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个人简介

林毅,男,工学博士,博士研究生导师。2017年至2018年受CSC资助赴美国UniversityofWisconsin-Madison进行博士联合培养。2021年9月以绿色通道晋升副研究员(长聘)。主要研究方向包括语音识别/处理、空中交通管理以及人工智能应用。作为负责人获批国家自然科学基金青年基金项目(62001315)以及四川省科技计划项目(2020YFG0306);作为主要人员参与国家自然科学基金重点项目(U20A20161)。以第一作者或通讯作者身份在国内外期刊发表SCI论文30余篇,中科院1区10篇。此外,担任《电子与信息学报》(EI)青年编委,在Aerospace(SCI)期刊上负责专刊征集,同时在20余个SCI期刊担任审稿人。更多信息请见首页:https://sculyi.github.io/ 项目经历: 01/2021-12/2023 国家自然科学基金青年基金项目,复杂环境下的多语种小样本空管语音识别研究(62001315),负责人,30万元 01/2020-12/2021 四川省科技计划项目(重点),计算机视觉关键技术(2020YFG0306),子课题负责人,20万元 01/2020-12/2020 四川大学专职博士后研发基金,空管场景下全端到端的中英文混合语音识别研究(2021SCU12050),负责人,12.8万元 01/2022-12/2023 民航飞行技术与飞行安全重点实验室开放基金项目,基于管制语音识别的管制安全检测技术研究(FZ2021KF04),负责人,10万元 01/2021-12/2024 国家自然科学基金重点项目,复杂环境下基于机器学习的空管指挥安全协同监控理论与方法研究(U20A20161),主研(5/10),305万元 01/2019-12/2021 国家自然科学基金民航联合基金项目,基于深度学习的空管指挥安全监控关键技术研究(U1833115),主研(7/10),34万元

研究领域

空中交通管理/交通安全;机器学习/深度学习;语音识别/处理;计算机视觉;智能交通系统

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

1.Yi Lin, Dongyue Guo, Jianwei Zhang, Zhengmao Chen, and Bo Yang, A unified framework for multilingual speech recognition in air traffic control systems [J],IEEE Transactions on Neural Networks and Learning Systems, 2021, 32(8): 3608-3620.(中科院1区TOP,川大B) 2.Yi Lin, Linjie Deng, Zhengmao Chen, Xiping Wu, Jianwei Zhang, and Bo Yang, A real-time ATC safety monitoring framework using a deep learning approach [J],IEEE Transactions on Intelligent Transportation Systems, 2020, 21(11): 4572-4581.(中科院1区TOP,川大B) 3.Yi Lin,FeiFan,Jianwei Zhang,Jizhe Zhou, Peixi Liao, Hu Chen, Zhenhua Deng, YiZhang,DHI-GAN: improving dental-based human identification using generative adversarial networks.IEEE Transactions on Neural Networks and Learning Systems, 2022, DOI:10.1109/TNNLS.2022.3159781.(中科院1区TOP,川大B) 4.Yi Lin, Linchao Li, Hailong Jing, Bin Ran, Dongye Sun, Automated traffic incident detection with a smaller dataset based on generative adversarial networks [J],Accident Analysis & Prevention,2020, 144: 105628.(SSCI,ESI高被引论文) 5.Jianwei Zhang, Pan Zhang, Dongyue Guo, Yang Zhou, Yuankai Wu, Bo Yang, andYi Lin *, Automatic Repetition Instruction Generation for Air Traffic Control Training Using Multi-Task Learning with an Improved Copy Network, Knowledge-Based Systems 2022, 241 (April): 108232.(中科院1区TOP,川大B) 6.YiLin, Bo Yang, Linchao Li, Dongyue Guo, Jianwei Zhang, Hu Chen, Yi Zhang, ATCSpeechNet: A multilingual end-to-end speech recognition framework for air traffic control systems [J].Applied Soft Computing, 2021, 112:107847.(中科院1区TOP,川大B) 7.Yi Lin,Jianwei Zhang, Hong Liu, Deep Learning based Short-term Air Traffic Flow Prediction Considering Temporal–spatial Correlation [J].Aerospace Science and Technology, 2019, 93: 105113.(中科院1区TOP,川大B) 8.YiLin, Qin Li, Dongyue Guo, Jianwei Zhang*, Chensi Zhang, Tensor completion-based trajectory imputation approach in air traffic control [J].Aerospace Science and Technology, 2021, 114: 106754.(中科院1区TOP,川大B) 9.YiLin, Yuankai Wu, Dongyue Guo, Pan Zhang, Changyu Yin, Bo Yang, Jianwei Zhang. A Deep Learning Framework of Autonomous Pilot Agent for Air Traffic Controller Training [J].IEEE Transactions on Human-Machine Systems, 2021, 51(5), 442–450.(中科院2区) 10.Yi Lin, Qin Li, Bo Yang, Zhen Yan, Huachun Tan, and Zhengmao Chen, Improving speech recognition models with small samples for air traffic control systems [J],Neurocomputing, 2020, 445(1): 287-297.(中科院2区TOP,川大B) 11.YiLin, Jingchun Zhou, Wenqi Ren, Weishi Zhang, Autonomous underwater robot for underwater image enhancement via multi-scale deformable convolution network with attention mechanism [J].Computers and Electronics in Agriculture, 2021, 191, 106497.(中科院2区) 12.Yi Lin, Jianwei Zhang, Bo Yang, Hong Liu and Liping Zhao, An optimal routing strategy for transport networks with minimal transmission cost and high network capacity [J].Physica A: statistical mechanics and its applications, 2019, 521: 551-561.(中科院2区) 13.YiLin,Bo Yang, Dongyue Guo, Peng Fan,Towards multilingual end‐to‐end speech recognition for air traffic control[J].IET Intelligent Transport Systems, 2021, 15(9): 1203-1214. 14.Yi Lin, Jianwei Zhang and Hong Liu, An algorithm for trajectory prediction of flight plan based on relative motion between positions [J],Frontiers of Information Technology & Electronic Engineering, 2018, 19(7): 905-916.(国内SCI期刊) 15.Yi Lin,Bo Yang, Jianwei Zhang, and Hong Liu, Approach for 4-D Trajectory Management Based on HMM and Trajectory Similarity [J].Journal of Marine Science and Technology, 2019, 27(3): 246-256.(国内SCI期刊) 16.Linchao Li,Yi Lin*, Bowen Du, Fan Yang, Bin Ran, Real-time traffic incident detection based on a hybrid deep learning model [J],Transportmetrica A: Transport Science, 2020, 1-21(国内SCI期刊) 17.Bo Yang, Xianlong Tan, Zhengmao Chen, Bing Wang, Dan Li, Zhongping Yang, Xiping Wu,Yi Lin*, ATCSpeech: a multilingual pilot-controller speech corpus from real Air Traffic Control environment [C],Annual Conference of the International Speech Communication Association 2020,399-405.(语音识别顶级会议,CCF-C)

学术兼职

Aerospace(SCI)客座编辑:“Controlling Speech Understanding and Air Traffic Safety Enhancement Based on AI” 《电子与信息学报》(EI)青年编委

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