个人简介
郑小伟,男,1994年3月生,陕西周至人,博士,讲师。研究方向为脑-机接口应用、信号处理与医学数据分析。2016年取得浙江大学生物系统工程学士学位、2022年取得西安交通大学机械工程博士学位。IEEE Transactions on Neural Systems & Rehabilitation Engineering等国内外期刊及会议发表学术论文30余篇,授权国家发明专利10余项、美国发明专利1项、外观设计专利1项、登记软件著作权1项。参与国家自然科学基金重大研究计划项目、国家自然科学基金面上项目等项目多项。
2012.9-2016.6 浙江大学 生物系统工程 本科 工学学士
2016.9-2022.12 西安交通大学 机械工程 硕博连读 工学博士
2023.3-至今 西北大学 数学学院统计系 讲师
项目、成果、论文、奖励
一、 科研项目
² 中央高校建设世界一流大学(学科)和特色发展引导专项资金项目:基于脑-机接口与虚拟现实的幼儿中枢视觉功能异常早期量化检测与神经调控修复技术及系统研究(PY3A071),2019年07月-2022年06月,参与
² 国家自然科学基金面上项目:脑损伤康复机器人的神经可塑性视听诱发增强与健患机能补偿控制技术研究(51775415),2018年01月年-2021年12月,参与
² 国家自然科学基金重大研究计划集成项目:基于视听觉诱导运动神经通道重建的脑控康复机器人关键技术研究及系统集成验证”(91420301),2015年09月-2017年12月,参与
二、 学术论文
2023年度:
² Zheng X, Zhang X, Xu G, and Zhang R. Enhancing Performance of Single-Channel SSVEP-Based Visual Acuity Assessment via Mode Decomposition. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2023, 31, 4203-4210.
² Zheng X, Wang B, Liu H, et al. Diagnosis of Alzheimer’s disease via resting-state EEG: integration of spectrum, complexity, and synchronization signal features. Frontiers in Aging Neuroscience. 2023, 15:1288295.
² Li H, Xu G, Li Z, Zhang K, Zheng X, et al., A Precise Frequency Recognition Method of Short-Time SSVEP Signals Based on Signal Extension, IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2023, 31, 2486-2496.
² Zhi Y, Cai M, Du R, Qiao Y, Zheng X, et al. Quantitative evaluation of anisometropic amblyopia treatment efficacy by coupling multiple visual functions via CRITIC algorithm. BMC Ophthalmol, 2023, 23, 162.
² Tian P, Xu G, Han C, Zhang X, Zheng X, Wei F, et al. A quantization algorithm of visual fatigue based on underdamped second order stochastic resonance for steady state visual evoked potentials. Front Neurosci, 2023, 17:1278652.
² Tao T, Jia Y, Xu G, Liang R, Zhang Q, Chen L, Gao Y, Chen R, Zheng X, et al. Enhancement of motor imagery training efficiency by an online adaptive training paradigm integrated with error related potential. Journal of Neural Engineering, 2023, 20:016029.
2022年度:
² Zheng XW, Xu GH, Du YH, et al. Does Oblique Effect Affect SSVEP-Based Visual Acuity Assessment?[J]. Frontiers in Neuroscience, 2022, 15:784888.
² Zheng XW, Xu GH, Du YH, et al. Stimulus orientation has no effect on SSVEP-based visual acuity with sinusoidal gratings[C]. Journal of Vision, 2022, 22(14):3304.
² Du YH, Xu GH, Zheng XW, et al. Frequency parameter optimization method for SSVEP visual acuity evaluation based on Chirp-VEP[C]. Journal of Vision, 2022, 22(14):3458.
² Han CC, Xu GH, Zheng XW, et al. Assessing the Effect of the Refresh Rate of a Device on Various Motion Stimulation Frequencies Based on Steady-State Motion Visual Evoked Potentials. Frontiers in Neuroscience, 2022, 15:757679.
² Tian PY, Xu GH, Han CC, Zheng XW, et al. Effects of Paradigm Color and Screen Brightness on Visual Fatigue in Light Environment of Night Based on Eye Tracker and EEG Acquisition Equipment. Sensors. 2022; 22(11):4082.
2021年度:
² Zheng XW, Xu GH, Du CH, et al. Real-time, precise, rapid and objective visual acuity assessment by self-adaptive step SSVEPs[J]. Journal of Neural Engineering, 2021, 18(4):046047.
² Zheng XW, Xu GH, Han CC, et al. Enhancing Performance of SSVEP-Based Visual Acuity via Spatial Filtering[J]. Frontiers in Neuroscience, 2021, 15:716051.
² Zheng XW, Xu GH, Wang YY, et al. Quantitative and objective diagnosis of color vision deficiencies based on steady-state visual evoked potentials[J]. International Ophthalmology, 2021, 41(2):587–598.
² Zheng XW, Xu GH, Zhang K, et al. Effects of Stimulus Frequency on Steady-State Visual Evoked Potential-Based Brain-Computer Interfaces[C]// 3rd International Conference on Intelligent Medicine and Health (ICIMH), Macau, China, August 13-15, 2021.
² 徐光华, 郑小伟, 田沛源, 等. 视觉诱发电位视力客观检查技术的研究进展[J]. 西安交通大学学报, 2021, 5(3):10.
² Tian PY, Xu GH, Zheng XW, et al. Difference analysis of visual brain response between natural light and traditional LED based on steady-state visual evoked potential (SSVEP) paradigm stimulation[C]. Journal of Vision, 2021, 21(9):2564.
² Du CH, Xu GH, Zheng XW, et al. Objective Dynamic Visual Acuity Assessment Method Based on Steady-State Visual Evoked Potentials with Smooth-Pursuit Eye Movements Recording[C]. Journal of Vision, 2021, 21(9):2452.
² Yan WQ, Du CH, Wu YC, Zheng XW, et al. SSVEP-EEG Denoising via Image Filtering Methods[J]. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2021, 29:1634-1643.
² Zhang K, Xu GH, Du CH, Wu YC, Zheng XW, et al. Weak Feature Extraction and Strong Noise Suppression for SSVEP-EEG Based on Chaotic Detection Technology[J]. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 2021, 29:862-871.
² Yan WQ, Du CH, Luo D, Wu YC, Duan N, Zheng XW, et al. Enhancing detection of steady-state visual evoked potentials using channel ensemble method[J]. Journal of Neural Engineering, 2021, 18(4):046008.
² Zhang K, Xu GH, Du CH, Liang RH, Han CC, Zheng XW, et al. Enhancement of capability for motor imagery using vestibular imbalance stimulation during brain computer interface[J]. Journal of Neural Engineering, 2021, 18(5):056064.
² Liang RH, Xu GH, Teng ZC, Li M, Zhang SC, Zheng XW, et al. A General Arthropod Joint Model and its Applications in Modeling Human Robotic Joints[J]. IEEE Access, 2021, 9:7814-7822.
2020年度:
² Zheng XW, Xu GH, Yan WQ, et al. Threshold determination criterion in steady-state visual evoked potential-based acuity assessment: a comparison of four common methods[J]. IEEE Access, 2020, 8:188844-188852.
² Zheng XW, Xu GH, Wu YF, et al. Comparison of the performance of six stimulus paradigms in visual acuity assessment based on steady-state visual evoked potentials[J]. Documenta Ophthalmologica, 2020, 141, 237-251.
² Zheng XW, Xu GH, Zhang YB, et al. Anti-fatigue Performance in SSVEP-Based Visual Acuity Assessment: A Comparison of Six Stimulus Paradigms[J]. Frontiers in Human Neuroscience, 2020, 14:301.
² Zheng XW, Xu GH, Zhang K, et al. Assessment of Human Visual Acuity Using Visual Evoked Potential: A Review[J]. Sensors, 2020, 20(19):5542.
² Zheng XW, Xu GH, Wu YC, et al. Rapid, precise and objective visual acuity assessment method by combining FrACT and SSMVEPs[C]. Journal of Vision, 2020, 20(11):989.
² Zhang K, Xu GH, Zheng XW, et al. Application of Transfer Learning in EEG Decoding Based on Brain-Computer Interfaces: A Review[J]. Sensors, 2020, 20(21):6321.
² Zhang K, Xu GH, Han ZZ, Ma KQ, Zheng XW, et al. Data Augmentation for Motor Imagery Signal Classification Based on a Hybrid Neural Network[J]. Sensors, 2020, 20(16):4485.
2019年度:
² Zheng XW, Xu GH, Wang YY, et al. Objective and quantitative assessment of visual acuity and contrast sensitivity based on steady-state motion visual evoked potentials using concentric-ring paradigm[J]. Documenta Ophthalmologica, 2019, 139(2):123-136.
² Zheng XW, Xu GH, Zhi Y, et al. Objective and quantitative assessment of interocular suppression in strabismic amblyopia based on steady-state motion visual evoked potentials[J]. Vision Research, 2019, 164:44-52.
² Zheng XW, Xu GH, Wang YY, et al. An Objective and Sensitive Visual Acuity Assessment Method for Preverbal and Infantile Children Based on Steady-State Motion Visual Evoked Potentials[C]. Journal of Vision, 2019, 19(10):116a.
² Yan WQ, Xu GH, Chen LT, Zheng XW, et al. Steady-State Motion Visual Evoked Potential (SSMVEP) Enhancement Method Based on Time-Frequency Image Fusion[J]. Computational Intelligence and Neuroscience, 2019, 2019:1-14.
² Zhang K, Xu GH, Chen XB, Zhang SC, Zheng XW, et al. Asymmetric Multifractal Detrended Cross-Correlation Analysis of EEG and sEMG in The Processes of Myodynamia Changes[C]// 2019 IEEE International Conference on Systems, Man and Cybernetics (SMC). IEEE, 2019:223-227.
² Liang RH, Xu GH, Zhang SC, Zheng XW, et al. Design of rigid-compliant parallel exoskeleton knee joint[C]// 3rd Information Technology and Mechatronics Engineering Conference (ITOEC). IEEE, 2017:440-443.
三、 专利软著
² Xu GH, Zheng XW, et al. Objective EEG Quantitative Measurement Method for Amblyopia,USA Patent: 17/626,114, 授权日期:2023.03 [美国发明专利]
² 徐光华, 郑小伟, 田沛源, 等. 基于稳态视觉诱发电位的视敏度客观快速精准检测系统[P]. 专利号: ZL202110306483.8, 授权日期: 2021.12.28 [国家发明专利]
² 徐光华, 郑小伟, 王云云, 等. 一种弱视脑电客观定量检测装置[P]. 专利号: ZL201910619593.2, 授权日期: 2021.02.09 [国家发明专利]
² 徐光华, 郑小伟, 刘洋, 等. 弱视脑电检查仪[P]. 专利号: ZL201930432002.1, 授权日期: 2020.01.21 [外观设计专利]
² 徐光华, 梁仍昊, 郑小伟, 等. 一种康复用的并联膝关节外骨骼机构[P]. 专利号:CN201711194266.4, 授权日期: 2019.10.15 [国家发明专利]
² Xu GH, Zheng XW, Du CH, et al. Contrast sensitivity assessment method based on motion vision evoked potentials[P]. 公开号:WO2021008087A1, 公开日期: 2021.01.21 [PCT国际发明专利]
² Xu GH, Zheng XW, Du CH, et al. Visual acuity assessment method based on motion vision evoked potentials[P]. 公开号: WO2021008086A1, 公开日期: 2021.01.21 [PCT国际发明专利]
² Xu GH, Zheng XW, Liang RH, et al. Color vision function assessment method based on visual evoked potentials[P]. 公开号:WO2021004030A2, 公开日期: 2021.01.14 [PCT国际发明专利]
² Xu GH, Zheng XW, Wang YY, et al. An objective detector for little children with amblyopia based on electroencephalography (EEG)[P]. 公开号: WO2021027235A1, 公开日期: 2021.02.18 [PCT国际发明专利]
² 徐光华, 王云云, 郑小伟, 等. 基于稳态视觉诱发电位的儿童弱视脑电检测系统v1.0 (SSVEPAmb). 登记号:2019SR0939181, 登记日期: 2019.07.01 [计算机软件著作权]
四、 奖励荣誉
² 陕西省数学会2023年青年教师优秀论文二等奖, 陕西省数学会. 2023.06
² 第八届中国国际“互联网+”大学生创新创业大赛陕西赛区复赛: 金奖/银奖, 陕西省教育厅. 2022.08
² 陕西省第九届研究生电子设计竞赛及第十七届中国研究生电子设计竞赛西北赛区选拔赛: 二等奖, 中国学位与研究生教育学会. 2022.07
² 西安交通大学优秀博士生标兵/年度学术之星, 西安交通大学, 2021.12
² 2021世界机器人大赛—BCI脑控机器人大赛青年论文答辩: 三等奖, 国家自然科学基金委员会信息科学部. 2021.09
² 2020世界机器人大赛—BCI脑控机器人大赛技术赛: 三等奖, 国家自然科学基金委员会信息科学部. 2020.12
² 2019世界机器人大赛—BCI脑控机器人大赛及第三届中国脑-机接口比赛技术赛: 三等奖, 国家自然科学基金委员会信息科学部. 2019.08
² 2019国际红点概念设计奖, 德国设计学会. 2019.09
西北大学教师个人主页:https://faculty.nwu.edu.cn/zhengxiaowei/zh_CN/index.htm