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Recent Work

Many thanks to my students, collaborators, and colleagues for working together on these exciting projects. You are welcome to contact me if you are interested in these works.

Book Chapter ​

  1. Raiyan Talkhani, Tao Huang, Shushi Gu, Zhaoxia Guo, Guanglin Zhang, Wei Xiang, “Chapter 1. Deep Learning for Vehicle Safety,” Deep Learning and Its Applications for Vehicle Networks (Edited by Fei Hu and Iftikhar Rasheed), CRC Press. eBook ISBN 9781003190691, 12 May 2023.

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Journal

  1. Weiyi Xiong, Jianan Liu, Tao Huang, Qing-Long Han, Yuxuan Xia, and Bing Zhu, “LXL: LiDAR exclusive lean 3D object detection with 4D imaging radar and camera fusion,” IEEE Transactions on Intelligent Vehicles, accepted 25 September 2023.

  2. Xiaowen Huang, Tao Huang, Wenjie Zhang, Chair Kiat Yeo, Shuguang Zhao, and Guanglin Zhang, “Pricing optimization in MEC systems: Maximizing resource utilization through joint server configuration and dynamic operation,” IEEE Transactions on Mobile Computing, Accepted 6 September 2023.

  3. Jameel Ahmad, Muhammad Umer Zia, Ijaz Naqvi, Jawwad Chattha, Faran Butt, Tao Huang, and Wei Xiang,  “Synergy of Machine Learning and Blockchain Technologies for Connected Vehicles Cybersecurity,” WIREs Data Mining and Knowledge Discovery, accepted, 12 August 2023.

  4. Xi Zhou, Wei Xiang, and Tao Huang, “A novel neural network for improved in-hospital mortality prediction with irregular and incomplete multivariate data,” Neural Networks, accepted, 25 July 2023.

  5. Xiaobing Dang, Wei Xiang, Lei Yuan, Yuan Yang, Eric Wang, and Tao Huang, “Deep Unfolding Scheme for Grant-free Massive-access Vehicular Networks,” IEEE Transactions on Intelligent Transportation Systems, accepted, 30 June 2023.

  6. Mohammad Mainul Hasan, Tanveer Saleh, Ali Sophian, M. Azizur Rahman, Tao Huang, and Mohamed Sultan Mohamed Ali, “Experimental Modelling Techniques in Electrical Discharge Machining (EDM): A Review,” International Journal of Advanced Manufacturing Technology, accepted, 18 May 2023.

  7. Steve Kerrison, Jusak Jusak, and Tao Huang, “Blockchain-enabled IoT for Rural Healthcare using Digital Twins,” Accepted by  Electronics MDPI, 4 May 2023.

  8. Wei Meng, Yidong Gu, Jianjun Bao, Xue Cui, Li Gan, Tao Huang, and Zhengmin Kong, “Cooperative Jamming with AF Relay in Power Monitoring and Communication Systems for Mining,” Electronics MDPI, 20 February 2023.

  9. Majumder Haider, M. K. Peyal, Tao Huang and Wei Xiang, “Road Crack Avoidance: A CNN-based Smart Transportation System for Intelligent Vehicles," Journal of Intelligent Transportation Systems: Technology, Planning and Operations., 12 February 2023, DOI: 10.1080/15472450.2023.2175613.

  10. Zhengmin Kong, Hui Ouyang, Yiyuan Cao, Tao Huang, Euijoon Ahn, Maoqi Zhang and Huan Liu, “Automated Periodontitis Bone Loss Diagnosis in Panoramic Radiographs Using a Bespoke Two-Stage Detector,” Computers in Biology and Medicine. Accepted November 2022.

  11. Shushi Gu, Zichao Yu, Qinyu Zhang and Tao Huang, “Energy-Aware Coded Transmission Strategy for Hierarchical Cooperative Caching Networks,” in IEEE Wireless Communications Letters, 2022, doi: 10.1109/LWC.2022.3220810.

  12. Umer Zia, Wei Xiang, G.M. Vitetta and Tao Huang, “Deep Learning for Parametric Channel Estimation in Massive MIMO Systems,” IEEE Transactions on Vehicular Technology, accepted, November 2022.

  13. Jianan Liu, Liping Bai, Yuxuan Xia, Tao Huang, Bing Zhu, and Qing-long Han, "GNN-PMB: A Simple but Effective Online 3D Multi-Object Tracker without Bells and Whistles," in IEEE Transactions on Intelligent Vehicles, 2022. Early Access: https://ieeexplore.ieee.org/document/9931411   arXiv:2206.10255v4, version 4, DOI: https://doi.org/10.48550/arXiv.2206.10255.

  14. Umer Zia, Wei Xiang, Tao Huang and I.H Naqvi, “Deep Learning-aided TR-UWB MIMO System,” in IEEE Transactions on Communications, vol. 70, no. 10, pp. 6579-6588, Oct. 2022, doi: 10.1109/TCOMM.2022.3199489.

  15. Mengyao Zhang, Tao Huang, Zhaoxia Guo, Zhenggang He, “Complex-network-based traffic network analysis and dynamics: A comprehensive review,” Physica A: Statistical Mechanics and its Applications, vol. 607, 2022, https://doi.org/10.1016/j.physa.2022.128063.

  16. Jianan Liu, Weiyi Xiong, Liping Bai, Yuxuan Xia, Tao Huang, Wanli Ouyang, and Bing Zhu, "Deep Instance Segmentation with Automotive Radar Detection Points," in IEEE Transactions on Intelligent Vehicles, 22 April 2022, doi: 10.1109/TIV.2022.3168899, Early access.

  17. Ruide Li, Jinglu Cui, Tao Huang, Lei Yang, and Shihao Yan, "Optimal Pulse-Position Modulation Order and Transmit Power in Covert Communications," in IEEE Transactions on Vehicular Technology, vol. 71, no. 5, pp. 5570-5575, May 2022, doi: 10.1109/TVT.2022.3151197.

  18. Shushi Gu, Xinyi Sun, Zhihua Yang, Tao Huang, Wei Xiang and Keping Yu, "Energy-Aware Coded Caching Strategy Design with Resource Optimization for Satellite-UAV-Vehicle Integrated Networks," in IEEE Internet of Things Journal, Early Access, vol. 9, no. 8, pp. 5799-5811, Apr. 2022. doi: 10.1109/JIOT.2021.3065664.

  19. Kang Han, Wei Xiang, Eric Wang and Tao Huang, "A Novel Occlusion-aware Vote Cost for Light Field Depth Estimation," in IEEE Transactions on Pattern Analysis and Machine Intelligence, August 2021.  doi:10.1109/TPAMI.2021.3105523, Early Access.

  20. Shushi Gu, Fugang Wang, Qinyu Zhang, Tao Huang, and Wei, Xiang, "Global Repair Bandwidth Cost Optimization of Generalized Regenerating Codes in Clustered Distributed Storage Systems," in IET Communications, vol. 15, no. 19, pp 2469-2481, Dec. 2021, doi: https://doi.org/10.1049/cmu2.12289.

  21. Lynne Powel, HanShe Lim, Iain Brown, Tao Huang, Neils Munksgaard, Mark Randall, Jason Holdsworth, and Helen Cook, "Innovation through collaboration: improving urban water management for a reef council," in Water E-Journal, vol. 5, no. 3, Oct. 2020

  22. Shuo Shi, Yuchen Li, Shushi Gu, Tao Huang and Xuemai Gu, "Time Allocation Optimization and Trajectory Design in UAV-Assisted Energy and Spectrum Harvesting Network," in IEEE Access, vol. 8, pp. 160537-160548, Sep. 2020.

  23. Tao Huang, Xiaojun Yuan, Jinhong Yuan, and Wei Xiang, "Optimization of Data Exchange in 5G vehicle infrastructure edge networks," in IEEE Transactions on Vehicular Technology, vol. 69, no. 9, pp. 9376-9389, Sept. 2020.

  24. Rana Abbas, Mahyar Shirvanimoghaddam, Tao Huang, Yonghui Li, and Branka Vucetic, "Novel design for short analog fountain codes," in IEEE Communications Letters, vol. 23, no. 8, pp. 1306-1309, Aug. 2019.

  25. Wei Xiang, Tao Huang, and Wanggen Wan, "Machine learning-based optimization for vehicle-to-infrastructure communications," in Future Generation Computer Systems, vol. 94, pp. 488-495, May 2019.

  26. Qifu Sun, Tao Huang, and Jinhong Yuan, "On Lattice-Partition-Based Physical-Layer Network Coding over GF(4)," in IEEE Communications Letters, vol. 10, no. 10, pp. 1988-1991, October 2013.

  27. Qifu Sun, Jinhong Yuan, Tao Huang, and Wing-Ki Shum, "Lattice Network Codes Based on Eisenstein Integers," in IEEE Transactions on Communications, vol. 61, no. 7, pp. 2713-2725, July 2013.

  28. Tao Huang, Tao Yang, Jinhong Yuan, and Ingmar Land, "Design of Irregular Repeat-Accumulate Coded Physical-Layer Network Coding for Gaussian Two-way Relay Channels," in IEEE Transactions on Communications, vol. 61, no. 3, pp. 897-909, March 2013.

  29. Tao Yang, Ingmar Land, Tao Huang, Jinhong Yuan, and Zhuo Chen, "Distance Spectrum and Performance of Channel-Coded Physical-Layer Network Coding for Binary-Input Gaussian Two-Way Relay Channels," in IEEE Transactions on Communications, vol. 60, no. 6, pp. 1499-1510, June 2012.

  30. Gengkun Wang, Wei Xiang, Jinhong Yuan, and Tao Huang, "Outage Analysis of Non-Regenerative Analog Network Coding for Two-Way Multi-Hop Networks," in IEEE Communications Letters, vol. 15, no. 6, pp. 662-664, June 2011.


Conference

  1. Rajas Bhope, Kiran Telele, and Tao Huang, “Adaptive ambiance model for the noise canceling headphones,” the 2023 IEEE Industrial Electronics and Applications Conference (IEACon), accepted.

  2. [Oral presentation] Lucy Gardner, David Phelps, Jack Koci, Tao Huang, Ben Jarihani, Paul Nelson, Geoff Penton, “Rapid Assessment of Mitchell Grass on Southern Gulf Rangelands using Drone Imagery and Machine Learning,” the 22nd Australian Rangeland Society Conference, Broome, Australia 2023.

  3. Ke Liu, Tao Huang, and Zhaoxia Guo, "Classification of Pathological Images of Skin Diseases Based on Deep Learning," accepted by the 4th International Conference on Data-driven Optimization of Complex Systems (DOCS2022).

  4. Weiyi Xiong, Jianan Liu, Yuxuan Xia, Tao Huang, Bing Zhu, and Wei Xiang, "Contrastive Learning for Automotive mmWave Radar Detection Points Based Instance Segmentation," 2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC), 2022, pp. 1255-1261, doi: 10.1109/ITSC55140.2022.9922540.

  5. Lynne Powell, Iain Brown, Hanshe Lim, and Tao Huang, "Innovation and Collaboration: Improving Urban Water Management for a Reef Council," Ozwater, May 2020.

  6. Rana Abbas, Mahyar Shirvanimoghaddam, Tao Huang, Yonghui Li, and Branka Vucetic, "Performance Analysis of Short Analog Fountain Codes," in Proceeding of IEEE Global Communications Conference (GLOBECOM), December 2019.

  7. Tao Huang, Jinhong Yuan, Xingqing Cheng, and Wan Lei, "Design of degrees of distribution of LDS-OFDM," in Proceeding of IEEE International Conference on Signal Processing and Communication Systems (ICSPCS), Cairns, QLD, December 2015.

  8. Tao Huang, Jinhong Yuan, Xingqing Cheng, and Wan Lei, "Advanced link-to-system modeling of MMSE-SIC receiver in MIMO-OFDM systems," in Proceeding of IEEE International Conference on Signal Processing and Communication Systems (ICSPCS), Cairns, QLD, December 2015.

  9. Tao Huang, Xiaojun Yuan, and Jinhong Yuan, "Degrees of Freedom of Half-duplex MIMO Multi-way Relay Channel with Full Data Exchange," in Proceeding of IEEE Global Communications Conference (GLOBECOM), December 2014.

  10. Tao Huang, Jinhong Yuan, and Qifu Sun, "Opportunistic Pair-wise Compute-and-Forward in Multi-way Relay Channels," in Proceeding of IEEE International Conference on Communications (ICC), Budapest, Hungary, June 2013.

  11. Yuanye Ma, Tao Huang, Jun Li, Jinhong Yuan, Zihuai Lin, and Branka Vucetic, "Novel Nested Convolutional Lattice Codes for Multi-Way Relaying Systems over Fading Channels," in Proceeding of IEEE Wireless Communications and Networking Conference (WCNC), pp. 2671-2676, Shanghai, China, April 2013.

  12. Tao Huang, Jinhong Yuan, and Jing (Tiffany) Li, "Analysis of Compute-and-Forward with QPSK in Two-way Relay Fading Channels," in Proceeding of the 14th Australian Communications Theory Workshop (AusCTW), pp. 75-80, Adelaide, Australia, January 2013.

  13. Tao Huang, Tao Yang, Jinhong Yuan, and Ingmar Land, "Convergence Analysis for Channel-coded Physical Layer Network Coding in Gaussian Two-way Relay Channels," in Proceeding of the 8th International Symposium on Wireless Communication Systems (ISWCS), pp. 849-853, Aachen, Germany, November 2011.

  14. Tao Yang, Ingmar Land, Tao Huang, Jinhong Yuan, and Zhuo Chen, "Distance Properties and Performance of Physical Layer Network Coding with Binary Linear Codes for Gaussian Two-Way Relay Channels," in Proceeding of IEEE International Symposium on Information Theory (ISIT), pp. 2070-2074, Saint Petersburg, Russia, August 2011.

  15. Gengkun Wang, Wei Xiang, Jinhong Yuan, and Tao Huang, "Outage Performance of Analog Network Coding in Generalized Two-Way Multi-Hop Networks," in Proceeding of IEEE Wireless Communications and Networking Conference (WCNC), pp. 1988-1993, Quintana-Roo, Mexico, March 2011.

  16. Tao Huang, Bin Guo, and Matthew Trinkle, "FPGA Implementation of GPS Carrier and Code Tracking Loops," in Proceeding of International Global Navigation Satellite Systems Society Conference (IGNSS), Sydney, Australia, December 2007.

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Patent

  1. Jinhong Yuan, Yue Zhao, Tao Huang, and Xingqing Cheng, "Method, apparatus and receiver for computing signal-to-interference-and-noise ratio," Patent filed by Huawei Technologies Co., Ltd., Publication number: WO2017049633 A1, 30 Mar. 2017.


Edited Books

  1. Tao Huang, Shihao Yan, Guanglin Zhang, Li Sun, Tsz Hon Yuen, YoHan Park, Changhoon Lee, Security and Privacy for Modern Wireless Communication Systems, MDPI, July 2023, Pages: 308. Online available https://www.mdpi.com/books/book/7633. ISBN 978-3-0365-8228-3 (hardback); ISBN 978-3-0365-8229-0 (PDF) https://doi.org/10.3390/books978-3-0365-8229-0 (registering DOI).

  2. Xuyun Zhang, Guanfeng Liu, Meikang Qui, Wei Xiang and Tao Huang (2020) Cloud Computing, Smart Grid and Innovative Frontiers in Telecommunications: 9th EAI international conference, Cloudcomp 2019, and 4th EAI international conference, SmartGIFT 2019, Beijing, China, December 4-5, 2019, and December 21-22, 2019. Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering, 322. Springer, Cham, Switzerland.

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Preprint ​

  1. Ting Meng, Chunyun Fu, Mingguang Huang, Xiyang Wang, Jiawei He, Tao Huang, Wankai Shi, "Localization-guided track: A deep association multi-object tracking framework based on localization confidence of detections," 2023, https://doi.org/10.48550/arXiv.2309.09765.

  2. Hao Li, Yusheng Zhou, Jianan Liu, Xiling Liu, Tao Huang, Zhihan Lv, “Batch Implicit Neural Representation for MRI Parallel Reconstruction,” 2023, https://doi.org/10.48550/arXiv.2309.06067.

  3. Jianan Liu, Guanhua Ding, Yuxuan Xia, Jinping Sun, Tao Huang, Lihua Xie, Bing Zhu, “Which Framework is Suitable for Online 3D Multi-Object Tracking for Autonomous Driving with Automotive 4D Imaging Radar?” 2023, https://doi.org/10.48550/arXiv.2309.06036.

  4. Zhenrong Zhang, Jiananj Liu, Yuxuan Xia, Tao Huang, Qing-Long Han, and Hongbin Liu, “LEGO: Learning and Graph-Optimized Modular Tracker for Online Multi-Object Tracking with Point Clouds,” 2023,  
    https://doi.org/10.48550/arXiv.2308.09908.

  5. Jianan Liu, Qiuchi Zhao, Weiyi Xiong, Tao Huang, Qing-Long Han, Bing Zhu, “SMURF: Spatial Multi-Representation Fusion for 3D Object Detection with 4D Imaging Radar,” 20 July 2023, https://doi.org/10.48550/arXiv.2307.10784.

  6. Weiyi Xiong, Jianan Liu, Tao Huang, Qing-Long Han, Yuxuan Xia, and Bing Zhu, “LXL: LiDAR exclude lean 3D object detection with 4D imaging radar and camera fusion,” 03 July 2023, arXiv:2307.00724. https://arxiv.org/abs/2307.00724.

  7. Shuo Liu, Zhengmin Kong, Tao Huang, Yang Du, and Wei Xiang, “An ADMM-LSTM Framework for Short-Term Load Forecasting,” 2023, available at SSRN: https://ssrn.com/abstract=4455702 or http://dx.doi.org/10.2139/ssrn.4455702.

  8. Xi Zhou, Wei Xiang, and Tao Huang, “A novel neural network for improved in-hospital mortality prediction with irregular and incomplete multivariate data,” 2023, available at SSRN: https://ssrn.com/abstract=4418723  or http://dx.doi.org/10.2139/ssrn.4418723.

  9. Yusheng Zhou, Hao Li, Jianan Liu, Zhengmin Kong, Tao Huang, Euijoon Ahn, and Zhihan Lv, “UNAEN: Unsupervised Abnormality Extraction Network for MRI Motion Artifact Reduction,” 2023, arXiv:2301.01732v1, version 1, DOI: https://doi.org/10.48550/arXiv.2301.01732.

  10. Yanlong Yang, Jianan Liu, Tao Huang, Qing-Long Han, Gang Ma, and Bing Zhu, “RaLiBEV: Radar and LiDAR BEV Fusion Learning for Anchor Box Free Object Detection System,” 2022, arXiv:2211.06108, version 1, DOI: https://doi.org/10.48550/arXiv.2211.06108, [PREPRINT]

  11. Jianan Liu, Hao Li, Tao Huang, Euijoon Ahn, Adeel Razi, and Wei Xiang, "Unsupervised Representation Learning for 3D MRI Super Resolution with Degradation Adaptation," 2022, arXiv:2205.06891v1, version 1, DOI: https://doi.org/10.48550/arXiv.2205.06891, [PREPRINT].

  12. Jianan Liu, Liping Bai, Yuxuan Xia, Tao Huang, Bing Zhu, and Qing-Long Han, “GNN-PMB: A simple but effective online 3d multi-object tracker without bells and whistles,” 2022, arXiv:2206.10255v6, version 6, DOI: https://doi.org/10.48550/arXiv.2206.10255.

  13. Rana Abbas, Tao Huang, Basit Shahab, Mahyar Shirvanimoghaddam, Yonghui Li, and Branka Vucetic, "Grant-Free Non-Orthogonal Multiple Access: A Key Enabler for 6G-IoT," 2020, arXiv:2003.10257v1, version 1, DOI: https://doi.org/10.48550/arXiv.2003.10257, [PREPRINT].

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Submitted​

  1. Isha Batra, Arun Malik, Shamneesh Sharma, Chetan Sharma, Tao Huang, and Sanwar Hosen, “Explainable artificial intelligence and cyber-physical systems in smart cities: Technologies, challenges, and opportunities,” Submitted to Information Systems, 19 September 2023.

  2. [Conference] Hao Li, Yusheng Zhou, Jianan Liu, Xiling Liu, Tao Huang, Zhihan Lv, “Batch Implicit Neural Representation for MRI Parallel Reconstruction,” Submitted to IEEE International Symposium on Biomedical Imaging (ISBI), 2024.

  3. Sean Sloan, Raiyan R. Talkhani, Tao Huang, Jayden Engert, and William F. Laurance, “Mapping Remote Roads Using Artificial Intelligence And Satellite Imagery,” Submitted to Remote Sensing, 13 September 2023.

  4. [Conference] Jianan Liu, Guanhua Ding, Yuxuan Xia, Jinping Sun, Tao Huang, Lihua Xie, Bing Zhu, “Which Framework is Suitable for Online 3D Multi-Object Tracking for Autonomous Driving with Automotive 4D Imaging Radar?” Submitted to IEEE International Conference on Robotics and Automation (ICRA), 2024, on 13 September 2023.

  5. Zilong Mi, Zhengmin Kong, Tao Huang, Peng Shi, Zhenwei Yu, and Li Ding, “Fixed-Time Hierarchical Distributed Control for Flexible Thermostatically Controlled Loads,” Submitted to IEEE Transactions on Smart Grid, 28 August 2023.

  6. Yusheng Zhou, Hao Li, Jianan Liu, Zhengmin Kong, Tao Huang, Euijoon Ahn, Zhihan Lv, Jinman Kim, and David Dagan Feng, “Explicit Abnormality Extraction for Unsupervised Motion Artifact Reduction in Magnetic Resonance Imaging,” Submitted to Journal of Biomedical and Health Informatics, 26 August 2023.

  7. Zhenrong Zhang, Jiananj Liu, Yuxuan Xia, Tao Huang, Qing-Long Han, and Hongbin Liu, “LEGO: Learning and Graph-Optimized Modular Tracker for Online Multi-Object Tracking with Point Clouds,” Submitted to IEEE Transactions on Multimedia, 19 August 2023.

  8. Jianan Liu, Hao Li, Tao Huang, Euijoon Ahn, Kang Han, Adeel Razi, Wei Xiang, Jinman Kim, and David Dagan Feng, “Unsupervised representation learning for 3D MRI super-resolution with degradation adaptation,” Submitted to the IEEE Transactions on Artificial Intelligence, 11 August 2023. 

  9. Jianan Liu, Qiuchi Zhao, Weiyi Xiong, Tao Huang, Qing-Long Han, Bing Zhu, “SMURF: Spatial Multi-Representation Fusion for 3D Object Detection with 4D Imaging Radar,” Submitted to IEEE Transactions on Intelligent Vehicles, 1 August 2023.

  10. Qiang Li, Yuan Yang, Yang Wen, Wei Xiang, and Tao Huang, “Active Gate Driver with Independently Suppressing Overshoot and Oscillation for SiC Module,” Submitted to IEEE Transactions on Power Electronics - Submitted on 4 January 2023.

  11. Chengyu Yang, Yuan Yang, Wei Xiang, and Tao Huang, “High Energy-Efficiency FPGA-Based CNN Coprocessor with Dual-Core Arithmetic Unit,” Submitted to IEEE Transactions on Consumer Electronics TCE-2023-06-0725, 30 June 2023.

  12. Shuo Liu, Zhengmin Kong, Tao Huang, Yang Du, Wei Xiang, “An ADMM-LSTM Framework for Short-Term Load Forecasting,” submitted to Neural Networks, 9 May 2023.

  13. Zhengmin Kong, Li Gan, Jing Song, Tao Huang, Weijun Yin, Shihao Yan, and Jinhong Yuan, “Robust outage-constrained secrecy rate of hybrid power line and wireless communication with artificial noise-aided beamforming for smart grid,” Submitted to IEEE Transactions on Information Forensics & Security, 22 April 2023.

  14. Yanlong Yang, Jianan Liu, Tao Huang, Qing-Long Han, Gang Ma, and Bing Zhu, “RaLiBEV: Radar and LiDAR BEV Fusion Learning for Anchor Box Free Object Detection System,” submitted to IEEE Transactions on Neural Networks and Learning Systems, Submitted on 13 December 2022.

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