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2010 – 2014 中山大學，信息科學與技術學院，計算機科學系 博士

2006 – 2010 中山大學，信息科學與技術學院，計算機科學系 學士

2019 – 今 華南理工大學，計算機科學與工程學院 教授

2017 – 2018 華南理工大學，計算機科學與工程學院 副教授  (“興華學者人才計劃”引進)

2015 – 2016 澳門大學，科技學院計算機系 博士后研究員

2014 香港科技大學，霍英東研究院 研究助理

基于群體智能、深度學習、強化學習的優化方法及在智慧城市、智能交通中的應用

Github主頁：https://yuejiaogong.github.io/ 

2022 華南理工大學TCL青年學者

2022 廣東省杰出青年科學基金獲得者

2020 滴滴蓋亞青年學者

2019 IEEE Senior Member

2017 廣東省青年珠江學者

2017 華南理工大學興華學者

2015 ACM廣州優秀博士學位論文獎

2015 高性能計算協同創新中心優秀博士學位論文獎

2013 谷歌Anita Borg計算機女性科學家獎

2010 本科綜合測評排名專業1/178

Journal papers:

H.-G. Huang  (指導的學生) and Y.-J. Gong*, “Contrastive Learning: An Alternative Surrogate for Offline Data-Driven Evolutionary Computation,” IEEE Transactions on Evolutionary Computation, 2022. [codes]

Y.-J. Gong, et al., “Automated Team Assembly in Mobile Games: A Data-Driven Evolutionary Approach using a Deep Learning Surrogate,”IEEE Transactions on Games, 2022.

X.-X. Shao  (指導的學生), Y.-J. Gong*, et al., “Bipartite Cooperative Coevolution for Energy-Aware Coverage Path Planning of UAVs,” IEEE Transactions on Artificial Intelligence, vol. 3, no. 1, pp. 29-42, 2022.

T. Huang (指導的學生), Y.-J. Gong*, et al., “A Niching Memetic Algorithm for Multi-Solution Traveling Salesman Problem,” IEEE Transactions on Evolutionary Computation, vol. 24, no. 3, pp. 508-522, 2020. [website with codes]

Y.-H. Zhang (指導的學生), Y.-J. Gong*, et al., “Parameter-Free Voronoi Neighborhood for Evolutionary Multimodal Optimization,”IEEE Transactions on Evolutionary Computation, vol. 24, no. 2, pp. 335-349, 2020. [codes]

T. Huang (指導的學生), Y.-J. Gong*, et al., “A Probabilistic Niching Evolutionary Computation Framework Based on Binary Space Partitioning”, IEEE Transactions on Cybernetics, 2020.  [codes]

J.-X. Chen (指導的學生), Y.-J. Gong*, et al., “Elastic Differential Evolution for Automatic Data Clustering”, IEEE Transactions on Cybernetics, 2020.  [codes]

Y.-J. Gong, et al., “Real-Time Taxi-Passenger Matching Using a Differential Evolutionary Fuzzy Controller,”, IEEE Transactions on Systems, Man and Cybernetics: Systems, 2020. 

X. Xiao (指導的學生), Y. Chen, Y.-J. Gong*, et al., “Low-Rank Preserving t-Linear Projection for Robust Image Feature Extraction,” IEEE Transactions on Image Processing, vol. 30, pp. 108-120, 2021.

X. Xiao (指導的學生), Y.-J. Gong*, et al., “On Reliable Multi-View Affinity Learning for Subspace Clustering,” IEEE Transactions on Multimedia, 2020.

T. Huang (指導的學生), Y.-J. Gong*, et al., “Automatic Planning of Multiple Itineraries: A Niching Genetic Evolution Approach,”IEEE Transactions on Intelligent Transportation Systems, vol. 21, no. 10, pp. 4225-4240, 2020. 

T. Wei, W.-L. Liu, J. Zhong, and Y.-J. Gong, “Multiclass Classification on High Dimension and Low Sample Size Data using Genetic Programming,” IEEE Transactions on Emerging Topics in Computing, 2021.

Z.-G. Chen, Y. Lin, Y.-J. Gong, et al., “Maximizing Lifetime of Range-Adjustable Wireless Sensor Networks: A Neighborhood Based Estimation of Distribution Algorithm,” IEEE Transactions on Cybernetics, 2020.

X. Xiao, Y. Chen, Y.-J. Gong, et al., “Prior Knowledge Regularized Multi-view Self-Representation and Its Applications,” IEEE Transactions on Neural Networks and Learning Systems, 2020.

A. Song, W.-N. Chen, Y.-J. Gong, et al., “A Divide-and-conquer Evolutionary Algorithm for Large-scale Virtual Network Embedding,” IEEE Transactions on Evolutionary Computation, vol. 24, no. 3, pp.566-580, 2020. 

X. Xiao, Y. Chen, Y.-J. Gong, et al., “Two-Dimensional Quaternion Sparse Discriminant Analysis,” IEEE Transactions on Image Processing, vol. 29, no. 1, pp. 2271-2286, 2020. 

X.-Y. Zhang (指導的學生), Y.-J. Gong*, et al., “Dynamic Cooperative Coevolution for Large Scale Optimization,” IEEE Transactions on Evolutionary Computation, vol. 23, no. 6, pp.935-948, 2019. [codes]

Y.-H. Zhang (指導的學生), Y.-J. Gong*, et al, “DECAL: A Decomposition-Based Coevolutionary Algorithm for Many-Objective Optimization”, IEEE Transactions on Cybernetics, vol. 49, no. 1, pp. 27-41, 2019.

X.-L. Xiao (指導的學生), Y. Zhou, and Y.-J. Gong*, “RGB-‘D’ Saliency Detection With Pseudo Depth,” IEEE Transactions on Image Processing, vol. 28, no. 5, pp. 2126-2139, 2019.  [codes]

Y.-N. Ma (指導的學生), Y.-J. Gong*, et al., “Path Planning for Autonomous Underwater Vehicles: An Ant Colony Algorithm Incorporating Alarm Pheromone,” IEEE Transactions on Vehicular Technology, vol. 68, no. 1, pp. 141-154, 2019.

Y.-H. Zhang (指導的學生), Y.-J. Gong*, et al, “A Dual-Colony Ant Algorithm for the Receiving and Shipping Door Assignments in Cross-Docks”, IEEE Transactions on Intelligent Transportation Systems, vol. 20, no. 7, pp. 2523-2539, 2019.

Y. Lin, Y.-S. Jiang, Y.-J. Gong, et al., “A Discrete Multiobjective Particle Swarm Optimizer for Automated Assembly of Parallel Cognitive Diagnosis Tests,” IEEE Transactions on Cybernetics, vol. 49, no. 7, pp. 2792-2805, 2019.

Y. Wang, Z. Cai, Z.-H. Zhan, Y.-J. Gong, et al., “An Optimization and Auction-Based Incentive Mechanism to Maximize Social Welfare for Mobile Crowdsourcing,” IEEE Transactions on Computational Social Systems, vol, 6, no. 3, pp. 414 – 429, 2019.

Y.-J. Gong, et al., “Learning Multimodal Parameters: A Bare-Bones Niching Differential Evolution Approach,” IEEE Transactions on Neural Network and Learning Systems, vol. 29, no. 7, pp. 2944-2959, 2018.

X.-L. Xiao (指導的學生), Y. Zhou, and Y.-J. Gong*, “Content Adaptive Superpixel Segmentation,” IEEE Transactions on Image Processing, vol. 27, no. 6, pp. 2883 – 2896, 2018.

Y.-J. Gong, et al., “Differential Evolutionary Superpixel Segmentation,” IEEE Transactions on Image Processing, vol. 27, no. 3, pp. 1390-1404, 2018.

Y.-J. Gong, et al, “AntMapper: An Ant Colony-Based Map Matching Approach for Trajectory-Based Applications,” IEEE Transactions on Intelligent Transportation Systems, vol. 19, no. 2, pp. 390-401, 2018.  

Y.-F. Ge, W.-J. Yu, Y. Lin, Y.-J. Gong, et al., “Distributed Differential Evolution Based on Adaptive Mergence and Split for Large-Scale Optimization,” IEEE Transactions on Cybernetics, vol. 48, no. 7, pp. 2166-2180, 2018.

Y.-H. Zhang (指導的學生), Y.-J. Gong*, et al, “Towards Fast Niching Evolutionary Algorithms: A Locality Sensitive Hashing-Based Approach,” IEEE Transactions on Evolutionary Computation, vol. 21, no. 3, pp. 347-362, 2017. [codes]

Y.-J. Gong, et al., "Genetic Learning Particle Swarm Optimization," IEEE Transactions on Cybernetics, vol. 46, no. 10, pp. 2277-2290, 2016. [codes]

X.-Y. Zhang (指導的學生), J. Zhang, Y.-J. Gong, et al., “Kuhn-Munkres Parallel Genetic Algorithm for the Set Cover Problem and Its Application to Large-Scale Wireless Sensor Networks,” IEEE Transactions on Evolutionary Computation, vol. 20, no. 5, pp. 695-710, 2016.

X. Li, M. Li, Y.-J. Gong, et al., ”T-DesP: Destination Prediction Based On Big Trajectory Data,” IEEE Transactions on Intelligent Transportation Systems, vol. 17, no. 8, pp. 2344 - 2354, 2016.

H. Luo, K. Wu, Y.-J. Gong, et al., “Localization for Drifting Restricted Floating Ocean Sensor Networks,” IEEE Transactions on Vehicular Technology, vol. 65, no. 12, pp. 9968 - 9981, 2016.

Y.-L. Li, Z.-H. Zhan, Y.-J. Gong, et al., “Fast Micro-Differential Evolution for Topological Active Net Optimization,” IEEE Transactions on Cybernetics, vol. 46, no. 6, pp. 1411 - 1423, 2015.

Y.-L. Li, Z.-H. Zhan, Y.-J. Gong, et al., “Differential Evolution with an Evolution Path: A DEEP Evolutionary Algorithm,” IEEE Transactions on Cybernetics, vol. 45, no. 9, pp.1798-1810, 2015.

N. Chen, W.-N. Chen, Y.-J. Gong, et al., “An Evolutionary Algorithm with Double-Level Archives for Multi-Objective Optimization,” IEEE Transactions on Cybernetics, vol. 45, no. 9, pp.1851-1863, 2015.

Y.-J. Gong, et al., “An Efficient Resource Allocation Scheme Using Particle Swarm Optimization,” IEEE Transactions on Evolutionary Computation, vol. 16, no. 6, pp. 801-816, 2012.

Y.-J. Gong, et al., “Optimizing RFID Network Planning by Using a Particle Swarm Optimization Algorithm with Redundant Reader Elimination,” IEEE Transactions on Industrial Informatics, vol. 8, no. 4, pp. 900-912, 2012.

Y.-J. Gong, et al., “Optimizing the Vehicle Routing Problem with Time Windows: a Discrete Particle Swarm Optimization Approach,” IEEE Transactions on Systems, Man, and Cybernetics--Part C: Applications and Reviews, vol. 42, no. 2, pp. 254-267, 2012.

Conference papers:

TBA

畢業學生：

肖曉琳（2022博后出站，華南師范大學副教授）

黃婷（2021博，合作指導，西安電子科技大學副教授）

劉偉莉（2020博，合作指導，廣州技術師范大學副教授）

趙森華 （2022碩，騰訊）

林大略 （2022碩，騰訊）

左園林 （2022碩，華為）

邵仙鑫 （2022碩，Shopee）

陳子航 （2022碩，華為）

王穎 （2021碩，百度）

張曉玲 （2021碩，騰訊）

張心怡 （2021碩，三一集團）

陳軍賢 （2020碩，合作指導，繼續攻博）

劉譯文 （2019碩，合作指導，招商銀行）

在讀學生：

TBA