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Ruihao Yuan

Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing

SCHOLARLY PAPERS

10

DOWNLOADS

782

TOTAL CITATIONS

2

Scholarly Papers (10)

1.

Machine Learning-Enabled Design of Ferroelectrics with Multiple Properties via a Landau Model

Number of pages: 9 Posted: 14 Jun 2024
Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Xi'an Jiaotong University (XJTU) - State Key Laboratory for Mechanical Behavior of Materials, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Nanjing University of Science and Technology, AiMaterials Research, LLC and Xi'an Jiaotong University (XJTU) - State Key Laboratory for Mechanical Behavior of Materials
Downloads 156 (477,517)

Abstract:

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machine learning, Landau model, Ferroelectrics, Multiple-properties

2.

Optimizing Electrocaloric Effect in Barium Titanate-Based Room Temperature Ferroelectrics: Combining Landau Theory, Machine Learning and Synthesis

Number of pages: 14 Posted: 05 Jan 2022
Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Technical University of Darmstadt, Xi'an Jiaotong University (XJTU), University of Science and Technology Beijing, University of Science and Technology Beijing, University of Science and Technology Beijing - Beijing Advanced Innovation Center for Materials Genome Engineering, Xi'an Jiaotong University (XJTU) - State Key Laboratory for Mechanical Behavior of Materials, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Xi'an Jiaotong University (XJTU) - State Key Laboratory for Mechanical Behavior of Materials and AiMaterials Research, LLC
Downloads 138 (530,816)
Citation 2

Abstract:

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machine learning, Landau Theory, Experimental design, Electrocaloric effect

Active Learning-Assisted Design of Tini-Based Shape Memory Alloys with Improved Thermal Storage Performance

Number of pages: 17 Posted: 02 Jul 2024
Xi'an University of Technology - School of Materials Science and Engineering, Xi'an University of Technology - School of Materials Science and Engineering, affiliation not provided to SSRN, affiliation not provided to SSRN and Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing
Downloads 42 (1,183,247)

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Machine learning, Active learning, Shape memory alloys, Thermal storage

Active Learning-Assisted Design of Tini-Based Shape Memory Alloys with Improved Thermal Storage Performance

Number of pages: 17 Posted: 10 Jul 2024
Xi'an University of Technology - School of Materials Science and Engineering, affiliation not provided to SSRN, affiliation not provided to SSRN, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, affiliation not provided to SSRN and Xi'an University of Technology - School of Materials Science and Engineering
Downloads 41 (1,196,631)

Abstract:

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Machine learning, Active learning, Shape memory alloys, Thermal storage

4.

Creep Rupture Lifetime Predictions for Ni-Based Single Crystal Superalloys Using Automated Machine Learning

Number of pages: 6 Posted: 08 Sep 2022
Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing and AiMaterials Research, LLC
Downloads 79 (809,932)

Abstract:

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Machine learning, Integrated model, Creep rupture life, superalloy

5.

Creep Rupture Life Predictions for Ni-Based Single Crystal Superalloys with an Enhanced Automated Machine Learning Algorithm

Number of pages: 7 Posted: 22 Mar 2023
Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing and AiMaterials Research, LLC
Downloads 73 (852,604)

Abstract:

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Machine learning, Integrated model, Creep rupture life, superalloy

6.

Versatile descriptors for automatic titanium alloys design by learning from texts

Number of pages: 12 Posted: 28 Mar 2025
Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, affiliation not provided to SSRN, Northwestern Polytechnical University, China, Northwestern Polytechnic University (NPU), Academy of Military Sciences - Defense Innovation Institute, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, AiMaterials Research, LLC and Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing
Downloads 72 (860,052)

Abstract:

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Large language model, Natural language processing, Discriptors, Titanium alloy

7.

Multi-objective optimization for shape memory alloys with large recoverable strain and low hysteresis

Number of pages: 20 Posted: 07 Nov 2023
Deqing Xue, Bueryi Shen, G.J. Zhang and Ruihao Yuan
Xi'an University of Technology - School of Materials Science and Engineering, affiliation not provided to SSRN, Xi'an University of Technology - School of Materials Science and Engineering and Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing
Downloads 70 (875,328)

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Shape memory alloy, Machine learning, Multi-objective optimization, Recoverable Strain, Hysteresis

8.

Machine Learning-Augmented Oxidation Kinetics Model to Predict High-Temperature Steam Corrosion Behavior of Zirconium Alloys

Number of pages: 8 Posted: 13 Sep 2023
Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing and Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing
Downloads 57 (1,000,027)

Abstract:

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machine learning, Oxidation kinetics, Zirconium alloy, High-temperature steam corrosion

9.

Machine Learning-Aided Design of Lace(Femnsi)13h-Type Magnetocaloric Materials for Room-Temperature Applications

Number of pages: 37 Posted: 22 May 2024
affiliation not provided to SSRN, Northwestern Polytechnic University (NPU), Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing
Downloads 34 (1,277,121)

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machine learning, Magnetocaloric effect, La-Fe-Si alloy, Microstructure and phase transition

Opening the Black Box: An Explainable, Few-shot AI4E Framework for Safety-critical Materials Engineering

Number of pages: 23 Posted: 25 Feb 2026
affiliation not provided to SSRN, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Huazhong University of Science and Technology - State Key Laboratory of Materials Processing and Die and Mould Technology, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 14 (1,570,077)

Abstract:

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Interpretable AI, Machine Learning, Symbolic Regression, Superalloy, Aircraft engine castings

Opening the Black Box: An Explainable, Few-shot AI4E Framework for Safety-critical Materials Engineering

Number of pages: 23 Posted: 14 Feb 2026
affiliation not provided to SSRN, Northwestern Polytechnic University (NPU) - State Key Laboratory of Solidification Processing, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Huazhong University of Science and Technology - State Key Laboratory of Materials Processing and Die and Mould Technology, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 6 (1,635,165)

Abstract:

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AI4E, Interpretable AI, Machine Learning, Symbolic Regression, Superalloy, Aircraft engine castings