalloys Using a Data-Driven Approach1Temperature dependence of tensile deformation behaviors in a novel powder metallurgy Ni-based superalloy with high density nanoscale γ′ phase11Precipitation Dynamics and Mechanical Properties Analysis of a Nickel-Based Superalloy Cooled Under Different Rates1Application of a multivariate feature-driven ACO-BPNN integrated model in predicting ultimate tensile strength and composition optimization of Ni-based alloys7Tailoring glass forming ability and coercivity in iron-based nanocrystalline alloys through machine learning-driven feature interpretation1Multiscale heterostructure and grain rotation promote the coordinated deformation of a multi-principal element alloy37Review on Rapid Alloying Design and Mechanical Properties Prediction of Ni-Based Superalloys Based on Machine Learning7Compositional gradient-driven design of additively manufactured nickel-based superalloys for enhanced 900 °C strength-ductility synergy via Ti/Al optimization5Review on Optimization of Tensile, Fatigue, and Creep Properties of Additive Manufactured Nickel‐Based Superalloys by Modifying the Microstructure and Residual Stress6Effect of solution temperature on short-term creep behavior and microstructural evolution of GH4738 Ni-based superalloy3Data‐Driven Fatigue Prediction of Superalloys: A Novel Strategy Integrating Transfer Learning and Partial Label Learning for Addressing Ambiguous Data2Ultrathick Biomimetic spider web structure SiC/SiC and C/SiC turbine blisks by hybrid CVI+PIP techniques4CurveDE: An image recognition tool for extracting stress-strain curve data of Superalloys0Homogenizing and refining mixed grain structures in a hot-deformed Ni-based superalloy via two-stage aging assisted recrystallization annealing0Confidence-driven adaptive evolutionary learning for reliability-based design optimization of nickel-based alloys0Effects of heat treatment process on microstructure evolution and fracture mechanisms of Inconel 718 alloy4Accelerated investigation of microstructural stability in Ni-based superalloys via high-throughput experiments and deep learning0Compositional design of Ni-based superalloys for additive manufacturing: Progress and perspectives9A digital twin-based method for predicting the burst speed of discs0Architecting equiaxed grain structures of additively manufactured Ni-based superalloys via heterogeneous nucleation on nano-TiC3Physics-guided deep learning framework for creep behavior prediction of SiO2f/SiO2 composites with initial state awareness1Mechanical property prediction of superalloys with microporosity defects using a multi-source deep learning framework0High‐Throughput Data Generation and Transfer Learning Enabled Microstructure‐Property Integrated Design of Nickel‐Based Powder Metallurgy Superalloy1Study on the service microstructure and properties of DZ417G directionally solidified alloy blade0Multiobjective Optimization‐Driven Design of Novel Zn Alloys Exhibiting Synergistic Enhancement of Strength and Ductility via NSGA‐III1Linear and rotary friction welding of titanium alloys and superalloys for aeroengines: Review and perspectives3Preparing dense powder metallurgy superalloy via pressureless transient liquid phase sintering based on a composition-splitting strategy0High temperature cyclic corrosion of TBC coated single crystal CMSX-4 using novel beam switching EBPVD technology in CMAS and salt mixture0Enhanced Hot Forgability of Superalloy Ingot via Hot Oscillatory Pressing0High-performance Fe-based superalloys designed via large language models and knowledge graphs0Suppression of cracking and high-strength IN738 alloy fabricated by laser directed energy deposition without preheating0Artificial intelligence for advanced alloy: multiscale simulation, intelligent manufacturing, high-throughput characterization, and service performance intelligent assessment0Autonomous mechanism discovery in tough alloy design via causal reinforcement learning on knowledge graphs0Short Process Preparation of PM Superalloys Free of PPB Defect via Transient Liquid Phase HIP Sintering Based on Binary Composition Reconstruction: Microstructure Evolution, Mechanical Properties and Kinetics0

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  1. The cracking behavior of the new Ni-based superalloy GH4151 in the triple melting process

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  2. Data-driven design of brake pad composites for high-speed trains

    Journal of Materials Research and Technology · 2023-09-30

    Lingzhi Wu, Peng Zhang, Bin Xu, Jie Liu, Haiqing Yin, Lin Zhang, Xue Feng Jiang, Cong Zhang, Ruijie Zhang, Yongwei Wang, Xuanhui Qu

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  3. Research activities in the dielectric ceramics: information from data mining in literature

    Research Square · 2023-11-08

    wenxu zhang, Xiaochao Wang

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  4. XGBoost algorithm-assisted prediction of amorphous formability of Fe-based nanocrystalline precursor

    Intermetallics · 2024-01-25

    Yu Han, Gan Zhang, Fuyao Yang, Yaqiang Dong, Aina He, Jianfei Cao

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  5. Exploring the evolution of microstructure and mechanical property of a γʹ-strengthened Co-based single crystal superalloy during creep and thermal exposure at 1000 °C

    Journal of Material Science and Technology · 2024-04-03

    Zhen Xu, Chuan Guo, Yu Li, Zhiwei Lv, Xiaogang Hu, Xinggang Li, Qiang Zhu

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  6. Investigation of microstructural stability and tensile deformation behavior of a novel PM Ni-based superalloy during long-term thermal exposure

    Materials Science and Engineering A · 2024-04-04

    Lihua Zhu, Hao Pan, Wei Bing, Lei Xiao, Jianzheng Guo, Hongjun Ji

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  7. Mechanical degradation behavior and γ′ coarsening mechanism of a Ni-based superalloy during long-term high-temperature thermal exposure

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    Zhaotian Wang, Yongquan Ning, Hao Yu, Baoyun Zhang, Bingchao Xie, Shuo Huang, Wenyun Zhang, Beijiang Zhang

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  8. A review on cracking mechanism and suppression strategy of nickel-based superalloys during laser cladding

    Journal of Alloys and Compounds · 2024-06-12

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  9. Effects of Co and Nb on the Crack of Additive Manufacturing Nickel-Based Superalloys

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  10. Dielectric Ceramics Database Automatically Constructed by Data Mining in the Literature

    Journal of Chemical Information and Modeling · 2024-07-23

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  11. An analysis of the high-homogeneity preparation, thermo-mechanical deformation and recrystallization behavior of a novel superalloy with γ′ content reaching 73%

    Journal of Materials Research and Technology · 2024-08-26

    Yilin Wang, Yi Tan, Jian Liu, Libing Liu, Xiaona Li, Pengting Li

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  12. Preparing gradient microstructure to achieve enhanced performance in GH4586 superalloy: Experiments and models

    Materials Science and Engineering A · 2024-09-07

    Ke Chen, Jiao Luo

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  13. High-quality super-resolution reconstruction: Using the improved industrial computed laminography system and SR-iResASPP network to reconstruct aero-engine turbine discs

    Measurement · 2024-10-30

    Yenan Gao, Xiaolong Chen, Bingyang Wang, Jingzhao Wang, Wei Guan, Jian Fu

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  14. Machine learning design of 400 MPa grade biodegradable Zn-Mn based alloys with appropriate corrosion rates

    International Journal of Minerals Metallurgy and Materials · 2024-11-08

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  15. Novel electromagnetic oscillation method for uniform grain refinement and mechanical properties enhancement of flat-shaped aerospace components

    Materials & Design · 2025-01-08

    Zong-sheng Xie, Xin Hao, Guohuai Liu, Hang Zheng, Ye Wang, Chu-shan Yi, Zhaodong Wang

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  16. Formation of twin-density gradient induced by 9R structure transformation and boundary migration to improve performance in GH4586 superalloy

    Materials Characterization · 2025-01-30

    Ke Chen, Jiao Luo

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  17. Microstructures and properties optimization of Co-Ni based superalloy manufactured by direct laser energy deposition laser process

    Journal of Physics Conference Series · 2025-02-01

    Mingyue Wen, Hanwen Ren, Wen Li

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  18. A multi‐objective feature optimization strategy for developing high‐entropy alloys with optimal strength and ductility

    Materials Genome Engineering Advances · 2025-03-01

    Yan Zhang, Shewei Xin, Wei Qiang Zhou, Xiao Wang, Yangyang Xu, Yanjing Su

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  19. Machine learning-driven design of rare metal doped niobium alloys with enhanced strength and ductility

    Journal of Materials Research and Technology · 2025-04-06

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  20. Effect of heat treatment on the formation of serrated grain boundary and secondary γ′ phase in a high γ′ phase superalloy

    Journal of Alloys and Compounds · 2025-04-17

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  21. The γ′ morphologies regulated by heat treatments change the deformation mechanisms in a novel nickel-based superalloy

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  22. Design of Novel High-Strength Ni-Based Superalloys Using a Data-Driven Approach

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  23. Temperature dependence of tensile deformation behaviors in a novel powder metallurgy Ni-based superalloy with high density nanoscale γ′ phase

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  24. Precipitation Dynamics and Mechanical Properties Analysis of a Nickel-Based Superalloy Cooled Under Different Rates

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  25. Application of a multivariate feature-driven ACO-BPNN integrated model in predicting ultimate tensile strength and composition optimization of Ni-based alloys

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  26. Tailoring glass forming ability and coercivity in iron-based nanocrystalline alloys through machine learning-driven feature interpretation

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  27. Multiscale heterostructure and grain rotation promote the coordinated deformation of a multi-principal element alloy

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  28. Review on Rapid Alloying Design and Mechanical Properties Prediction of Ni-Based Superalloys Based on Machine Learning

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  29. Compositional gradient-driven design of additively manufactured nickel-based superalloys for enhanced 900 °C strength-ductility synergy via Ti/Al optimization

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  30. Review on Optimization of Tensile, Fatigue, and Creep Properties of Additive Manufactured Nickel‐Based Superalloys by Modifying the Microstructure and Residual Stress

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  31. Effect of solution temperature on short-term creep behavior and microstructural evolution of GH4738 Ni-based superalloy

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  32. Data‐Driven Fatigue Prediction of Superalloys: A Novel Strategy Integrating Transfer Learning and Partial Label Learning for Addressing Ambiguous Data

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  33. Ultrathick Biomimetic spider web structure SiC/SiC and C/SiC turbine blisks by hybrid CVI+PIP techniques

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  34. CurveDE: An image recognition tool for extracting stress-strain curve data of Superalloys

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  35. Homogenizing and refining mixed grain structures in a hot-deformed Ni-based superalloy via two-stage aging assisted recrystallization annealing

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  36. Confidence-driven adaptive evolutionary learning for reliability-based design optimization of nickel-based alloys

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  37. Effects of heat treatment process on microstructure evolution and fracture mechanisms of Inconel 718 alloy

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  38. Accelerated investigation of microstructural stability in Ni-based superalloys via high-throughput experiments and deep learning

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  39. Compositional design of Ni-based superalloys for additive manufacturing: Progress and perspectives

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  40. A digital twin-based method for predicting the burst speed of discs

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  41. Architecting equiaxed grain structures of additively manufactured Ni-based superalloys via heterogeneous nucleation on nano-TiC

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  42. Physics-guided deep learning framework for creep behavior prediction of SiO2f/SiO2 composites with initial state awareness

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  43. Mechanical property prediction of superalloys with microporosity defects using a multi-source deep learning framework

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  44. High‐Throughput Data Generation and Transfer Learning Enabled Microstructure‐Property Integrated Design of Nickel‐Based Powder Metallurgy Superalloy

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  45. Study on the service microstructure and properties of DZ417G directionally solidified alloy blade

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  46. Multiobjective Optimization‐Driven Design of Novel Zn Alloys Exhibiting Synergistic Enhancement of Strength and Ductility via NSGA‐III

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  47. Linear and rotary friction welding of titanium alloys and superalloys for aeroengines: Review and perspectives

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  48. Preparing dense powder metallurgy superalloy via pressureless transient liquid phase sintering based on a composition-splitting strategy

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  49. High temperature cyclic corrosion of TBC coated single crystal CMSX-4 using novel beam switching EBPVD technology in CMAS and salt mixture

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  50. Enhanced Hot Forgability of Superalloy Ingot via Hot Oscillatory Pressing

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