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:
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 TII、TITS、THMS、JPS、Energy、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。
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1区Top, 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区, 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区, 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区, 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区, 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区, 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2区Top, 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2区Top, 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区, 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区, 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区, 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区, 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1区Top, 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1区Top, 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1区Top, 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1区Top, 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1区Top, 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2区Top, 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区, 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区, 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1区Top, 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区, 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
[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;
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 2021–2022
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1区Top,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2区Top,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1区Top,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1区Top,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1区Top,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1区Top,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1区Top,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1区Top,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.
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 2021–2022
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1区Top,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2区Top,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1区Top,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1区Top,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1区Top,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1区Top,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1区Top,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1区Top,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.
[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,2023.05–2026.05,35万元,在研,主持。
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 2021–2022
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1区Top,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2区Top,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1区Top,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1区Top,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1区Top,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1区Top,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1区Top,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1区Top,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》