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Dr. Yongxuan Lai 中文

Professor, Software Engineering Department, School of Informatics, Xiamen University

422 Simingnan Road, Siming District, Xiamen 361005, Fujian Province, P.R. China

Office: A302, Haiyun Buidling
Fax: 86-592-2580500
Mail：laiyx AT xmu.edu.cn

Recruiting Postgraduate Students

Short Biography

I got the Bachelor degree in Information Management in 2004 and Doctoral Degree in Computer Science in 2009, both from the Information School, Renmin University of China. I worked at Software Department, Xiamen University since 2009. I am taking an academic visiting at Data and Knowledge Engineering (DKE) Group, the University of Queensland, Australia, from Sep. 2017 to Sep. 2018. I gave lectures at Xiamen University Malaysia from Sep.2019 to Jan. 2020. I was born in Longyan City, Fujian Province, China.

Research & Grants

My research interests include Big Data Management and Analysis, Edge/Fog Computing, Network Data management on Vehicular Ad-hoc Networks, and Database. I am also interested in developing interesting applications, including websites, recommendation system, smart phone-based mobile applications. I am the Principal Investigator of following grant projects:

  1. 61872154, Research on Trusted Sensing Cloud Data Collection Based on Fog Computing Paradigm, Natural Science Foundation of China, 640k RMB,2019.1-2022.12, subprojec PI
  2. JCYJ20170818141325209, Research on Transportation Data Gathering and Intelligent Applications based on Edge Computing, the Shenzhen Basic Research Program, 500k RMB, 2018.3-2021.3
  3. No.61672441, Research on Adaptive Data Gathering Techniques Based on Fog Computing Paradigm in Vehicular Ad-hoc Networks, Natural Science Foundation of China, 630k RMB, 2017.1-2020.12
  4. No.2015BAH16F00/F01, Key Technology Research and Application Demonstration of Employment Information Portal and Non-physical Trading Platform for College Students, the National Key Technology Support Program (cooperated with Epweike Tec. Co. , 7270k RMB, 2015.7-2017.12
  5. No.61202012, Data Gathering and Dissemination in Opportunistic Wireless Sensor Networks, Natural Science Foundation of China, 230k RMB, 2013.1-2015.12
  6. No.2012121030, Data Forwarding and Gathering in Opportunistic Wireless Sensor Networks, Fundamental Research Funds for the Central Universities, 500k RMB, 2012.1-2014.12
  7. No.2011J05156, Complex Event Detection in Uncertain Sensor Networks, Natural Science Foundation of Fujian Province of China, 30k RMB, 2011.4-2013.9

    8. For more information, please visit the Mobile Computing Group.

Teaching

Courses that I have taught:

  1. Big Data Analytics
  2. Algorithm
  3. Artificial Intelligence
  4. Middleware Technology
  5. C# Programming Language
  6. C++ Programming Language
  7. Human Computer Interaction
  8. Object-orient Analysis and Design
  9. Advanced Database Systems
Awards
  1. The Second Prize of Xiamen Science and Technology Progress Award, 2021
    Title: Research and industrialization of key technologies of cable monitoring platform for cloud edge collaboration
  2. Xiamen leading entrepreneurial talent in the "Double Hundred Plan", 2020
  3. The Second Prize of Fujian Science and Technology Progress Award，2020
    Title: Research and applications of key technologies of intelligent bus management service platform
  4. CSC-IBM China Excellent Teacher Award, 2019
  5. Xiamen City's High-level Talents Category B (Provincial Leading Talent), 2019
  6. China Construction Bank Outstanding Research Award, 2018
  7. Xiamen Airlines Outstanding Teaching Award, 2014
  8. The Second Prize of Higher Education Teaching Award, Xiamen University, 2014
  9. The First Prize of the 8th Young Teachers' Teaching Skills Competition, Xiamen University, 2013
  10. Best Doctoral Dissertation Award, Renmin University, 2010
  11. Outstanding Graduate Award, Renmin University, 2009
Social Service
  1. 2021, Chair, 21st International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP 2021)
  2. 2019-2020, CCF Young Computer Scientists & Engineers Forum (YOCSEF) Academic Committee
  3. 2017, Publication Chair, 10th International Conference on Advanced Computational Intelligence （ICACI 2018）
  4. 2015-present, the Ministry of Education Degree and Graduate Education Development Center, Dissertation Review Expert
  5. 2012-present, Fujian Province Artificial Intelligence Association, Director Member
  6. 2015-present, Big Data Curriculum Public Service Platform for Chinese Universities, Senior Lecturer
  7. 2015, 2016, the first / second National Postgraduate Mobile Terminal Application Design Innovation Contest, Judges
  8. 2015, the 8th Intel Cup National Student Software Innovation Competition, Judge
  9. Reviewer of Transactions, including Transactions on Parallel and Distributed Systems, Frontiers of Computer Science ,International Journal of Sensor Networks

Books & Patents
  1. "Spark Technology (Python)", Ziyu Lin, Haishan Zheng, Yongxuan Lai, Posts and Telecom Press, Aprial, 2020.
  2. "Spark Technology (Scala)"，Ziyu Lin, Yongxuan Lai, Jiping Tao, Posts and Telecom Press, Aprial, 2018.
  3. A Reservable Taxi Matching Method, Invention Patent (Ranked First), Authorization Number: ZL 201811281523.2
  4. A Flexible Bus Dispatching Method and System, Invention Patent (Ranked First), Authorization Number: ZL 201810576741.2
  5. Event-driven Data Collection Method Based on Fog Nodes in Vehicluar Ad-hoc Network Environment, Invention Patent (Ranked 1st), Authorization number: ZL 201710398329.1
  6. A Method and System for Taxi Cruising Paths Recommendation Based on Trajectory Data, Invention Patent (Rank First), Authorization Number: ZL 201710329812.4
  7. A Redundant and Controllable Animation Image Adaptation Method, Invention Patent (Rank Third), Authorization Number: ZL 201510022139.0
  8. A Network Risk Source Traceability Method based on Backpropagation, Invention Patent (Rank Sixth), Authorization Number: ZL 201610482278.6
Selected Publications

    2023

  1. Yongxuan Lai*, Fan Yang, Ge Meng, Wei Lu, Data-driven Flexible Vehicle Scheduling and Route Optimization, in IEEE Transactions on Intelligent Transportation Systems, 23.12: 23099-23113, 2023 CCF Rank B, JCR Section 1, IF 5.595 [PDF]
  2. Linbo Liao, Yongxuan Lai*, Fan Yang, Wenhua Zeng. Online Computation Offloading with Double Reinforcement Learning Algorithm in Mobile Edge Computing, in Journal of Parallel and Distributed Computing, 171, pp.28-39, 2023 CCF Rank B, JCR Section 2, IF 4.542 [PDF]

    3. 2022

  3. Jianwei Chen, Fan Yang, Yongxuan Lai*, A Self-Distillation Approach via Entropy Transfer for Scene Text Detection, ACTA Automatica Sinica, in Chinese, pp.1-14, 2022. CCF Recommended Journal [PDF]
  4. Fan Yang*, Jian Zhang, Wanyi Chen, Yongxuan Lai*, Ying Wang and Quan Zou. DeepMPM: a Mortality Risk Prediction Model using Longitudinal EHR Data. BMC Bioinformatics, 23/423 (2022).JCR Section 4 [PDF]
  5. Le Zhang, Yongxuan Lai*, Fan Yang. Hierarchical Reinforcement Learning-based Mobility-aware Content Caching and Delivery Policy for Vehicle Networks, International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP), 2022 CCF Rank C [PDF]
  6. Yongxuan Lai*, Yifan Xu, Duojian Mai, Yi Fan, Fan Yang* Optimized Large-Scale Road Sensing Through Crowdsourced Vehicles, in IEEE Transactions on Intelligent Transportation Systems, DOI: 10.1109/TITS.2022.3147211, 2022 CCF Rank B, JCR Section 1, IF 4.542 [PDF]

    7. 2021

  7. Linbo Liao, Shipeng Yang, Yongxuan Lai*, Wenhua Zeng, Fan Yang, and Min Jiang, Efficient Estimation of Time-Dependent Shortest Paths based on Shortcuts . International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP), Dec. 3-5, 2021, (Virtual) Xiamen, China. CCF Rank C
  8. Huibin Cao, Yongxuan Lai*, Quan Chen, and Fan Yang. A Semi-supervised Defect Detection Method based on Image Inpainting. The Pacific Rim International Conference on Artificial Intelligence (PRICAI), November 8-12, 2021, (Virtual) Hanoi, Vietnam. CCF Rank C
  9. Liying Jiang, Yongxuan Lai*, Quan Chen, Wenhua Zeng, Fan Yang, and Qisheng Liao. Dynamic Transit Flow Graph Prediction in Spatial-Temporal Network. 22nd International Conference on Web Information Systems Engineering (WISE 2021), 26-29 Oct 2021, Melbourne, Australia. CCF Rank C
  10. Liying Jiang, Yongxuan Lai*, Quan Chen, Wenhua Zeng, Fan Yang,Yi Fan. Shortest Path Distance Prediction Based on CatBoost. In International Conference on Web Information Systems and Applications pp. 133-143. Sep 2021, Springer, Cham.

    11. 2020

  11. Jinsong Su, Jinchang Chen, Hui Jiang, Chulun Zhou, Huan Lin, Yubin Ge, Qingqiang Wu*, and Yongxuan Lai*. Multi-modal Neural Machine Translation with Deep Semantic Interactions. Information Sciences 554 (2020): 47-60. CCF Rank B, JCR Section 2,IF 5.91 [PDF]
  12. Yongxuan Lai, Shipeng Yang, Anshu Xiong, Fan Yang, Lei Li, Xiaofang Zhou. Utility-based Matching of Vehicles and Hybrid Requests on Rider Demand Responsive Systems, in IEEE Transactions on Intelligent Transportation Systems, DOI: 10.1109/TITS.2020.3019791. 2020 CCF Rank B, JCR Section 2, IF 4.051 [PDF]
  13. Kaixin Zhang, Yongxuan Lai, Liying Jiang, and Fan Yang. Bus Travel-time Prediction Based on Deep Spatio-Temporal Model. 21st International Conference on Web Information Systems Engineering (WISE 2020), 20-24 Oct 2020, Amsterdam and Leiden, Netherlands. accepted. CCF Rank C
  14. Yongxuan Lai, Shipeng Yang, Anshu Xiong, and Fan Yang. Seamless Incorporation of Appointment-based Requests on Taxi-Rider Match Scheduling. APWeb-WAIM Joint Conference on Web and Big Data, August 12-14, 2020, Tianjin, China. accepted. (Accept Ratio: 26.25%). CCF Rank C
  15. Yongxuan Lai, Lu Zhang, Yang Fan, Lu Wei, Wang Tian. A Bus Arrival Time Prediction Algorithm based on Spatio-temporal Correlation Attribute Model. Journal of Software. Ruan Jian Xue Bao/Journal of Software, 2020,31(3):648-662 (in Chinese). CCF Rank A [PDF]
  16. Yongxuan Lai, Songyao He, Zhijie Lin, Fan Yang, Qifeng Zhou, Xiaofang Zhou, An Adaptive Robust Semi-supervised Clustering Framework Using Weighted Consensus of Random k-Means Ensemble, in IEEE Transactions on Knowledge and Data Engineering. doi: 10.1109/TKDE.2019.2952596, 2019 CCF Rank A, JCR Section 2, IF 4.561 [PDF]

    17. 2019

  17. Yongxuan Lai, Kaixin Zhang, Junqiang Lin, Fan Yang and Yi Fan. Taxi Demand Prediction with LSTM-based Combination Model. 17th IEEE International Symposium on Parallel and Distributed Processing with Applications. 2019 CCF Rank C
  18. Yongxuan Lai, Xu Yang, Qi Cao , Huibin Cao, Tian Wang, Fan Yang, A Bus Running Length Prediction Method Based on Gradient Boosting. Bigdata Research, 5(5), 0, pp. 58-78 (in Chinese) CCF Recommended Chinese Journal [PDF]
  19. Yongxuan Lai, Yifan Xu, Fan Yang, Wei Lu, Quan Yu, Privacy-aware Query Processing in Vehicular Ad-hoc Networks, Ad Hoc Networks, Volume 91, August 2019. CCF Rank C, JCR Section 3, IF 3.151 [PDF]
  20. Yi Fan, Yongxuan Lai, Chengqian Li, Nan Li, Zongjie Ma, Jun Zhou, Longin Jan Latecki, and Kaile Su: Efficient Local Search for Minimum Dominating Sets in Large Graphs, 24th International Conference on Database Systems for Advanced Applications (DASFAA), pp. 211-228. Springer, Cham, 2019. CCF Rank B [PDF]
  21. Liu, Xin, Xiao Liu, Yongxuan Lai, Fan Yang, and Yifeng Zeng. Random Decision DAG: An Entropy Based Compression Approach for Random Forest. 24th International Conference on Database Systems for Advanced Applications (DASFAA), pp. 319-323. Springer, Cham, 2019. CCF Rank B [PDF]
  22. Yongxuan Lai, Zheng Lv, Kuan-Ching Li, Minghong Liao: Urban Traffic Coulomb's Law: A New Approach for Taxi Route Recommendation, in IEEE Transactions on Intelligent Transportation Systems, Volume 20, Issue 8, Aug. 2019, Pages 3024-3037. CCF Rank B, JCR Section 2, IF 4.051 [PDF]
  23. Yongxuan Lai, Lu Zhang, Fan Yang, Lv Zheng, Tian Wang, Kuan-Ching Li: CASQ: Adaptive and Cloud-assisted Query Processing in Vehicular Sensor Networks, Future Generation Computer Systems, Volume 94, 2019, Pages 237-249 JCR Section 2, IF 4.968 [PDF]
  24. Yongxuan Lai, Hailin Lin, Fan Yang, Tian Wang: Efficient Data Request Answering in Vehicular Ad-hoc Networks Based on Fog Nodes and Filters, in Future Generation Computer Systems, Volume 93, April 2019, Pages 130-142. JCR Section 2, IF 4.968 [PDF]

    25. 2018

  25. Yongxuan Lai, Hailin Lin, Xing Gao, Fan Yang, Shaoyi Yin: Request Answering in Vehicular Ad-hoc Networks based on Adaptive Filters, the 15th IEEE International Conference on Ubiquitous Intelligence and Computing (UIC 2018). CCF Rank C
  26. Yongxuan Lai, Fan Yang, Lu Zhang and Ziyu Lin: Distributed Public Vehicle System Based on Fog Nodes and Vehicular Sensing, in IEEE Access, vol. 6, pp. 22011-22024, 2018. JCR Section 3, IF 2.257 [PDF]
  27. Yongxuan Lai, Fan Yang, Jinsong Su, Qifeng Zhou, Tian Wang, Lu Zhang, Yifan Xu. Fog-Based Two-Phase Event Monitoring and Data Gathering in Vehicular Sensor Networks , 2018, Sensors 18, no. 1: 82. JCR Section 3, IF 2.318 [PDF]

    28. 2017

  28. Zhijie Lin, Fan Yang, Yongxuan Lai, Xing Gao, Tian Wang: A Scalable Approach of Co-association Cluster Ensemble using Representative Points. 32nd Youth Academic Annual Conference of Chinese Association of Automation (YAC), Hefei, 2017, pp. 1194-1199.
  29. Zheng Lv, Yongxuan Lai, Kuan-Ching Li,Minghong Liao and Xing Gao: Taxi Route Recommendation Based on Urban Traffic Coulomb's Law, the 18th International Conference on Web Information Systems Engineering (WISE), 2017 CCF Rank C
  30. Yongxuan Lai, Tian Wang, Fan Yang and Lu Zhang: Data Gathering Framework based on Fog Computing Paradigm in Vehicular Networks, International Workshop on Spatio-temporal Data Management and Analytics (SDMA 2017), in conjunction with APWeb 2017
  31. Tian Wang, Wenhua Wang, Yongxuan Lai, Sheng Wen, Hui Tian, Yiqiao Cai, Yonghong Chen, Baowei Wang: The Chaotic Video Surveillance in Mobile Camera Sensor Networks: Improving the Efficiency and Security. Ad Hoc & Sensor Wireless Networks 37(1-4): 95-115 (2017)
  32. Tian Wang, Wenhua Wang, Jiannong Cao, Md. Zakirul Alam Bhuiyan, Yongxuan Lai, Yiqiao Cai, Hui Tian, Yonghong Chen, Baowei Wang: Interoperable Localization for Mobile Group Users. Computer Communications 105: 53-65 (2017) CCF Rank C, JCR Section 3, IF 2.377
  33. Yongxuan Lai, Xing Gao, Tian Wang, Ziyu Lin: Efficient Iceberg Join Processing in Wireless Sensor Networks. International Journal of Embedded Systems 9(4): 365-378 (2017)
  34. Tian Wang, Zhen Peng, Sheng Wen, Yongxuan Lai, Weijia Jia, Yiqiao Cai, Hui Tian, Yonghong Chen: Reliable Wireless Connections for Fast-moving Rail Users based on a Chained Fog Structure. Inforamtion Science. 379: 160-176 (2017) CCF Rank B, JCR Section 2, IF 4.078
  35. Fan Yang, Xiaolu Gan, Hua-zhen Wang, Lei Feng, Yongxuan Lai: CP-RAkEL: Improving Random k-labelsets with Conformal Prediction for Multi-label Classification. The 6th Symposium on Conformal and Probabilistic Prediction with Applications (COPA 2017) : 266-279

    36. 2016

  36. Yongxuan Lai,Xing Gao, Minghong Liao, Jinshan Xie, Ziyu Lin,Haiying Zhang. Data Gathering and Offloading in Delay Tolerant Mobile Networks. Wireless Networks, 2016, 22(3): 959-973 CCF Rank C, JCR Section 4, IF 1.184
  37. Lin Zhijie, Yongxuan Lai*, Xing Gao, Guilin Li, Tian Wang, Guohua Huang: Data Gathering in Urban Vehicular Network based on Daily Movement Patterns, 2016 11th International Conference on Computer Science & Education (ICCSE). IEEE, 2016: 641-646.
  38. Jiandian Zeng, Tian Wang, Yongxuan Lai, Junbin Liang, Hongyu Chen: Data Delivery from WSNs to Cloud Based on a Fog Structure. Fourth IEEE International Conference on Advanced Cloud and Big Data (IEEE CBD 2016): 104-109
  39. Ziyu Lin, Qian Xue, Yongxuan Lai: PACOKS: Progressive Ant-Colony-Optimization-Based Keyword Search over Relational Databases. Web-Age Information Management Conference (WAIM) (2) 2016: 107-119 CCF Rank C
  40. Ziyu Lin, Daowen Luo, Yongxuan Lai: GFSF: A Novel Similarity Join Method Based on Frequency Vector. Web-Age Information Management Conference (WAIM) (2) 2016: 506-518 CCF Rank C

    41. 2015

  41. Yongxuan Lai, Jinshan Xie, Ziyu Lin, Tian Wang, Minghong Liao: Adaptive Data Gathering in Mobile Sensor Networks Using Speedy Mobile Elements. Sensors 09/2015; 15(9):23218-23248. DOI:10.3390/s150923218 JCR Section 3, IF 2.318
  42. Ziyu Lin, Yuqian Li, Yongxuan Lai: Improve the Effectiveness of Keyword Search over Relational Database by Node-temperature-based Ant Colony Optimization. In proceedings of FSDK2015, pp. 12431248, 2015.
  43. Ziyu Lin, Minxing Cai, Ziming Huang, Yongxuan Lai: SALA: A Skew-Avoiding and Locality-Aware Algorithm for MapReduce-Based Join. In proceedings of Web-Age Information Management Conference (WAIM), LNCS 9098, pp. 311-323, 2015. CCF Rank C

    44. 2014

  44. Yongxuan Lai, Zhengkun Chen, Weicong Wu, Tianli Ma: Multiple-resolution content sharing in mobile opportunistic networks. Wireless Communications and Mobile Computing 03/2014; 15(16). DOI:10.1002/wcm.2472 CCF Rank C, JCR Section 4, IF 1.226
  45. Jinshan Xie, Xiao Chen, Yongxuan Lai: Decyling numbers of strong product graphs involving paths, circuits, stars and complete graphs. International Journal of Applied Mathematics and Statistics 10/2014; 52(8):83-90.
  46. Yongxuan Lai, Ziyu Lin: Priority-Based Query Forwarding and Processing Algorithm in Opportunistic Wireless Sensor Network. Journal of Communications (in Chinese), 2014(3):85-93.
  47. Ziyu Lin, Quan Zou, Yongxuan Lai, Chen Lin: Dynamic Result Optimization for Keyword Search over Relational Databases. Journal of Software (in Chinese), 2014,25(3):528-546

    48. 2013

  48. Yongxuan Lai, Jinshan Xie: Frequent Itemset Based Event Detection in Uncertain Sensor Networks. Green Computing and Communications (GreenCom), 2013 IEEE and Internet of Things (iThings/CPSCom), IEEE International Conference on and IEEE Cyber, Physical and Social Computing; 01/2013

    49. 2012

  49. Yongxuan Lai, Ziyu Lin: Data Gathering in Opportunistic Wireless Sensor Networks, International Journal of Distributed Sensor Networks, Volume 2012 (2012), Article ID 230198.
  50. Ziyu Lin, Yongxuan Lai, Chen Lin, Yi Xie, Quan Zou: Research on Cloud Databases, Journal of Software (in Chinese), 2012,23(5):1148-1166, EI
  51. Ziyu Lin, Dongzhan Zhang, Chen Lin, Yongxuan Lai, Quan Zou: Performance Optimization of Analysis Rules in Real-Time Active Data Warehouses. Proceedings of the 14th Asia-Pacific international conference on Web Technologies and Applications; 04/2012 CCF Rank C

    52. 2011

  52. Ziyu Lin, Yongxuan Lai, Chen Lin, Yi Xie and Quan Zou: Maintaining Internal Consistency of Report for Real-time OLAP with Layer-based View, In Proceedings of 13th International Asia-Pacific Web Conference (APWeb). LNCS 6612, pp. 143-154, 2011. CCF Rank C

    53. 2010

  53. Yongxuan Lai, Yilong Chen, Hong Chen: Continuous Monitoring of Global Events in Sensor Networks, In International Journal of Sensor Networks (IJSNet), 2010 Vo.7 Nos.1/2 (15). pp.95-105. 2010. SCI
  54. Yongxuan Lai, Ziyu Lin, Xing Gao, SRJA: Iceberg Join Processing in Wireless Sensor Networks, second International Workshop on Database Technology and Applications, DBTA 2010: 1-4. EI
  55. Yongxuan Lai, Wenhua Zeng, Ziyu Lin, Guilin Li. LAMF: Framework for complex event processing in wireless sensor networks. 2nd International Conference on Information Science and Engineering (ICISE), pp. 2155-2158.

    56. 2008

  56. Yongxuan Lai, Yilong Chen, Hong Chen, PEJA: Progressive Energy-efficient Join Processing for Sensor Networks, In Journal of Computer Science and Technology (JCST), v 23 (6):1, pp. 957-972, 2008. CCF Rank B
  57. Yongxuan Lai, Hong Chen, Yilong Chen: In-Network Execution of External Join for Sensor Networks, The Ninth International Conference on Web-Age Information Management (WAIM'2008) CCF Rank C

    58. 2007

  58. Yongxuan Lai, Hong Chen, Cuiping Li: Processing the v-KNN Queries in Wireless Sensor Networks, the 36th International Conference on Parallel Processing (ICPP2007) CCF Rank B
  59. Yongxuan Lai, Hong Chen: Energy-Efficient Fault-Tolerant Mechanism for Clustered Wireless Sensor Networks, 16th International Conference on Computer Communications and Networks (ICCCN2007) CCF Rank C
  60. Yongxuan LaiHong Chen, Yufeng Wang: Dynamic Balanced Storage in Wireless Sensor Network, 4th International Workshop on Data Management for Sensor Networks in conjunction with VLDB2007 (DMSN'07)
  61. Yongxuan Lai, Yufeng Wang, Hong Chen: Energy-efficient Robust Data-centric Storage in Wireless Sensor Networks, The 3rd International Conference on Wireless Communications, Networking and Mobile Computing (WiCOM2007)
  62. Yongxuan Lai, Xiaobo Fan, Hong Chen and Tingting Xie: Optimization Framework for Distributed Clustering Scheme in Wireless Sensor NetworksEighth ACIS International Conference on Software Engineering, Artificial Intelligence, Networking, and Parallel/Distributed Computing (SNPD 2007)

厦门大学 移动计算与数据分析实验室 MOCOM@2016   备案号:U500819