研究方向

关键词:高性能铝合金(极端工况、超细化、高强韧、高导电)机器学习;新能源;医工交叉

 

方向一:数据驱动指导下的多尺度功能基元轻质合金研发(基础研究)

      传统的材料设计主要依赖于实验和传统的计算方法,这种方法耗费较大的人力财力,且效率较低。近年来理论计算与机器学习辅助材料设计在各个领域得到了广泛的应用并表现优异。为了提高预测的准确性,我们采用贝叶斯优化技术对代理模型的超参数进行优化。基于关键实验数据与机器学习方法,通过模型的潜空间分布,分析不同组分结构的合金材料性能分布规律。这一研究不仅实现了高性能合金的快速设计,而且充分展示了机器学习在材料科学领域的巨大应用潜力。鉴于此,本方向拟构建基于主动学习框架的机器学习模型,优化合金材料多尺度下的“功能基元-序构-性能”设计思路,通过高通量磁控溅射与增材制造,制备出在强韧化、能源催化、生物医用等方面具有优异性能的新一代轻质合金材料。

[Science, 2025]、[Chem. Rev., 2024, 124(3), 1247-1287]、[Sci. Adv., 2022, 8(44): eadd6421]

[Acta Mater., 2020, 196: 313-324]、[Acta Mater., 2019, 165: 615-625]

 

方向二:基于晶种技术的极端工况下高性能铝合金开发(应用技术)

       高性能铝合金是支撑轻量化发展的关键基础材料,然而铝合金的凝固组织调控难、强-塑匹配性差、高低温与腐蚀等极端工况下力学性能不足等缺点成为制约其在航天航空等领域发展的“堵点”问题。本团队自主研制的Al-TCB微纳晶种合金细化剂在改善铝合金性能方面取得显著成果:利用微纳晶种技术突破了Si/Zr致细化中毒难题,并利用Al-TCB实现了α-Al晶粒超细化。基于此,本方向利用微纳晶种技术,通过增材制造、液固反应等手段,最终制备出大块体、低成本、可量产、性能稳耐热(400℃抗拉强度≥210MPa,延伸率≥4%)、高强韧(抗拉强度≥870MPa,屈服强度≥820MPa,延伸率8%)高导电(抗拉强度≥180MPa;电导率≥62%IACS)等系列铝合金材料。本方向不仅为设计和制备高性能铝合金提供全新思路,也为高端铝材的工业化生产提供关键途径。

[Acta Mater., 2023, 249: 118812]、[Compos. Part. B Eng., 2024, 268:111056]

[Adv. Sci., 2023, 2207208]、[JMST, 2024, 189(1), 44-59]、[Mater. Res. Lett., 2025: 1-9]、[JMST, 2025, 204: 190-203]

论文发表

ORCID ID:0000-0001-6606-3686

ResearchGate:https://www.researchgate.net/profile/Sida-Liu-9 

Google Scholar:https://scholar.google.com/citations?user=zvtoFuMAAAAJ&hl=zh-CN

 

一、代表作概况(一作/通讯)

Science (1)、Chemical Reviews (1)

Science Advances (1)、Acta Materialia (3)、Composities Part B: Engineering (1)

Materials Research Letters (1)Advanced Science (1)、Journal of Materials Science & Technology (2) 

 

二、文章清单(课组成员:加粗下划线

2025

53. Yongqiang Yan#, Wenhao Cha#, Sida Liu*, Yan Ma, Junhua Luan, Ziyuan Rao, Chang Liu*, Zhiwei Shan, Jian Lv*, Ge Wu*. Ductilization of 2.6-GPa alloys via short-range ordered interfaces and supra-nano precipitates. Science, 2025.

52. Wenhao Cha#, Gan Li#, Xi He, Jie Li, Daoxiu Li, Xiangfa Liu*, Qiang Zhu*, Sida Liu*. Uniting high strength with large ductility in an additively manufactured fine-grained aluminum alloy. Materials Research Letters, 2025: 1-9. (材料TOP)

51. Yong Fan, Jinfeng Nie*, Zhigang Ding, Yujing Zhang, Xiang Chen, Wei Liu, Sen Yang, Sida Liu*, Xiangfa Liu, Yonghao Zhao*. A facile high-efficiency preparation strategy for Al-containing multi-component boride microcrystals with superior comprehensive performance. Journal of Materials Science & Technology, 2025, 204: 190-203(材料TOP)

50. Shenghui Xie, Dan Yang, Zhuo Li, Xinyu Ma, Haowei Wang, Sida Liu, Yilun Liu, Shengying Yue*. The evolution of electrical, optical, and mechanical properties of CsPbBr3 perovskites during continuous phase transitions. Chemical Engineering Journal, 2025: 159524. 

2024

49. Jialun Gu#, Fenghui Duan#, Sida Liu#, Wenhao Cha, Jian Lv*. Phase engineering of nanostructural metallic materials: Classification, structures, and applications. Chemical Reviews, 2024, 124(3): 1247-1287. (综述顶刊)

48. Xinda Sun, Yong Fan, Jinfeng Nie*, Yuyao Chen, Kewei Xie, Sida Liu*, Yonghao Zhao*, Xiangfa Liu. Significant improvement of the room and cryogenic mechanical properties of an AlN particle reinforced Al matrix composite by alloying element magnesium. Composities Part B: Engineering, 2024, 268: 111056. (复材顶刊)

47. Ziyuan Zhao, Daoxiu Li, Xirui Yan, Yan Chen, Zhe Jia, Dongqing Zhang, Mengxia Han, Xu Wang, Guiliang Liu, Xiangfa Liu*Sida Liu*. Insights into the dual effects of Ti on the grain refinement and mechanical properties of hypoeutectic Al–Si alloys. Journal of Materials Science & Technology, 2024, 189: 44-59. (封面文章)

46. Ge Wu*, Chang Liu, Yong-Qiang Yan, Sida Liu, Xinyu Ma, Shengying Yue, Zhiwei Shan*. Elemental partitioning-mediated crystalline-to-amorphous phase transformation under quasi-static deformation. Nature Communications, 2024, 15: 1223. (Nature子刊)

45. Gan Li, Chunlu Zhao, Yuhe Huang*, Qiyang Tan, Junhua Hou, Xi He, Chuan Guo, Wenjun Lu, Lin Zhou, Sida Liu, Lei Zhang, Xuliang Chen, Xinggang Li, Ying Li, Junhua Luan, Zhenmin Li, Xinping Mao, Ming-Xing Zhang*, Qiang Zhu*, Jian Lu*. Additively manufactured fine-grained ultrahigh-strength bulk aluminum alloys with nanostructured strengthening defects. Materials Today, 2024, 76: 40-51. (材料顶刊)

44. Yiyuan Yang, Zhe Jia*, Qianqian Wang, Yujing Liu, Ligang Sun*, Bo Sun, Juan Kuang, Shoujun Dai, Jianguo He, Sida Liu, Lunbo Duan, Hongjian Tang, Laichang Zhang, Jamie J. Kruzic, Jian Lv, Baolong Shen*. Vacancy induced microstrain in high-entropy alloy film for sustainable hydrogen production under universal pH conditions. Energy & Environmental Science, 2024, 17: 5854-5865. (能源顶刊)

43. Lei Wang, Xuyan Zhou, Zihan Luo, Sida Liu, Shengying Yue, Yan Chen*, Yilun Liu*. Review of External Field Effects on Electrocatalysis: Machine Learning Guided Design. Advanced Functional Materials, 2024: 2408870. (材料TOP)

42. Guo Liu, Xinya Lu, Xiaofeng Zhang, Yan Zhao, Shenghui Yi, Jingjun Xu, Yuqi Zhan, Jianan Yin, Chengcheng Feng, Zhifeng Zhou, Peiyu Wang, Zhou Chen, Yunhu He, Siyao Chen, Pengchao Liu, Jun Zuo, Yu Dai, Jian Wu, Sida Liu, Jian Lv*3D/4D additive–subtractive manufacturing of heterogeneous ceramics. Journal of Materials Science & Technology, 2024, 201: 210-221.

41. Xinyu Ma, Zhuo Li, Shenghui Xie, Haowei Wang, Sida Liu, Yilun Liu, Shengying Yue*. Strain effect of phonon and electron in 1D crystals HfS3 and ZrS3. Applied Physics Letters, 2024, 125(24).

2023

40. Daoxiu Li, Xirui Yan, Yong Fan, Guiliang Liu, Jinfeng Nie*, Xiangfa Liu*, Sida Liu*. An anti Si/Zr-poisoning strategy of Al grain refinement by the evolving effect of doped complex, Acta Materialia, 2023, 249: 118812. (金属顶刊)

39. Kewei Xie, Jinfeng Nie*, Chang Liu, Wenhao Cha, Ge Wu*, Xiangfa Liu*, Sida Liu*. A Novel Al–Cu Composite with Ultra-High Strength at 350 °C via Dual-Phase Particle Reinforced Submicron-Structure, Advanced Science, 2023, 10: 2207208. (材料TOP)

38. Daoxiu Li, Kai Zhao, Guiliang Liu, Mengxia Han, Sida Liu*, Xiangfa Liu*. Revealing the correlation of microstructure configuration and mechanical properties of Al–Si–Mg alloy reinforced by C-doped TiB2 and SiC, Materials & Design, 2023, 226: 111694.

37. Dongqing Zhang, Daoxiu Li, Lei Ren, Kai Zhao, Ziyuan Zhao, Xirui Yan, Guiliang Liu, Wenhao Cha, Sida Liu*, Xiangfa Liu*. A new synergy to overcome the strength-ductility trade-off dilemma in Al– Si–Cu alloy by micro-nano-particle complex clusters, Materials & Design, 2023, 230: 111973.

36. Lei Ren, Kai Zhao, Tong Gao, Guiliang Liu, Qianqian Sun, Sida Liu*, Xiangfa Liu*, Constitutive equation and microstructural evolution of one distinctive Al-based hybrid composite reinforced by nano-AlN and micro-TiC particles during hot compression, Materials Science and Engineering A, 2023, 888:145830.

35. Jie Li, Kai Zhao, Lei Ren, Kewei Xie, Daoxiu Li, Sida Liu*, Xiangfa Liu*. Microstructure evolution, mechanical properties, and strengthening mechanisms of heat-resistant Al-based composite reinforced by a combination of AlN and TiN particles, Journal of Materials Research and Technology, 2023, 24: 5628-5641.

34. Daoxiu Li, Kai Zhao, Mengxia Han, Guiliang Liu, Qianqian Sun, Sida Liu*, Xiangfa Liu*. Optimizing microstructure and enhancing mechanical properties of Al–Si–Mg–Mn–based alloy by novel C-doped TiB2 particles, Journal of Materials Research and Technology, 2023, 26: 9450-9466.

33. Xuyan Zhou, Zeyu Jin, Jingzi Zhang, Kailong Hu, Sida Liu*, Hua-Jun Qiu*, and Xi Lin*. Curvature effects on the bifunctional oxygen catalytic performance of single atom metal–N–C, Nanoscale, 2023,15(5): 2276-2284.

32. Lei Ren, Kai Zhao, Tong Gao, Guiliang Liu, Qianqian Sun, Xiangfa Liu*, Sida Liu*. A new measure to enhance the heat-resistant (4TiC + 5AlN)/Al composite by multi-scale Fe/Mn enrichment effect, Journal of Alloys and Compounds, 2023, 952: 170019.

31. Ge Wu, Sida Liu, Qing Wang, Jing Rao, Wenzhen Xia, Yongqaing Yan, Jürgen Eckert, Chang Liu*, En Ma, Zhiwei Shan. Substantially enhanced homogeneous plastic flow in hierarchically nanodomained amorphous alloys, Nature Communications, 2023, 14: 3670.

30. Jinfeng Nie*, Yuyao Chen, Lei Song, Yong Fan, Yang Cao*, Kewei Xie, Sida Liu, Xiangfa Liu, Yonghao Zhao*, Yuntian Zhu*. Enhancing strength and ductility of Al-matrix composite via a dual-heterostructure strategy. International Journal of Plasticity, 2023, 171: 103825. (力学TOP)

29. Guangmin Hu, Yanfeng Han*, Sida Liu, Biao Yu, Wenqi Tang, Dong Li, Hui Xing, Xiangfa Liu, Jiao Zhang, Baode Sun. In-Situ Crystalline Cr3C2 and Amorphous SiO2 Dual-Particles Reinforced NiCr-Based Composites, Materials & Design, 2023, 230: 111997.

2022

28. Sida Liu#, Hongkun Li#, Jing Zhong, Kai Xu, Ge Wu*, Chang Liu, Binbin Zhou, Yang Yan, Lanxi Li, Wenhao Cha, Keke Chang, Yangyang Li*, and Jian Lv*. A crystal glass–nanostructured Al-based electrocatalyst for hydrogen evolution reaction, Science Advances, 2022, 8(44): eadd6421.(Science子刊)

27. Dongqing Zhang, Kai Zhao, Daoxiu Li, Lei Ren, Guiliang Liu, Sida Liu*, Xiangfa Liu*. Microstructure evolution and enhanced mechanical properties in Al-Mn alloy reinforced by B-doped TiC particles, Materials & Design, 2022, 221: 110906.

26. Didi Liu, Shuran Li, Yezeng He*, Chao Liu, Qinglong Li, Yanwei Sui, Jiqiu Qi, Ping Zhang, Changjiu Chen, Zheng Chen*, Sida Liu*. Co (OH) F@ CoP/CC core-shell nanoarrays for high-performance supercapacitors, Journal of Energy Storage, 2022, 55: 105417.

25. Ziyuan Zhao, Daoxiu Li, Dongqing Zhang, Guiliang Liu, Sida Liu*, Xiangfa Liu*. Enhancement of the strength-ductility synergy of Al-Si-Mg alloys via C-doped TiB2 particles, Materials Letters, 2022, 920: 165985.

24. Sha Li, Jian Lv, Kai Xu, Ming Lou, Xiaofei Hu, Xiangpeng Xiao, Sida Liu, Keke Chang*. Manipulation of the spinodal decomposition behavior in a multicomponent system, Scripta Materialia2022, 219: 114893. (材料TOP)

23. Junqing Han, Yuying Wu*, Kai Zhao, Sida Liu, Tong Gao, Xiangfa Liu. Effect of boron on aging strengthened phase and properties of Cu-Cr-Zr alloy, Journal of Materials Research and Technology, 2022, 19: 532-541.

22. Fujin Li, Lin Bo, Ruipeng Zhang, Sida Liu, Junliang Zhu, Min Zuo, and Degang Zhao*. Enhanced Thermoelectric Properties of Te Doped Polycrystalline Sn0.94Pb0.01Se, Nanomaterials, 2022, 12(9): 1575.

21. Tong Gao, Lingyu Liu, Guiliang Liu, Sida Liu, Chunxiao Li, Mengyu Li, Kai Zhao, Mengxia Han, Yuying Wu, Xiangfa Liu*. In–situ synthesis of an Al–based composite reinforced with nanometric γ–Al2O3 and submicron AlB2 particles, Journal of Alloys and Compounds, 2022, 920: 165985.

20. Lin Bo, Lei Wang, Yangbo Hou, Fujin Li, Sida Liu, Ruipeng Zhang, Min Zuo & Degang Zhao*. Grain Size Dependence of the Thermoelectric Performance in Cu2.98Co0.02SbSe4, Journal of Electronic Materials, 2022, 51: 4846–4854.

19. Xinda Sun, Xiaojie Hao, Jinfeng Nie*, Yong Fan, Yuyao Chen, Sida Liu, Xiangfa Liu, Yonghao Zhao*. Microstructure and enhanced cryogenic tensile property of a heterostructured Al–AlN/Al–Mg composite fabricated by accumulative roll bonding (ARB), Journal of Materials Research and Technology, 2022, 21: 532-545.

18. Xiaoyu Zhou#, Congrui Liu#, Yijun Hana, Can Li, Sida Liu, Xiaoyan Li*, Guoqing Zhao* and Yanyan Jiang*. An antibacterial chitosan-based hydrogel as a potential degradable bio-scaffold for alveolar ridge preservation, RSC Advances, 2022, 12(50): 32219-32229.

Before 2022

17. Sida Liu, Keke Chang*, Denis Music, Xiang Chen, Stanislav Mráz, Dimitri Bogdanovski, Marcus Hans, Daniel Primetzhofer, Jochen M. Schneider. Stress-dependent prediction of metastable phase formation for magnetron-sputtered V1xAlxN and Ti1xAlxN thin films, Acta Materialia, 2020, 196: 313-324.

16. Sida Liu, Keke Chang*, Stanislav Mráz, Xiang Chen, Marcus Hans, Denis Music, Daniel Primetzhofer, Jochen M. Schneider. Modeling of metastable phase formation for sputtered Ti1-xAlxN thin films, Acta Materialia, 2019, 165: 615-625.

15. Sida Liu, Hui Li*, Yezeng He, Xiongying Li, Yunfang Li, Xin Wang. Pathway into the silicon nucleation on silicene substrate at nanoscale, Materials & Design, 2015, 85: 60-66. 

14. Sida Liu, Xuyan Zhou, Weikang Wu, Xiangzhen Zhu, Yunrui Duan, Hui Li*, Xin Wang*. Molecular dynamics study on the nucleation of Al–Si melts on sheet substrates at the nanoscale, Nanoscale, 2016, 8: 4520-4528. (封面文章)

13. Sida Liu. Modeling of metastable phase formation for sputtered Ti1xAlxN and V1xAlxN thin films, Fachgruppe für Materialwissenschaft und Werkstofftechnik, RWTH-2020-09907, 2020.

12. 刘思达,张黎黎,于秉坤,吕科言,邵亚莉,刘桂亮. Effect of refining treatment on TiB2 particles in Al-Si-Mg alloy melt, 特种铸造及有色合金2012, 32(7): 660-663.

11. 刘思达,张黎黎,于秉坤,李昱琪,李鹏廷. 低压铸造轮毂 A356 材料伸长率的季节敏感性研究,第八届中国国际压铸会议论文集, 中国武汉,2011.07.16-19.

10. Ge Wu, Chang Liu, Andrea Brognara, Matteo Ghidelli*, Yan Bao, Sida Liu, Xiaoxiang Wu, Wenzhen Xia, Huan Zhao, Jing Rao, Dirk Ponge, Vivek Devulapalli, Wenjun Lu*, Gerhard Dehm, Dierk Raabe*, and Zhiming Li*. Symbiotic crystal-glass alloys via dynamic chemical partitioning, Materials Today, 2021, 51: 6-14.

09. Xuyan Zhou, Yunrui Duan, Long Wang, Sida Liu, Tao Li, Yifan Li, Hui Li*. Layering of confined water between two graphene sheets and its liquid–liquid transition, Chinese Physics B, 2017, 26(10): 106401.

08. Yunrui Duan, Tao Li, Weikang Wu, Jie Li, Xuyan Zhou, Sida Liu, Hui Li*. Spatial heterogeneity in liquid–liquid phase transition, Chinese Physics B, 2017, 26(3): 036401.

07. Weikang Wu, Leining Zhang, Sida Liu, Hongru Ren, Xuyan Zhou, Hui Li*. Liquid–liquid phase transition in nanoconfined silicon carbide, Journal of the American Chemical Society, 2016, 138: 2815-2822.(化学顶刊)

06. Xuyan Zhou, Sida Liu, Long Wang, Yifan Li, Hui Li*. Heterogeneous nucleation of Al melt in symmetrical or asymmetrical confined nanoslits,  Nanoscale, 2016, 8: 12339-12346.

05. Zhongju Zhang, Jing Shi, Xiaoyang Wang, Sida Liu, Xin Wang*. Vibrational and luminescent properties of LaPO4: Eu3+ with different preparation conditions, Journal of Rare Earths, 2016, 34.11: 1103-1110.

04. Guifang Liu, Zidong Zhang*, Feng Dang*, Chuan-bing Cheng, Chuanxin Hou, Sida Liu. Formation and characterization of magnetic barium ferrite hollow fibers with low coercivity via co-electrospun, Journal of Magtism and Magnetic Materials, 2016, 412: 55-62.

03. Enzhao Wang, Sida Liu, Jinfeng Nie, Tong Gao, Tao Wang, Xiangfa Liu*. A New Kind of Al-5Ti-0.3 C Master Alloy and Its Refining Performance on 6063 Alloy, Light Metals, Wiley Blackwell, 2015, 961-964.

02. Pengting Li, Sida Liu, Lili Zhang, Xiangfa Liu*. Grain refinement of A356 alloy by Al–Ti–B–C master alloy and its effect on mechanical properties, Materials & Design, 2013, 47:522-528. 

01. 张黎黎,李鹏廷,刘思达,聂金凤,刘相法. Grain Refinement Performance of Al-3Ti-1B-0.2C Master Alloy on A356 Alloy, 特种铸造及有色合金,2011, 31(6): 576-579.

专利授权

04. 刘思达, 聂金凤刘桂亮, 韩梦霞刘相法. “双球形颗粒增强的Al-Mg系合金及其制造方法

 发明专利, 专利号: ZL-2023-1-0896438.1, 授权公告日: 2024.01.30.

03. 刘桂亮孙谦谦韩梦霞, 刘思达聂金凤刘相法."TSBC-Al晶种合金、其制备方法和Al-Si系合金"

 发明专利, 专利号: ZL-2023-1-0850526.8, 授权公告日: 2024.01.16

02. 韩梦霞刘思达刘桂亮. "Ti-Al系梯度复合材料及其制备方法"

 发明专利, 专利号: ZL-2022-1-0570508.X, 授权公告日: 2022.12.13

01. 刘相法李道秀韩梦霞, 刘思达孙谦谦刘桂亮. "Al-Si系合金及其制备方法"

 发明专利, 专利号: ZL-2022-1-0397222.6, 授权公告日: 2022.09.20