Publications: DR Pengfei Fan

Jiang R, Jia D, Lim EG, Fan P, Zhang Y, Wang S ( 2026 ) . A joint topology-data fusion graph network for robust traffic speed prediction with data anomalism . Information Sciences vol. 729 ,

Jiang R, Wang S, Liu B, Zhang Y, Fan P, Jia D ( 2026 ) . A novel hybrid macroscopic fundamental diagram-informed deep learning method for lane-level traffic prediction . Information Fusion vol. 126 ,

Tang Z, Yang Z, Cai X, Li Z, Wei L, Fan P, Yao X ( 2026 ) . CellKAN: Cellular multi-attention Kolmogorov-Arnold networks for nuclei segmentation in histopathology images . Displays vol. 91 ,

Jiang R, Wang S, Ma W, Zhang Y, Fan P, Jia D ( 2025 ) . A knowledge-informed dynamic correlation modeling framework for lane-level traffic flow prediction . Information Fusion vol. 124 ,

Fan P, Wang D, Zhang Y, Jiang R, Gu H ( 2025 ) . An efficient traffic acoustic energy harvester using optimized Helmholtz resonators for sustainable roadside power generation and smart monitoring . Energy Conversion and Management X vol. 28 ,

Fan P, Zhang Y, Wang X, Jiang R, Jia D, Wang S, Wang X, Tai H ( 2025 ) . Acoustic energy harvesting: Innovations in harvesters, efficiency enhancement techniques, and future applications . Sensors and Actuators A Physical vol. 390 ,

Meng Z, Huo J, Huang W, Bajaj N, Fan P ( 2024 ) . Self-supervise Learning for Medical Image Segmentation Using Barlow Twins Model . Conference: Proceedings of the 2024 2nd Asia Symposium on Image and Graphics118 - 124 .

Bajaj N, Chiotis D, Moosaei R, Smith JBL, Fan P, Carrión JR ( 2025 ) . A Tool for Detecting Similarities in Jupyter Notebooks Used as Assessment Reports . Conference: 2025 IEEE Global Engineering Education Conference (EDUCON) vol. 00 , 1 - 5 .

Che X, Li N, Bajaj N, Fan P ( 2025 ) . Enhancing Competition-Based Big Data Analytics Learning Through AI-Driven Distributed Scaffolding . Conference: 2025 IEEE Global Engineering Education Conference (EDUCON) vol. 00 , 1 - 5 .

Zhang Y, Fan P, Jiang R, Gu H, Wang C, Wang S, Jia D ( 2025 ) . A Survey on RL-Based Approaches for Traffic Signal and Joint Vehicle-Signal Control . Conference: 2025 11th International Conference on Computing and Artificial Intelligence (ICCAI) vol. 00 , 597 - 604 .

Jiang R, Fan P, Wang C, Zhang Y, Wang S, Jia D ( 2025 ) . An Adaptive Multi-Source Correlation Fusion Approach for Lane-Level Traffic Flow Prediction . Conference: 2025 11th International Conference on Computing and Artificial Intelligence (ICCAI) vol. 00 , 386 - 392 .

Fan P, Zhang Y, Jiang R, Wang X, Wang C, Wang S, Zhu B, Wen C ( 2025 ) . An Innovative Approach for Vehicle Speed Recognition through Noise Emission Analysis by Using Machine Learning . Conference: 2025 11th International Conference on Computing and Artificial Intelligence (ICCAI) vol. 00 , 134 - 141 .

Shen Z, Mao M, Fan P ( 2024 ) . A Primary Comparison of Diffusion Models and Generative Adversarial Networks for Image Synthesis . Conference: Proceedings of the 2024 7th International Conference on Machine Learning and Machine Intelligence (MLMI)225 - 234 .

Mao M, Shen Z, Fan P ( 2024 ) . Improved Diffusion Model for Fast Image Generation . Conference: Proceedings of the 2024 7th International Conference on Machine Learning and Machine Intelligence (MLMI)209 - 216 .

Fan P, Jiang R, Wang S, Wang X, Zhang Y, Jia D ( 2024 ) . An efficient acoustic energy harvester by using deep learning-based traffic prediction . Energy vol. 308 ,

Fan P, Purwanto E, Li N, Wang J, Tay TT, Wang L, Wang Q ( 2024 ) . Unlocking the Potential of Competition-Based Learning: A Case Study of Kaggle in Big Data Analytics Education . Conference: 2024 10th International Conference on Smart Computing and Communication (ICSCC) vol. 00 , 589 - 595 .

Huang Y, Qian J, Fan P, Liu Y ( 2024 ) . Parameter estimation algorithm based on the combination of cross-correlation and principal component analysis for structured illumination microscopy . Proceedings of SPIE--the International Society for Optical Engineering . Conference: Sixth Conference on Frontiers in Optical Imaging and Technology: Novel Technologies in Optical Systems vol. 13153 ,

Xia W, Qian J, Fan P, Zuo C ( 2024 ) . Tiled and layer-adaptive three-dimensional structured illumination microscopy based on principal component analysis . Proceedings of SPIE--the International Society for Optical Engineering . Conference: Sixth Conference on Frontiers in Optical Imaging and Technology: Novel Imaging Systems vol. 13155 ,

Fan P, Wang Y, Ruddlesden M, Zuo C, Su L ( 2024 ) . Enhanced Light Control in Transmission and Reflection through a Dynamically Deformed Multimode Fiber with Deep Learning . 2024 Conference on Lasers and Electro-Optics, CLEO 2024 .

( 2024 ) . FourierDiff: Image Denoising Using Improved Denoising Diffusion Probabilistic Models via Fast Fourier Convolution . 35th British Machine Vision Conference Workshop Proceedings Bmvc 2024 .

Fan P, Ruddlesden M, Wang Y, Zhao L, Lu C, Su L ( 2022 ) . Semi-supervised Learning Enabled Scalable High-Spatial-Density Channel Multiplexing over Multimode Fibers . Conference: 2022 27th OptoElectronics and Communications Conference (OECC) and 2022 International Conference on Photonics in Switching and Computing (PSC) vol. 00 , 1 - 4 .

Fan P, Wang Y, Ruddlesden M, Wang X, Thaha MA, Sun J, Zuo C, Su L ( 2022 ) . Deep Learning Enabled Scalable Calibration of a Dynamically Deformed Multimode Fiber . Advanced Photonics Research2100304 - 2100304 .

Zuo C, Qian J, Feng S, Yin W, Li Y, Fan P, Han J, Qian K et al. ( 2022 ) . Correction: Deep learning in optical metrology: a review . Light: Science & Applications vol. 11 , ( 1 )

Zuo C, Qian J, Feng S, Yin W, Li Y, Fan P, Han J, Qian K et al. ( 2022 ) . Deep learning in optical metrology: a review . Light: Science & Applications vol. 11 , ( 1 )

Fan P, Ruddlesden M, Wang Y, Zhao L, Lu C, Su L ( 2021 ) . Learning Enabled Continuous Transmission of Spatially Distributed Information through Multimode Fibers . Laser and Photonics Reviews

Fan P, Ruddlesden M, Wang Y, Zhao L, Lu C, Su L ( 2020 ) . Learning Enabled Dense Space-division Multiplexing through a Single Multimode Fibre .

Fan P, Deng L, Su L ( 2018 ) . Light Propagation Prediction through Multimode Optical Fibers with a Deep Neural Network .

Fan P, Deng L, Su L ( 2018 ) . Light Propagation Prediction through Multimode Optical Fibers with a Deep Neural Network . Conference: 2018 IEEE 3rd Advanced Information Technology, Electronic and Automation Control Conference (IAEAC) vol. 00 , 1080 - 1084 .

Fan P, Zhao T, Su L ( 2018 ) . Deep learning the high variability and randomness inside multimode fibres .

Fan P, Ruddlesden M, Su L, Wang Y . Speckle Reconstruction with Corruption through Multimode Fibers Using Deep Learning . Conference: CLEO 2020 ( San Jose Convention Center, San Jose, California, USA ) from: 10/03/2020 to: 15/05/2020 ,