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茅润泽 讲师

海洋学院

通讯地址:梦溪校区海洋学院D408

个人邮箱:mao.rz1993@just.edu.cn

邮政编码:212003

办公地点:梦溪校区海洋学院D408

传真:

  • 个人简介

  • 研究方向

  • 科研团队

  • 科研项目

  • 获奖动态

  • 教学随笔

  • 教育经历

  • 课程教学

  • 论文著作

  • 科研论文

  • 科研横向项目

  • 科研纵向项目

  • 科研专利

  • 科研动物专利

  • 海洋学院讲师,电子信息专硕研究生导师。出生于1993年,主要研究方向为海洋结构物与电化学装置的故障诊断与寿命管理已在IEEE TIITITS、THMSJPSEnergy、Ocean Engineering等高影响力期刊发表32篇论文,其中SCI论文22篇。能熟练使用的语言包括中文、英语、日语、挪威语及韩语。


    现主持国家级项目1项,入选江苏省级人才1项,入选镇江市人才1项,江苏科技大学海外人才引进启动项目1项,曾参与挪威与日本国家级项目课题若干。


    论文发表

    期刊

    [1] Runze Mao*, Kai Liu, Jingfeng Liu, Zijin Ling, Yuanjiang Li, Guoyuan Li, Houxiang Zhang. Towards Sustainable Shipping: A Review of LNG, Battery, and Fuel Cell-Powered Ships. IEEE Transactions on Transportation Electrification, 2025, Accepted. (中科院1Top, IF=8.3)

    [2] Wen Chen, Runze Mao, Bing Gong, Ming Fang, Zhengyu Yang, Yuanjiang Li*. A Fault Diagnosis Method for Railway Point Machines Based on Imbalanced Data Under Natural Noise Environment. Measurement, 2026, 257, 118543. (中科院2, IF=5.6)

    [3] Mancheng Zhang, Runze Mao, Ming Fang, Yuanjiang Li*. Traffic Prediction Based on Multi-Scale Adaptive Interpretable Dynamic Spatiotemporal Graph Convolutional Network. Measurement Science and Technology, 2025, 36(10), 105105. (中科院3, IF=3.4)

    [4] Weiguo Yue, Runze Mao, Ming Fang, Yuanjiang Li*. A Joint Discriminative Domain Adaptation Fault Diagnosis Method for Addressing Extreme Small-Sample and Imbalance Issues in Marine Centrifugal Pump Bearings. Engineering Research Express, 2025, 7(4), 045401. (中科院4, IF=1.5)

    [5] Weiqian Xu, Runze Mao*, Peihua Han, Ning Yuan, Yuanjiang Li, Yuting Guo, Houxiang Zhang. A Comprehensive Review of Lithium-Ion Battery Remaining Useful Life Prediction: Methodologies, Datasets, Performance Metrics, and Future Perspectives. Measurement Science and Technology, 2025, 36(8), 082001. (中科院3, IF=3.4, 本科同学为论文第一作者)

    [6] Ning Yuan, Runze Mao*, Peihua Han*, Weiqian Xu, Yuanjiang Li, Yuting Guo, Houxiang Zhang. A Dual-Exponential EKF Model for Lithium-Ion Battery RUL Prediction with Bayesian Optimization. Measurement Science and Technology, 2025, 36(9), 096204. (中科院3, IF=3.4, 本科同学为论文第一作者)

    [7] Runze Mao*, Yutong Qian, Kai Liu, Yuanjiang Li, Guoyuan Li, Houxiang Zhang. A Comprehensive Survey of Battery Energy in Maritime Transportation: Trends, Challenges, and Future Perspectives. Ocean Engineering, 2025, Vol. 337, 121881. (中科院2Top, IF=5.5)

    [8] Runze Mao*, Yuanjiang Li, Guoyuan Li, Hans Petter Hildre, Houxiang Zhang. A Systematic Survey of Digital Twin Applications: Transferring Knowledge from Automotive and Aviation to Maritime Industry. IEEE Transactions on Intelligent Transportation Systems, 2025, 26(4), 4240–4259. (中科院2Top, IF=8.4)

    [9] Runze Mao*, Weiqian Xu, Yutong Qian, Xiaorong Li, Yuanjiang Li, Guoyuan Li, Houxiang Zhang. Understanding the Determinants of Electric Vehicle Range: A Multi-Dimensional Survey. Sustainability, 2025, 17(10), Article 4259. (中科院3, IF=3.3)

    [10] Yuanjiang Li, Zhenyu Yang, Shuo Zhang, Runze Mao*, Linchang Ye, Yun Liu. TCN-MBMAResNet: A Novel Fault Diagnosis Method for Small Marine Rolling Bearings Based on Time Convolutional Neural Network in Tandem with Multi-Branch Residual Network. Measurement Science and Technology, 2025, 36(2), 026212. (中科院3, IF=3.4)

    [11] Zhenyu Yang, Runze Mao*, Linchang Ye, Yun Liu, Xiaoxi Hu, Yuanjiang Li*. VSC-ACGAN: Bearing Fault Diagnosis Model Applied to Imbalanced Samples. Measurement Science and Technology, 2025, 36(3), 036212. (中科院3, IF=3.4)

    [12] Yanzhao Wang, Chunyan Ji, Sheng Xu, Runze Mao. Theoretical Study on the Wave Attenuation Performance of Floating Breakwater with a Rectangular Cross-Section. China Ocean Engineering, 2025, pp. 1–12. (中科院2, IF=3.4)

    [13] Yuanjiang Li, Lei Li, Runze Mao, Yi Zhang, Song Xu, Jinglin Zhang*. Hybrid Data-Driven Approach for Predicting the Remaining Useful Life of Lithium-Ion Batteries. IEEE Transactions on Transportation Electrification, 2024, 10(2), 2789–2805. (中科院1Top, IF=8.3)

    [14] Yuanjiang Li, Ruiqi Wang, Runze Mao, Yi Zhang, Kai Zhu, Yuanjun Li, Jinglin Zhang. A Fault Diagnosis Method Based on an Improved Deep Q-Network for the Inter-Turn Short Circuits of a Permanent Magnet Synchronous Motor. IEEE Transactions on Transportation Electrification, 2024, 10(2), 3870–3887. (中科院1Top, IF=8.3)

    [15] Yuanjiang Li, Ying Zhu, Yang Yu, Runze Mao, Linchang Ye, Yun Liu, Ruochen Liu, Tao Lang, Jinglin Zhang*. DACA: A Domain Adaptive Fault Diagnosis Approach with Class-Aware Based on Cross-Domain Extreme Imbalance Data. Expert Systems with Applications, 2024, 256, 124944. (中科院1Top, IF=7.5)

    [16] Lei Li, Yuanjiang Li*, Runze Mao, Yueling Li, Weizhi Lu, Jinglin Zhang. TPANet: A Novel Triple Parallel Attention Network Approach for Remaining Useful Life Prediction of Lithium-Ion Batteries. Energy, 2024, 309, 132890. (中科院1Top, IF=9.4)

    [17] Lei Li, Yuanjiang Li*, Runze Mao, Li Li, Wenbo Hua, Jinglin Zhang. Remaining Useful Life Prediction for Lithium-Ion Batteries with a Hybrid Model Based on TCN-GRU-DNN and Dual Attention Mechanism. IEEE Transactions on Transportation Electrification, 2023, 9(3), 4726–4740. (中科院1Top, IF=8.3)

    [18] Runze Mao*, Masashi Kishimoto, Shinichi Sugihara, Kennsei Kakuda, Hiroshi Iwai. Grid-Shape Electrical Circuit Assembled with Resistance Temperature Detectors for Multipoint Temperature Measurement of Solid Oxide Fuel Cells. Journal of Power Sources, 2022, 530, 231293. (中科院2Top, IF=7.9)

    [19] Runze Mao*, Masashi Kishimoto, Hiroshi Iwai. Multipoint Temperature Measurement Using Serially Connected Resistor-Capacitor Parallel Circuits by Impedance Spectroscopy. Sensors and Actuators A: Physical, 2021, 331, 113051. (中科院3, IF=4.9)

    [20] Runze Mao, Guoyuan Li*, Hans Petter Hildre, Houxiang Zhang. A Survey of Eye Tracking in Automobile and Aviation Studies: Implications for Eye-Tracking Studies in Marine Operations. IEEE Transactions on Human-Machine Systems, 2021, 51(2), 87–98. (中科院2, IF=4.4)

    [21] Guoyuan Li*, Runze Mao, Hans Petter Hildre, Houxiang Zhang. Visual Attention Assessment for Expert-in-the-Loop Training in a Maritime Operation Simulator. IEEE Transactions on Industrial Informatics, 2020, 16(1), 522–531. (中科院1Top, 共同第一作者,IF=9.9)

    [22] Runze Mao, Guoyuan Li*, Hans Petter Hildre, Houxiang Zhang. Analysis and Evaluation of Eye Behavior for Marine Operation Training—A Pilot Study. Journal of Eye Movement Research, 2019, 12(3). (中科院4, IF=2.8)


     

    论著

    [1] Zhang Houxiang, Mao Runze, Major Pierre, Li Guoyuan, and Hans Petter Hildre. (2024). Digital Twins in the Maritime Industry. In: Digital Twins for Vessel Life Cycle Service. Springer, Singapore. https://doi.org/10.1007/978-981-97-4768-9_2.

     

    会议

    [1] Yuan Ning, Runze Mao*, Peihua Han, Wenqian Xu, Yuanjiang Li, and Houxiang Zhang. A Dual-Exponential EKF Framework with Bayesian Optimization for Lithium-Ion Battery Remaining Useful Life Prediction. In Proceedings of the IEEE International Conference on Industrial Informatics (INDIN), Accepted, 2025.(本科学生为论文第一作者)

    [2] Yutong Qian, Runze Mao*, Yuanjiang Li, Guoyuan Li, and Houxiang Zhang. The Application of Eye-Tracking Technology in the Maritime Industry: A Brief Review. In Proceedings of the 2025 IEEE International Conference on Real-time Computing and Robotics (RCAR), Accepted, 2025. (本科学生为论文第一作者)

    [3] Runze Mao*, Yuanjiang Li, Kai Liu, Jingfeng Liu, Xu Cheng, and Houxiang Zhang. A Comprehensive Analysis of LNG-Powered and Battery-Powered Ships in Current Maritime Operations. In Proceedings of the 2024 IEEE International Conference on Real-time Computing and Robotics (RCAR), pp. 74–79, IEEE, 2024.

    [4] Runze Mao*, Yuanjiang Li, and Houxiang Zhang. Digital Twin-Based Research in the Maritime Industry: A Brief Survey. In Proceedings of IECON 2023 – The 49th Annual Conference of the IEEE Industrial Electronics Society, pp. 1–6, IEEE, 2023.

    [5] Runze Mao*, Yuanjiang Li, and Houxiang Zhang. Simulation Method in Automotive, Aviation and Maritime Industries for Digital Twin: A Brief Survey. In Proceedings of the 2023 IEEE 18th Conference on Industrial Electronics and Applications (ICIEA), pp. 1442–1447, IEEE, 2023.

    [6] Runze Mao*, Masashi Kishimoto, and Hiroshi Iwai. Multipoint Temperature Measurement Using a Grid-Shape Electrical Circuit Assembled with Resistance Temperature Detectors. Oral Presentation at the 58th National Heat Transfer Symposium of Japan, May 2021.

    [7] Runze Mao*, Masashi Kishimoto, and Hiroshi Iwai. Artificial Neural Network Aided Multipoint Temperature Measurement Using a Grid-Shape Electric Circuit of Resistance Temperature Detectors. Oral Presentation at the 8th International Symposium on Advances in Computational Heat and Transfer (CHT-21), August 2021.

    [8] Runze Mao*, Masashi Kishimoto, and Hiroshi Iwai. Artificial Neural Network Aided Multipoint Temperature Measurement Using a Grid-Shape Electric Circuit of Resistance Temperature Detectors. Oral Presentation at the 2nd Asian Conference on Thermal Sciences (ACTS), October 2021.

    [9] Zhen Liu, Xiaojian Ma, Runze Mao, Xiang Ji, Saihua Tao, Chen Zhao. The Hydrodynamic Characteristics Research of Freak Waves Interaction with JIP Spar – Analysis of Wave Run-Up. In Proceedings of the ISOPE International Ocean and Polar Engineering Conference, Paper ISOPE-I-15-123, 2015.




  • 海洋结构物与电化学装置的故障预测和健康管理


    1)新能源船舶中的数字孪生;

    2)海洋海事领域中的人因工程学;

    3)固体氧化物燃料电池和锂电池等电化学装置的热管理;

    4)固体氧化物燃料电池和锂电池等电化学装置的使用寿命预估;


    1) Digital Twins in new energy ships;

    2) Human factors engineering in the marine maritime industry;

    3) Thermal management of electrochemical devices such as solid oxide fuel cells and lithium batteries;

    4) Lifetime prediction of electrochemical devices such as solid oxide fuel cells and lithium batteries;



    • 科研项目

      [1] 江苏科技大学海外引进项目,1202932208,基于多源数据融合的海上风电机剩余使用寿命预测方法研究,2023.05–2026.0535万元,在研,主持。


    • 获奖动态

      Ø2024年入选江苏省双创博士

      Ø2024年度江苏省冷链学会科学技术进步奖一等奖(排名第一)

      Ø2022年度江苏省冷链学会科学技术进步奖特等奖(排名第五)

      Ø获得江苏科技大学外国留学生教学观摩比赛三等

      Ø江苏科技大学第二届青年教师英文讲课比赛三等奖

      Ø国家奖学金2014.11

      Ø日本JASSO奖学金 2017.10

      Ø挪威科技大学奖学金 2017.10

      Ø挪威科技大学 优秀硕士毕业论文 2018.12

      Ø日本JASSO奖学金 2021.01

      Ø京都大学大学院教育支援机构奖励研究員 20212022


    • 论文著作

      期刊

      [1] Mao, R.*, Li, Y. J., Li, G. Y., Hildre, H. P., & Zhang, H. X. (2025). A systematic survey of digital twin applications: Transferring knowledge from automotive and aviation to maritime industry. IEEE Transactions on Intelligent Transportation Systems, 2025, 26(4): 4240-4259. https://doi.org/10.1109/TITS.2025.3535593 (中科院1Top,第一作者及通讯作者,影响因子7.9

      [2] Mao, R.*, Xu, W. Q., Qian, Y. T., Li, X. R., Li, Y. J., Li, G. Y., & Zhang, H. X. (2025). Understanding the Determinants of Electric Vehicle Range: A Multi-Dimensional Survey. Sustainability, 17(10), 4259. https://doi.org/10.3390/su17104259(中科院3区,第一作者及通讯作者,影响因子2.7

      [3] Li, Y. J., Yang, Z. Y., Zhang, S., Mao, R.*, Ye, L. C., & Liu, Y. (2025). TCN-MBMAResNet: A novel fault diagnosis method for small marine rolling bearings. Measurement Science and Technology, 36(2), 026212. (中科院3区,通讯作者,影响因子2.7

      [4] Yang, Z. Y., Mao, R. *, Ye, L. C., Liu, Y., Hu, X. X., & Li, Y. J. (2025). VSC-ACGAN: Bearing fault diagnosis model applied to imbalanced samples. Measurement Science and Technology, 36(3), 036212. (中科院3区,第一通讯作者,影响因子2.7

      [5] Mao, R.*, Kishimoto, M., Sugihara, S., Kakuda, K., & Iwai, H. (2022). Grid-shape electrical circuit assembled with resistance temperature detectors for multipoint temperature measurement of solid oxide fuel cells. Journal of Power Sources, 530, 231293. (中科院2Top,第一作者及通讯作者,影响因子9.2,引用数4

      [6] Mao, R.*, Kishimoto, M., & Iwai, H. (2021). Multipoint temperature measurement using serially connected resistor-capacitor parallel circuits by impedance spectroscopy. Sensors and Actuators A: Physical, 331, 113051. (仪器类2区,第一作者及通讯作者,影响因子4.6,引用数5

      [7] Mao, R., Li, G. Y.*, Hildre, H. P., & Zhang, H. X. (2021). A survey of eye tracking in automobile and aviation studies: Implications for eye-tracking studies in marine operations. IEEE Transactions on Human-Machine Systems, 51(2), 87–98. (中科院2区,第一作者,影响因子3.6,引用数30

      [8] Li, G. Y.*, Mao, R., Hildre, H. P., & Zhang, H. X. (2020). Visual attention assessment for expert-in-the-loop training in a maritime operation simulator. IEEE Transactions on Industrial Informatics, 16(1), 522–531. (中科院1Top,共同第一作者,影响因子12.3,引用数32

      [9] Wang, Y. Z., Ji, C. Y., Xu, S., & Mao, R. (2025). Theoretical study on the wave attenuation performance of floating breakwater with a rectangular cross-section. China Ocean Engineering, 2025, 1–12. (中科院2区)

      [10] Li, Y. J., Li, L., Mao, R., Zhang, Y., Xu, S., & Zhang, J. L.* (2024). Hybrid data-driven approach for predicting the remaining useful life of lithium-ion batteries. IEEE Transactions on Transportation Electrification, 10(2), 2789–2805. (中科院1Top,第三作者,影响因子7,引用数16

      [11] Li, Y. J., Wang, R. Q., Mao, R., Zhang, Y., Zhu, K., Li, Y. J., & Zhang, J. L. (2024). A fault diagnosis method based on an improved deep Q-network for the inter-turn short circuits of a permanent magnet synchronous motor. IEEE Transactions on Transportation Electrification, 10(2), 3870–3887. (中科院1Top,第三作者,影响因子7,引用数16

      [12] Li, Y. J., Zhu, Y., Yu, Y., Mao, R., Ye, L. C., Liu, Y., Liu, R. C., Lang, T., & Zhang, J. L.* (2024). DACA: A domain adaptive fault diagnosis approach with class-aware based on cross-domain extreme imbalance data. Expert Systems with Applications, 256, 124944. (中科院1Top,第四作者,影响因子7

      [13] Li, L., Li, Y. J.*, Mao, R., Li, Y. L., Lu, W. Z., & Zhang, J. L. (2024). TPANet: A novel triple parallel attention network approach for remaining useful life prediction of lithium-ion batteries. Energy, 309, 132890. (中科院1Top,第三作者,影响因子9

      [14] Li, L., Li, Y. J.*, Mao, R., Li, L., Hua, W. B., & Zhang, J. L. (2023). Remaining useful life prediction for lithium-ion batteries with a hybrid model based on TCN-GRU-DNN and dual attention mechanism. IEEE Transactions on Transportation Electrification, 9(3), 4726–4740. (中科院1Top,第三作者,影响因子7,引用数81

      [15] Mao, R., Li, G. Y.*, Hildre, H. P., & Zhang, H. X. (2019). Analysis and evaluation of eye behavior for marine operation training – A pilot study. Journal of Eye Movement Research, 12(3). (第一作者,影响因子2.1,引用数17

      [16] 刘珍, 茅润泽, 马小剑, 嵇春艳, 李晨鹏. (2015). 畸形波作用下JIP Spar平台波浪力分析. 海洋工程, 33(04), 19–27.

        

      专著

      [1] Zhang, H. X., Mao, R., Major, P., Li, G. Y., & Hildre, H. P. (2024). Digital twins in the maritime industry. In Digital Twins for Vessel Life Cycle Service (pp. XX–XX). Springer, Singapore. https://doi.org/10.1007/978-981-97-4768-9_2

        

      学术会议

      [1] Y. Qian, R. Mao, Y. Li, G. Li, and H. Zhang, The Application of Eye-Tracking Technology in the Maritime Industry: A Brief Review, in Proc. 2025 IEEE Int. Conf. Real-time Computing and Robotics (RCAR), 2025, accepted.EI核心会议,学生第一作者)

      [2] Mao, R., Li, Y. J., Liu, K., Liu, J. F., Cheng, X., & Zhang, H. X. (2024). A comprehensive analysis of LNG-powered and battery-powered ships in current maritime operations. In 2024 IEEE International Conference on Real-time Computing and Robotics (RCAR) (pp. 74–79). IEEE. EI核心会议,第一作者)

      [3] Mao, R., Li, Y. J., & Zhang, H. X. (2023). Digital twin-based research in the maritime industry: A brief survey. In IECON 2023 – 49th Annual Conference of the IEEE Industrial Electronics Society (pp. 1–6). IEEE. EI核心会议,第一作者)

      [4] Mao, R., Li, Y. J., & Zhang, H. X. (2023). Simulation method in automotive, aviation and maritime industries for digital twin: A brief survey. In 2023 IEEE 18th Conference on Industrial Electronics and Applications (ICIEA) (pp. 1442–1447). IEEE. EI核心会议,第一作者)

      [5] Mao, R., Kishimoto, M., & Iwai, H. (2021, May). Multipoint temperature measurement using a grid-shape electrical circuit assembled with resistance temperature detectors. Oral presentation at 58th National Heat Transfer Symposium of Japan.

      [6] Mao, R., Kishimoto, M., & Iwai, H. (2021, August). Artificial neural network aided multipoint temperature measurement using a grid-shape electric circuit of resistance temperature detectors. Oral presentation at 8th International Symposium on Advances in Computational Heat and Transfer (CHT-21).

      [7] Mao, R., Kishimoto, M., & Iwai, H. (2021, October). Artificial neural network aided multipoint temperature measurement using a grid-shape electric circuit of resistance temperature detectors. Oral presentation at 2nd Asian Conference on Thermal Sciences (ACTS).

      [8] Liu, Z., Ma, X. J., Mao, R., Ji, X., Tao, S. H., & Zhao, C. (2015). The hydrodynamic characteristics research of freak waves interaction with JIP Spar – Analysis of wave run-up. In ISOPE International Ocean and Polar Engineering Conference, ISOPE-I-15-123.



    • 科研项目

      [1] 江苏科技大学海外引进项目,1202932208,基于多源数据融合的海上风电机剩余使用寿命预测方法研究,2023.05–2026.0535万元,在研,主持。


    • 获奖动态

      Ø2024年入选江苏省双创博士

      Ø2024年度江苏省冷链学会科学技术进步奖一等奖(排名第一)

      Ø2022年度江苏省冷链学会科学技术进步奖特等奖(排名第五)

      Ø获得江苏科技大学外国留学生教学观摩比赛三等

      Ø江苏科技大学第二届青年教师英文讲课比赛三等奖

      Ø国家奖学金2014.11

      Ø日本JASSO奖学金 2017.10

      Ø挪威科技大学奖学金 2017.10

      Ø挪威科技大学 优秀硕士毕业论文 2018.12

      Ø日本JASSO奖学金 2021.01

      Ø京都大学大学院教育支援机构奖励研究員 20212022


    • 论文著作

      期刊

      [1] Mao, R.*, Li, Y. J., Li, G. Y., Hildre, H. P., & Zhang, H. X. (2025). A systematic survey of digital twin applications: Transferring knowledge from automotive and aviation to maritime industry. IEEE Transactions on Intelligent Transportation Systems, 2025, 26(4): 4240-4259. https://doi.org/10.1109/TITS.2025.3535593 (中科院1Top,第一作者及通讯作者,影响因子7.9

      [2] Mao, R.*, Xu, W. Q., Qian, Y. T., Li, X. R., Li, Y. J., Li, G. Y., & Zhang, H. X. (2025). Understanding the Determinants of Electric Vehicle Range: A Multi-Dimensional Survey. Sustainability, 17(10), 4259. https://doi.org/10.3390/su17104259(中科院3区,第一作者及通讯作者,影响因子2.7

      [3] Li, Y. J., Yang, Z. Y., Zhang, S., Mao, R.*, Ye, L. C., & Liu, Y. (2025). TCN-MBMAResNet: A novel fault diagnosis method for small marine rolling bearings. Measurement Science and Technology, 36(2), 026212. (中科院3区,通讯作者,影响因子2.7

      [4] Yang, Z. Y., Mao, R. *, Ye, L. C., Liu, Y., Hu, X. X., & Li, Y. J. (2025). VSC-ACGAN: Bearing fault diagnosis model applied to imbalanced samples. Measurement Science and Technology, 36(3), 036212. (中科院3区,第一通讯作者,影响因子2.7

      [5] Mao, R.*, Kishimoto, M., Sugihara, S., Kakuda, K., & Iwai, H. (2022). Grid-shape electrical circuit assembled with resistance temperature detectors for multipoint temperature measurement of solid oxide fuel cells. Journal of Power Sources, 530, 231293. (中科院2Top,第一作者及通讯作者,影响因子9.2,引用数4

      [6] Mao, R.*, Kishimoto, M., & Iwai, H. (2021). Multipoint temperature measurement using serially connected resistor-capacitor parallel circuits by impedance spectroscopy. Sensors and Actuators A: Physical, 331, 113051. (仪器类2区,第一作者及通讯作者,影响因子4.6,引用数5

      [7] Mao, R., Li, G. Y.*, Hildre, H. P., & Zhang, H. X. (2021). A survey of eye tracking in automobile and aviation studies: Implications for eye-tracking studies in marine operations. IEEE Transactions on Human-Machine Systems, 51(2), 87–98. (中科院2区,第一作者,影响因子3.6,引用数30

      [8] Li, G. Y.*, Mao, R., Hildre, H. P., & Zhang, H. X. (2020). Visual attention assessment for expert-in-the-loop training in a maritime operation simulator. IEEE Transactions on Industrial Informatics, 16(1), 522–531. (中科院1Top,共同第一作者,影响因子12.3,引用数32

      [9] Wang, Y. Z., Ji, C. Y., Xu, S., & Mao, R. (2025). Theoretical study on the wave attenuation performance of floating breakwater with a rectangular cross-section. China Ocean Engineering, 2025, 1–12. (中科院2区)

      [10] Li, Y. J., Li, L., Mao, R., Zhang, Y., Xu, S., & Zhang, J. L.* (2024). Hybrid data-driven approach for predicting the remaining useful life of lithium-ion batteries. IEEE Transactions on Transportation Electrification, 10(2), 2789–2805. (中科院1Top,第三作者,影响因子7,引用数16

      [11] Li, Y. J., Wang, R. Q., Mao, R., Zhang, Y., Zhu, K., Li, Y. J., & Zhang, J. L. (2024). A fault diagnosis method based on an improved deep Q-network for the inter-turn short circuits of a permanent magnet synchronous motor. IEEE Transactions on Transportation Electrification, 10(2), 3870–3887. (中科院1Top,第三作者,影响因子7,引用数16

      [12] Li, Y. J., Zhu, Y., Yu, Y., Mao, R., Ye, L. C., Liu, Y., Liu, R. C., Lang, T., & Zhang, J. L.* (2024). DACA: A domain adaptive fault diagnosis approach with class-aware based on cross-domain extreme imbalance data. Expert Systems with Applications, 256, 124944. (中科院1Top,第四作者,影响因子7

      [13] Li, L., Li, Y. J.*, Mao, R., Li, Y. L., Lu, W. Z., & Zhang, J. L. (2024). TPANet: A novel triple parallel attention network approach for remaining useful life prediction of lithium-ion batteries. Energy, 309, 132890. (中科院1Top,第三作者,影响因子9

      [14] Li, L., Li, Y. J.*, Mao, R., Li, L., Hua, W. B., & Zhang, J. L. (2023). Remaining useful life prediction for lithium-ion batteries with a hybrid model based on TCN-GRU-DNN and dual attention mechanism. IEEE Transactions on Transportation Electrification, 9(3), 4726–4740. (中科院1Top,第三作者,影响因子7,引用数81

      [15] Mao, R., Li, G. Y.*, Hildre, H. P., & Zhang, H. X. (2019). Analysis and evaluation of eye behavior for marine operation training – A pilot study. Journal of Eye Movement Research, 12(3). (第一作者,影响因子2.1,引用数17

      [16] 刘珍, 茅润泽, 马小剑, 嵇春艳, 李晨鹏. (2015). 畸形波作用下JIP Spar平台波浪力分析. 海洋工程, 33(04), 19–27.

        

      专著

      [1] Zhang, H. X., Mao, R., Major, P., Li, G. Y., & Hildre, H. P. (2024). Digital twins in the maritime industry. In Digital Twins for Vessel Life Cycle Service (pp. XX–XX). Springer, Singapore. https://doi.org/10.1007/978-981-97-4768-9_2

        

      学术会议

      [1] Y. Qian, R. Mao, Y. Li, G. Li, and H. Zhang, The Application of Eye-Tracking Technology in the Maritime Industry: A Brief Review, in Proc. 2025 IEEE Int. Conf. Real-time Computing and Robotics (RCAR), 2025, accepted.EI核心会议,学生第一作者)

      [2] Mao, R., Li, Y. J., Liu, K., Liu, J. F., Cheng, X., & Zhang, H. X. (2024). A comprehensive analysis of LNG-powered and battery-powered ships in current maritime operations. In 2024 IEEE International Conference on Real-time Computing and Robotics (RCAR) (pp. 74–79). IEEE. EI核心会议,第一作者)

      [3] Mao, R., Li, Y. J., & Zhang, H. X. (2023). Digital twin-based research in the maritime industry: A brief survey. In IECON 2023 – 49th Annual Conference of the IEEE Industrial Electronics Society (pp. 1–6). IEEE. EI核心会议,第一作者)

      [4] Mao, R., Li, Y. J., & Zhang, H. X. (2023). Simulation method in automotive, aviation and maritime industries for digital twin: A brief survey. In 2023 IEEE 18th Conference on Industrial Electronics and Applications (ICIEA) (pp. 1442–1447). IEEE. EI核心会议,第一作者)

      [5] Mao, R., Kishimoto, M., & Iwai, H. (2021, May). Multipoint temperature measurement using a grid-shape electrical circuit assembled with resistance temperature detectors. Oral presentation at 58th National Heat Transfer Symposium of Japan.

      [6] Mao, R., Kishimoto, M., & Iwai, H. (2021, August). Artificial neural network aided multipoint temperature measurement using a grid-shape electric circuit of resistance temperature detectors. Oral presentation at 8th International Symposium on Advances in Computational Heat and Transfer (CHT-21).

      [7] Mao, R., Kishimoto, M., & Iwai, H. (2021, October). Artificial neural network aided multipoint temperature measurement using a grid-shape electric circuit of resistance temperature detectors. Oral presentation at 2nd Asian Conference on Thermal Sciences (ACTS).

      [8] Liu, Z., Ma, X. J., Mao, R., Ji, X., Tao, S. H., & Zhao, C. (2015). The hydrodynamic characteristics research of freak waves interaction with JIP Spar – Analysis of wave run-up. In ISOPE International Ocean and Polar Engineering Conference, ISOPE-I-15-123.



    • 科研项目

      [1] 江苏科技大学海外引进项目,1202932208,基于多源数据融合的海上风电机剩余使用寿命预测方法研究,2023.05–2026.0535万元,在研,主持。


    • 获奖动态

      Ø2024年入选江苏省双创博士

      Ø2024年度江苏省冷链学会科学技术进步奖一等奖(排名第一)

      Ø2022年度江苏省冷链学会科学技术进步奖特等奖(排名第五)

      Ø获得江苏科技大学外国留学生教学观摩比赛三等

      Ø江苏科技大学第二届青年教师英文讲课比赛三等奖

      Ø国家奖学金2014.11

      Ø日本JASSO奖学金 2017.10

      Ø挪威科技大学奖学金 2017.10

      Ø挪威科技大学 优秀硕士毕业论文 2018.12

      Ø日本JASSO奖学金 2021.01

      Ø京都大学大学院教育支援机构奖励研究員 20212022


    • 论文著作

      期刊

      [1] Mao, R.*, Li, Y. J., Li, G. Y., Hildre, H. P., & Zhang, H. X. (2025). A systematic survey of digital twin applications: Transferring knowledge from automotive and aviation to maritime industry. IEEE Transactions on Intelligent Transportation Systems, 2025, 26(4): 4240-4259. https://doi.org/10.1109/TITS.2025.3535593 (中科院1Top,第一作者及通讯作者,影响因子7.9

      [2] Mao, R.*, Xu, W. Q., Qian, Y. T., Li, X. R., Li, Y. J., Li, G. Y., & Zhang, H. X. (2025). Understanding the Determinants of Electric Vehicle Range: A Multi-Dimensional Survey. Sustainability, 17(10), 4259. https://doi.org/10.3390/su17104259(中科院3区,第一作者及通讯作者,影响因子2.7

      [3] Li, Y. J., Yang, Z. Y., Zhang, S., Mao, R.*, Ye, L. C., & Liu, Y. (2025). TCN-MBMAResNet: A novel fault diagnosis method for small marine rolling bearings. Measurement Science and Technology, 36(2), 026212. (中科院3区,通讯作者,影响因子2.7

      [4] Yang, Z. Y., Mao, R. *, Ye, L. C., Liu, Y., Hu, X. X., & Li, Y. J. (2025). VSC-ACGAN: Bearing fault diagnosis model applied to imbalanced samples. Measurement Science and Technology, 36(3), 036212. (中科院3区,第一通讯作者,影响因子2.7

      [5] Mao, R.*, Kishimoto, M., Sugihara, S., Kakuda, K., & Iwai, H. (2022). Grid-shape electrical circuit assembled with resistance temperature detectors for multipoint temperature measurement of solid oxide fuel cells. Journal of Power Sources, 530, 231293. (中科院2Top,第一作者及通讯作者,影响因子9.2,引用数4

      [6] Mao, R.*, Kishimoto, M., & Iwai, H. (2021). Multipoint temperature measurement using serially connected resistor-capacitor parallel circuits by impedance spectroscopy. Sensors and Actuators A: Physical, 331, 113051. (仪器类2区,第一作者及通讯作者,影响因子4.6,引用数5

      [7] Mao, R., Li, G. Y.*, Hildre, H. P., & Zhang, H. X. (2021). A survey of eye tracking in automobile and aviation studies: Implications for eye-tracking studies in marine operations. IEEE Transactions on Human-Machine Systems, 51(2), 87–98. (中科院2区,第一作者,影响因子3.6,引用数30

      [8] Li, G. Y.*, Mao, R., Hildre, H. P., & Zhang, H. X. (2020). Visual attention assessment for expert-in-the-loop training in a maritime operation simulator. IEEE Transactions on Industrial Informatics, 16(1), 522–531. (中科院1Top,共同第一作者,影响因子12.3,引用数32

      [9] Wang, Y. Z., Ji, C. Y., Xu, S., & Mao, R. (2025). Theoretical study on the wave attenuation performance of floating breakwater with a rectangular cross-section. China Ocean Engineering, 2025, 1–12. (中科院2区)

      [10] Li, Y. J., Li, L., Mao, R., Zhang, Y., Xu, S., & Zhang, J. L.* (2024). Hybrid data-driven approach for predicting the remaining useful life of lithium-ion batteries. IEEE Transactions on Transportation Electrification, 10(2), 2789–2805. (中科院1Top,第三作者,影响因子7,引用数16

      [11] Li, Y. J., Wang, R. Q., Mao, R., Zhang, Y., Zhu, K., Li, Y. J., & Zhang, J. L. (2024). A fault diagnosis method based on an improved deep Q-network for the inter-turn short circuits of a permanent magnet synchronous motor. IEEE Transactions on Transportation Electrification, 10(2), 3870–3887. (中科院1Top,第三作者,影响因子7,引用数16

      [12] Li, Y. J., Zhu, Y., Yu, Y., Mao, R., Ye, L. C., Liu, Y., Liu, R. C., Lang, T., & Zhang, J. L.* (2024). DACA: A domain adaptive fault diagnosis approach with class-aware based on cross-domain extreme imbalance data. Expert Systems with Applications, 256, 124944. (中科院1Top,第四作者,影响因子7

      [13] Li, L., Li, Y. J.*, Mao, R., Li, Y. L., Lu, W. Z., & Zhang, J. L. (2024). TPANet: A novel triple parallel attention network approach for remaining useful life prediction of lithium-ion batteries. Energy, 309, 132890. (中科院1Top,第三作者,影响因子9

      [14] Li, L., Li, Y. J.*, Mao, R., Li, L., Hua, W. B., & Zhang, J. L. (2023). Remaining useful life prediction for lithium-ion batteries with a hybrid model based on TCN-GRU-DNN and dual attention mechanism. IEEE Transactions on Transportation Electrification, 9(3), 4726–4740. (中科院1Top,第三作者,影响因子7,引用数81

      [15] Mao, R., Li, G. Y.*, Hildre, H. P., & Zhang, H. X. (2019). Analysis and evaluation of eye behavior for marine operation training – A pilot study. Journal of Eye Movement Research, 12(3). (第一作者,影响因子2.1,引用数17

      [16] 刘珍, 茅润泽, 马小剑, 嵇春艳, 李晨鹏. (2015). 畸形波作用下JIP Spar平台波浪力分析. 海洋工程, 33(04), 19–27.

        

      专著

      [1] Zhang, H. X., Mao, R., Major, P., Li, G. Y., & Hildre, H. P. (2024). Digital twins in the maritime industry. In Digital Twins for Vessel Life Cycle Service (pp. XX–XX). Springer, Singapore. https://doi.org/10.1007/978-981-97-4768-9_2

        

      学术会议

      [1] Y. Qian, R. Mao, Y. Li, G. Li, and H. Zhang, The Application of Eye-Tracking Technology in the Maritime Industry: A Brief Review, in Proc. 2025 IEEE Int. Conf. Real-time Computing and Robotics (RCAR), 2025, accepted.EI核心会议,学生第一作者)

      [2] Mao, R., Li, Y. J., Liu, K., Liu, J. F., Cheng, X., & Zhang, H. X. (2024). A comprehensive analysis of LNG-powered and battery-powered ships in current maritime operations. In 2024 IEEE International Conference on Real-time Computing and Robotics (RCAR) (pp. 74–79). IEEE. EI核心会议,第一作者)

      [3] Mao, R., Li, Y. J., & Zhang, H. X. (2023). Digital twin-based research in the maritime industry: A brief survey. In IECON 2023 – 49th Annual Conference of the IEEE Industrial Electronics Society (pp. 1–6). IEEE. EI核心会议,第一作者)

      [4] Mao, R., Li, Y. J., & Zhang, H. X. (2023). Simulation method in automotive, aviation and maritime industries for digital twin: A brief survey. In 2023 IEEE 18th Conference on Industrial Electronics and Applications (ICIEA) (pp. 1442–1447). IEEE. EI核心会议,第一作者)

      [5] Mao, R., Kishimoto, M., & Iwai, H. (2021, May). Multipoint temperature measurement using a grid-shape electrical circuit assembled with resistance temperature detectors. Oral presentation at 58th National Heat Transfer Symposium of Japan.

      [6] Mao, R., Kishimoto, M., & Iwai, H. (2021, August). Artificial neural network aided multipoint temperature measurement using a grid-shape electric circuit of resistance temperature detectors. Oral presentation at 8th International Symposium on Advances in Computational Heat and Transfer (CHT-21).

      [7] Mao, R., Kishimoto, M., & Iwai, H. (2021, October). Artificial neural network aided multipoint temperature measurement using a grid-shape electric circuit of resistance temperature detectors. Oral presentation at 2nd Asian Conference on Thermal Sciences (ACTS).

      [8] Liu, Z., Ma, X. J., Mao, R., Ji, X., Tao, S. H., & Zhao, C. (2015). The hydrodynamic characteristics research of freak waves interaction with JIP Spar – Analysis of wave run-up. In ISOPE International Ocean and Polar Engineering Conference, ISOPE-I-15-123.



  • 2011.09-2015.06        江苏科技大学船舶与海洋学院学士


    2016.08-2019.03  挪威科技大学船舶与海洋学科硕士


    2019.04-2022.09        京都大学机械理工学博士

      

    2022.11-至今    江苏科技大学海洋学院 讲师



    2011.09-2015.06 BEng, School of Naval Architecture and Ocean Engineering, Jiangsu University of Science and Technology (JUST)


    2016.08-2019.03 M.Sc., Ship design, Norwegian University of Science and Technology (NTNU)


    2019.04-2022.09 Ph.D. in Mechanical Science and Engineering, Kyoto University


    2022.11-Lecturer, Ocean college, Jiangsu University of Science and Technology




  • 《生产实习》、

    《工程伦理》、

    《专业写作与表达》、

    《机器学习基础》

    《机器学习实践》