Materials genome engineering and intelligent science: The endless frontier in AI+ era
Received date: 2025-05-08
Online published: 2025-07-03
Copyright
Yi Wang William , Gaonan LI , Zhe LIU , Xingyu GAO , Hongqiang WANG , Haifeng SONG , Mingli YANG , Yanjing SU , Margulan Ibraimov , Jinshan LI . Materials genome engineering and intelligent science: The endless frontier in AI+ era[J]. Science & Technology Review, 2025 , 43(12) : 93 -109 . DOI: 10.3981/j.issn.1000-7857.2025.05.00039
1 |
干勇. 加快科技创新, 开启新材料强国建设新篇章[J]. 前瞻科技, 2025, 4 (1): 4- 5.
|
2 |
宿彦京, 付华栋, 白洋, 等. 中国材料基因工程研究进展[J]. 金属学报, 2020, 56 (10): 1313- 1323.
|
3 |
Ward C H. Materials genome initiative for global competitiveness[EB/OL]. [2025−06−09]. https://www.mgi.gov/sites/mgi/files/materials_genome_initiative-final.pdf.
|
4 |
Materials Genome Initiative. Initiative, materials genome initiative strategic plan[EB/OL]. [2025−06−09]. https://www.federalregister.gov/documents/2014/06/20/2014-14392/materials-genome-initiative-strategic-plan.
|
5 |
|
6 |
National Science and Technology Council. Materials genome initiative strategic plan[EB/OL]. [2025−06−09]. https://www.mgi.gov/sites/mgi/files/MGI-2021-Strategic-Plan.pdf.
|
7 |
|
8 |
European Union. Materials 2030 roadmap[EB/OL]. [2025−06−09]. https://www.ami2030.eu/roadmap/.
|
9 |
United State Department of Defense. National Defense Science & Technology Strategy 2023[EB/OL]. [2025−06−09]. https://media.defense.gov/2023/May/09/2003218877/-1/-1/0/NDSTS-FINAL-WEB-VERSION.PDF.
|
10 |
中华人民共和国中央人民政府. 国务院关于印发《中国制造2025》的通知[EB/OL]. [2025−06−09]. https://www.gov.cn/zhengce/content/2015-05/19/content_9784.htm.
|
11 |
|
12 |
US National Science Foundation. NSF invests $162 million in research centers to accelerate materials science from lab to factor[EB/OL]. (2023−06−26) [2025−06−09]. https://www.nsf.gov/news/nsf-invests-162-million-research-centers.
|
13 |
European Commission. The EU framework programme for research and innovation[EB/OL]. [2025−06−09]. https://www.europarl.europa.eu/thinktank/en/document/EPRS_IDA(2017)608697.
|
14 |
Panchanathan S, Prabhakar A. Strengthening and Democratizing the U. S. Artificial Intelligence Innovation EcosystemAn implementation plan for a national artificial intelligence research resource[EB/OL]. [2025-06-09]. https://nsf-govresources.nsf.gov/2023-10/NAIRR-TF-Final-Report-2023.pdf?VersionId=2RqgASgtGLzEI6QKsMIL.MWITnjgrmh_.
|
15 |
National Science and Technology Council. Framework for considering data infrastructure and interconnectivity[EB/ OL]. [2025−06−09]. https://bidenwhitehouse.archives.gov/wp-content/uploads/2024/12/NSTC-Framework-For-Considering-Data-Infrastructure-and-Interconnectivity.pdf.
|
16 |
|
17 |
|
18 |
|
19 |
|
20 |
International Science Council. Preparing national research ecosystems for AI: strategies and progress[EB/OL]. [2025−06−09]. https://council.science/publications/ai-science-systems/.
|
21 |
温李阳, 姚明佳, 陈忻. 智能驱动的材料研发态势及对策建议[J]. 前瞻科技, 2025, 4 (1): 16- 27.
|
22 |
European Commission. AI Continent Action Plan[EB/OL]. [2025-06-09]. https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52025DC0165.
|
23 |
Hawley J. Decoupling America's Artificial Intelligence Capabilities from China Act 2025[Z]. 2025.
|
24 |
中华人民共和国中央人民政府. 国务院关于印发新一代人工智能发展规划的通知[EB/OL]. (2017-07-08)[2025-06-09]. https://www.gov.cn/zhengce/content/2017-07/20/content_5211996.htm.
|
25 |
汪洪, 向勇, 项晓东, 等. 材料基因组: 材料研发新模式[J]. 科技导报, 2015, 33 (10): 13- 19.
|
26 |
项晓东, 汪洪, 向勇, 等. 组合材料芯片技术在新材料研发中的应用[J]. 科技导报, 2015, 33 (10): 64- 78.
|
27 |
|
28 |
宿彦京, 杨明理, 祝伟丽, 等. 新材料研发智能化技术发展研究[J]. 中国工程科学, 2023, 25 (3): 161- 169.
|
29 |
谢建新, 宿彦京, 薛德祯, 等. 机器学习在材料研发中的应用[J]. 金属学报, 2021, 57 (11): 1343- 1361.
|
30 |
|
31 |
|
32 |
廖名情, 王毅, 王义, 等. 叠熵理论: 从材料基因到材料性能[J]. 金属学报, 2024, 60 (10): 1379- 1387.
|
33 |
Jones N. OpenAI's 'deep research' tool: Is it useful for scientists?[J/OL]. Nature, 2025. [2025−06−09]. https://www.nature.com/articles/d41586-025-00377-9.
|
34 |
|
35 |
|
36 |
|
37 |
|
38 |
|
39 |
Tang Y, Xu W, Cao J, et al. MatterChat: A multi−modal llm for material science[J/OL]. [2025−06−09]. https://doi.org/10.48550/arXiv.2502.13107.
|
40 |
Xia Y, Jin P, Xie S, et al. Nature language model: Deciphering the language of nature for scientific discovery[J/OL]. [2025−06−09]. https://doi.org/10.48550/arXiv.2502.07527.
|
41 |
Ma Y B, Gou Z B, Hao J H, et al. SciAgent: Tool−augmented language models for scientific reasoning[C]//Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing. Stroudsburg, 2024: 15701– 15736.
|
42 |
McKinsey Digital. McKinsey technology trends outlook 2023[EB/OL]. [2025−06−09]. https://www.mckinsey.com/capabilities/mckinsey-digital/our-insights/the-top-trends-intech-2023.
|
43 |
|
44 |
|
45 |
王海舟, 汪洪, 丁洪, 等. 材料的高通量制备与表征技术[J]. 科技导报, 2015, 33 (10): 31- 49.
|
46 |
Dassault Systems. 由人工智能驱动的创成式体验——在基于知识的工程中成功应用人工智能(AI)[EB/OL]. [2025−06−09]. https://www.3ds.com/zh-hans/products/catia/ai-driven-generative-experiences.
|
47 |
上海市经济和信息化委员会. 《新材料中试平台建设指南(2024—2027年)》地方解读系列文章之二: 加快构建中试服务平台 畅通新材料研发与产业化链接通道[EB/OL]. (2024−10−12) [2025−06−09]. https://wap.miit.gov.cn/jgsj/ycls/gzdt/art/2024/art_090e89cfda174410bd3491c4c8ae8a9e.html.
|
48 |
唐广波. 《新材料中试平台建设指南(2024—2027年)》专家解读系列文章之四: 建设新材料中试平台 助力科技成果向现实生产力转化[EB/OL]. (2024−10−14)[2025−06−09]. https://www.miit.gov.cn/jgsj/ycls/gzdt/art/2024/art_def9711ee71a407ca690daff8338c398.html.
|
49 |
谢建新. 《新材料大数据中心总体建设方案》专家解读系列文章之一: 构建材料数据资源体系 加快推进材料科技和产业数字化和智能化升级促进高质量发展[EB/OL]. (2024−10−30) [2025−06−09]. https://www.miit.gov.cn/jgsj/ycls/gzdt/art/2024/art_1ab343166c144cd4a0c03ca12f548ec4.html.
|
50 |
中国电子技术标准化研究院. 面向智能制造的工业大模型标准化研究报告[Z]. 2025.
|
51 |
工业互联网产业联盟. 工业数字孪生白皮书[Z]. 2021.
|
52 |
国家统计局. 第五次全国经济普查公报(第六号)——部分新兴产业发展情况[EB/OL]. (2024−12−26)[2025−06−09]. https://www.stats.gov.cn/sj/zxfb/202412/t20241226_1957891.html.
|
53 |
赵鸿滨, 周旗钢, 李志辉, 等. 面向新兴产业和未来产业的新材料发展战略研究[J]. 中国工程科学, 2024, 26 (1): 23- 34.
|
54 |
汪洪, 项晓东, 张澜庭. 数据+人工智能是材料基因工程的核心[J]. 科技导报, 2018, 36 (14): 15- 21.
|
55 |
干勇. 《新材料中试平台建设指南(2024—2027年》专家解读系列文章之一: 统筹新材料中试平台建设 加快形成新质生产力[EB/OL]. (2024−10−11) [2025−06−09]. https://wap.miit.gov.cn/jgsj/ycls/gzdt/art/2024/art_699393ad1dd745c7831b5d72bb0fcb02.html.
|
56 |
中华人民共和国工业和信息化部. 《新材料中试平台建设指南(2024—2027年)》解读[EB/OL]. (2024−10−11)[2025−06−09]. https://www.miit.gov.cn/jgsj/ycls/gzdt/art/2024/art_b08d1dbd18a64f57b20a7db3da4bbede.html.
|
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|
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