一、 AI4Science：面向光电成像和探测领域
针对电磁信息功能器件的智能化、小型化和多功能性的需求，结合学科特色（人工智能+信息），开展具有潜在商业应用价值的新技术研究，现有课题子方向包括：
1.1 基于机器学习的光电探测器件的自动化设计，主要聚焦在电磁波空间偏振态的高精度定制与、全Stokes相机；
1.2 基于新型电磁功能器件的多源信息融合与环境智能感知。
二、 水声通信、水下装备设计
结合学科特色（计算机+通信），面向国家重大需求开展科学研究，现有课题子方向包括：
2.1 基于机器学习的装备多物理场仿真和装备自动化设计；
2.2 声涡旋水声通讯技术：信息编码、信道建模、信息解码算法（含深度学习方案）。
2.3 水声智能超构表面：海空跨域无线通信、水下通信组网。
三、机器视觉
基于新型传感器（以视觉传感器为主）和多源信息融合算法的目标智能识别。
2024年
[1] Bingyi Liu*, Shanshan Liu, Liulin Li, Chuanxing Bi, Kai Guo, Yong Li*, Zhongyi Guo*. Continuous-wave amplitude control via the interference phenomenon in acoustic structures. Physical Review Applied 22 (4), 044005 (2024). IF: 4.3, 中科院 2区 顶刊, JCR 1区
[2] Liulin Li, Bingyi Liu*, Zhongyi Guo*. Robust orbital-angular-momentum-based underwater acoustic communication with dynamic modal decomposition method. The Journal of the Acoustical Society of America 155, 3195–3205 (2024). IF: 2.4, 中科院 2区, JCR 2区, CCF B类
[3] Dekui Li, Bingyi Liu, Kai Guo, Irene Estevez, Angel Lizana, Juan Campos, Zhongyi Guo*. Polarizance-Reflection-Transformation representation space for sensing and distinguishing pure systems. IEEE Sensors Journal 24(9): 14763-14769 (2024). IF: 4.3, 中科院 2区, JCR 1区
[4] Kai Guo*, Duo Yang, Bingyi Liu, Zhongyi Guo*. Random broadband filters based on combination of metasurface and multilayer thin films for hyperspectral imaging. Journal of Physics D: Applied Physics 57 (31), 315103 (2024).
[5] Kai Guo*, Huiyuan Wang, Jiawei Xiong, Jintao Wu, Bingyi Liu, Zhongyi Guo*. Shape unrestricted topological corner state based on Kekulé modulation and enhanced nonlinear harmonic generation. Nanophotonics 13(18): 3485–3494 (2024). IF: 7.4, 中科院 2区, JCR 1区
[6] Duoshuang Ma, Dekui Li, Haojie Ding, Kai Guo, Bingyi Liu, Zhongyi Guo*. Polarization Sensing Underwater Target Penetrating Complex Droplet-Bubble Layer. IEEE Sensors Journal (2024) IF: 4.3, 中科院 2区, JCR 1区
[7] Tiancheng Wang, Weiyun Chen, Wangtao Yu, Bingyi Liu, Kai Guo, Zhongyi Guo*. High-performance multispectral ghost imaging based on the sine–cosine optimized patterns. Optics & Laser Technology 181, 111969 (2025) IF: 4.5, 中科院 2区, JCR 1区
[8] Hongping Zhou, Xinbao Zeng, Bing Lin, Dekui Li, Syed Afaq Ali Shah, Bingyi Liu, Kai Guo, Zhongyi Guo*. Polarization motivating high-performance imaging weak targets. Optics Express 32(3): 3835-3851 (2024). IF: 3.8, 中科院 2区 顶刊, JCR 2区
[9] Binbin Wang, Xizheng Zhang, Jinlong Tian, Badreddine Merabet, Zhixiang Li, Syed Afaq Ali Shah*, Yi Lei, Bingyi Liu, Kai Guo, Zhongyi Guo*. Research Progress on Router Devices for the OAM Optical Communication. Sensors 24(3): 944 (2024). IF: 3.9, 中科院 3区, JCR 2区
2023年
[1] Bingyi Liu#, René Geromel#, Zhaoxian Su, Kai Guo, Yongtian Wang, Zhongyi Guo, Lingling Huang*, Thomas Zentgraf*. Nonlinear Dielectric Geometric-Phase Metasurface with Simultaneous Structure and Lattice Symmetry Design. ACS Photonics 10 (12), 4357-4366 (2023) IF: 7.3, 中科院 1区 顶刊, JCR 1区
[2] Liulin Li, Bingyi Liu*, Zhixiang Li, Kai Guo, Zhongyi Guo*. Acoustic vortex filter based on tunable metasurfaces. Applied Physics Letters 124 (1), 011702 (2024) IF: 3.7, 中科院 2区, JCR 2区
[3] Badreddine Merabet, Bingyi Liu, Zhixiang Li, Jinglong Tian, Kai Guo, Syed Afaq Ali Shah*, Zhongyi Guo*. Vision Transformers Motivating Superior OAM Mode Recognition in Optical Communications. Optics Express. 31 (23), 38958-38969 (2024) IF: 3.8, 中科院 2区 顶刊, JCR 2区
[4] Xueqiang Fan, Bing Lin, Kai Guo, Bingyi Liu, Zhongyi Guo*. TSMPN-PSI: High-performance polarization scattering imaging based on three-stage multi-pipeline networks. Optics Express 31 (23), 38097-38113 (2023) IF: 3.8, 中科院 2区 顶刊, JCR 2区
[5] Wangtao Yu, Syed Afaq Ali Shah, Dekui Li, Kai Guo, Bingyi Liu, Yongxuan Sun, Zhiping Yin, Zhongyi Guo*. Polarized computational ghost imaging in scattering system with half-cyclic sinusoidal patterns. Optics & Laser Technology 169, 110024 (2023) IF: 4.5, 中科院 2区, JCR 1区
[6] Yiming Zhu, Xizheng Zhang, Chenxiang Xu, Bingyi Liu, Kai Guo, Zhiping Yin, Zhongyi Guo*. Deep-learning based multi-scale computational ghost imaging for high-performance complex image recovery. Optics Communications 554, 129916 (2024). IF: 2.1, 中科院 3区, JCR 3区
[7] Shifei Zhang, Hongyin Zhou,Bingyi Liu, Zhaoxian Su, Lingling Huang*. Recent advances and prospects of optical metasurfaces. ACS Photonics 10(7), 2045–2063(2023). IF: 7.3, 中科院 1区 顶刊, JCR 1区
【博士后期间学术成果】
2022年
[1] Bingyi Liu#, Zhiling Zhuo#, Yongtian Wang, Thomas Zentgraf, Yong Li*, Lingling Huang*. Experimental verification of the acoustic geometric phase. Applied Physics Letters 120(21), 211702 (2022). IF: 3.7, 中科院 2区, JCR 2区
[2] Bingyi Liu, Qunshuo Wei, Zhaoxian Su, Yongtian Wang, Lingling Huang*. Multifunctional acoustic holography based on compact acoustic geometric-phase meta-array. Journal of Applied Physics 131(18), 185108 (2022). IF: 2.8, 中科院 3区, JCR 2区
[3] Bingyi Liu*, Lingling Huang, Thomas Zentgraf. Efficient third-harmonic generation control with ultrathin dielectric geometric-phase metasurface. CLEO 2022, San Jose, California, USA, May 15th-20th, 2022. 会议论文
[4] Zhaoxian Su, Wenlong Gao, Bingyi Liu, Zhongyi Guo, Lingling Huang*, Yongtian Wang*. Three-dimensional Dirac semimetal metamaterial enabled by negative couplings. New Journal of Physics 24(3), 033025(2022). IF: 3.5, 中科院 2区, JCR 2区
[5] Jinlai Liu, Bingyi Liu, Shuai Tang, Jie Song, Yongyuan Jiang*. Tunable dual-band metamaterial absorber in the infrared range based on split-ring-groove array. Applied Optics 61(2), 471-477(2022). IF: 1.9, 中科院 4区, JCR 3区
[6] Xiaosai Wang, Ying Cui, Bingyi Liu, Shuai Tang, Jie Song, Yongyuan Jiang*. Efficient beam manipulation with Huygens-geometric metasurface supporting pure magnetic resonances. Journal of Applied Physics 31(2), 025303(2022). IF: 2.8, 中科院 3区, JCR 2区
[7] Bin Ren, Yuxin Feng, Shuai Tang, Jinlei Wu, Bingyi Liu, Jie Song, Yongyuan Jiang*. Ultra-thin 2-bit anisotropic Huygens coding metasurface for terahertz wave manipulation. Optics Express 30(10), 16229-16241(2022). IF: 3.8, 中科院 2区 顶刊, JCR 2区
2021年
[1] Bingyi Liu, Zhaoxian Su, Yong Zeng, Yongtian Wang, Lingling Huang*, Shuang Zhang*. Acoustic geometric-phase meta-array. New Journal of Physics 23(11), 113026 (2021). IF: 3.5, 中科院 2区, JCR 2区
[2] Xiaosai Wang, Bingyi Liu*, Jiabao Yao, Jie Song, Yongyuan Jiang*. High-efficiency optical vortex generation with hybrid all-dielectric geometric-metasurface in visible frequency. Applied Physics Express 14(1), 012008 (2021). IF: 2.6, 中科院 4区, JCR 3区
[3] Jinlai Liu, Bingyi Liu*, Jie Song*, Yongyuan Jiang*. Ultra-broadband metamaterial absorber in the visible and near-infrared range based on silicon carbide hemisphere arrays. Journal of Physics D-Applied Physics 54, 35512 (2021). IF: 3.2, 中科院 3区, JCR 2区
[4] Zhaoxian Su, Bingyi Liu, Lingling Huang*, Yongtian Wang. Type-I Weyl points induced by negative coupling in photonic crystal. Science China-Physics Mechanics & Astronomy 64(6), 1-8 (2021). IF: 4.6, 中科院 1区, JCR 1区
[5] Yufeng Chen, Lingling Huang*, Bingyi Liu, Kang An, Zengliang Li, Yongtian Wang*. Broadband achromatic metalens and meta-deflector based on integrated metasurface. Journal of Physics D-Applied Physics 55(2), 025107 (2021). IF: 3.2, 中科院 3区, JCR 2区
【博士生期间学术成果（仅列第一作者）】
[1] Bingyi Liu#, Basudeb Sain#, Bernhard Reineke#, Yongtian Wang, Thomas Zentgraf, Yongyuan Jiang*, Lingling Huang*, Thomas Zentgraf*. Nonlinear wavefront control by geometric-phase metasurfaces: Influence of mode field and rotational symmetry. Advanced Optical Materials 8(9), 1902050 (2020). IF: 9.5, 中科院 2区, JCR 1区
[2] Bingyi Liu, Yongyuan Jiang*. Controllable asymmetric transmission via gap-tunable acoustic metasurface. Applied Physics Letters 112, 173503 (2018). IF: 3.7, 中科院 2区, JCR 2区
[3] Bingyi Liu, Yongyuan Jiang*. Metasurface-based angle selective multichannel acoustic refractor. Applied Physics Express 11, 057301 (2018). IF: 2.6, 中科院 4区, JCR 3区
[4] Bingyi Liu#, Bin Ren#, Jiajun Zhao, Xiaodong Xu, Yuxin Feng, Wenyu Zhao, Yongyuan Jiang*. Experimental realization of all-angle negative refraction in acoustic gradient metasurface. Applied Physics Letters 111, 221602 (2018), Editor's Pick. IF: 3.7, 中科院 2区, JCR 2区
[5] Bingyi Liu, Jiajun Zhao, Xiaodong Xu, Wenyu Zhao, Yongyuan Jiang*. All-angle negative reflection with an ultrathin acoustic gradient metasurface: Floquet-Bloch modes perspective and experimental verification. Scientific Reports 7:13852 (2017). IF: 4.9, 中科院 2区, JCR 2区
[6] Bingyi Liu, Wenyu Zhao, Yongyuan Jiang*. Apparent negative reflection with the gradient acoustic metasurface by integrating the supercell periodicity into the generalized Snell’s law of reflection. Scientific Reports 6:38314 (2016). IF: 4.9, 中科院 2区, JCR 2区
[7] Bingyi Liu, Wenyu Zhao, Yongyuan Jiang*. Full-angle negative reflection realized by a gradient acoustic metasurface. AIP Advances 6:115110 (2016). IF: 1.6, 中科院 4区, JCR 4区
- Bingyi Liu，René Geromel,Zhaoxian Su,Kai Guo,Yongtian Wang,Zhongyi Guo，Lingling Huang,Thomas Zentgraf，Nonlinear Dielectric Geometric-Phase Metasurface with Simultaneous Structure and.[J:ACS Photonics,2023,10(12):4357–4366.
- Liulin Li，Zhixiang Li,Kai Guo，Bingyi Liu,Zhongyi Guo，Acoustic vortex filter based on tunable metasurfaces.[J:Applied Physics Letters,2024,124(1):011702.
- Badreddine Merabet,Jinlong Tian,Kai Guo，Bingyi Liu,Zhixiang Li，Syed Afaq Ali Shah,Zhongyi Guo，Vision Transformers Motivating Superior OAM Mode Recognition in Optical Communic.[J:Optics Express,2023,31(23):38958-38969.
- Xueqiang Fan，Bing Lin,Kai Guo,Bingyi Liu，Zhongyi Guo，TSMPN-PSI: High-performance polarization scattering imaging based on three-stage.[J:Optics Express,2023,31(23):38097-38113.
- Wangtao Yu，Syed Afaq Ali Shah,Dekui Li,Kai Guo,Bingyi Liu,Yongxuan Sun,Zhiping Yin,Zhongyi Guo，Polarized computational ghost imaging in scattering system with half-cyclic sinu.[J:Optics & Laser Technology,2023,169(110024
- 刘冰意,黄玲玲,魏群烁,苏照贤,王涌天,基于近场轨道角动量转换的声波相位调制及声场重构方法发明,
- 黄玲玲,陈屿丰,刘冰意,王涌天,基于集成超颖表面的宽带消色差透镜和波束偏折器发明,CN113805264B,2022/06/28
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