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2024

Distributed Online Private Learning of Convex Nondecomposable ObjectivesHuqiang Cheng, Xiaofeng Liao 0001, Huaqing Li 0001. tnse, 11(2):1716-1728, March - April 2024. [doi]

Distributed economic dispatch algorithm in smart grid based on event-triggered and fixed-time consensus methodsLianghao Ji, Linlong Zhang, Cuijuan Zhang, Shasha Yang, Xing Guo, Huaqing Li 0001. ijon, 572:127178, March 2024. [doi]

Data-Based Optimal Consensus Control for Multiagent Systems With Time Delays: Using Prioritized Experience ReplayLianghao Ji, Zhiqiang Lin, Cuijuan Zhang, Shasha Yang, Jun Li, Huaqing Li 0001. tsmc, 54(5):3244-3256, May 2024. [doi]

Distributed Primal-Dual Proximal Algorithms for Convex Optimization Involving Three Composite FunctionsLiang Ran, Huaqing Li 0001, Jinhui Hu, Qingguo Lü, Zheng Wang 0043, Zhe Li, Guo Chen 0002. tcns, 11(1):389-401, March 2024. [doi]

Distributed Generalized Nash Equilibria Computation of Noncooperative Games Via Novel Primal-Dual Splitting AlgorithmsLiang Ran, Huaqing Li 0001, Lifeng Zheng, Jun Li, Zhe Li, Jinhui Hu. tsipn, 10:179-194, 2024. [doi]

A bidirectional-a-star-based ant colony optimization algorithm for big-data-driven taxi route recommendationDawen Xia, Bingqi Shen, Yongling Zheng, Wenyong Zhang, Dewei Bai, Yang Hu, Huaqing Li 0001. mta, 83(6):16313-16335, February 2024. [doi]

RSAB-ConvGRU: A hybrid deep-learning method for traffic flow predictionDawen Xia, Yan Chen, Wenyong Zhang, Yang Hu, Yantao Li, Huaqing Li 0001. mta, 83(7):20559-20585, 2024. [doi]

Distributed generalized Nash equilibrium seeking: A backward-reflected-forward-backward-based algorithmZuqing Zheng, Huaqing Li 0001, Youcheng Niu, Enbing Su, Liping Feng. jfi, 361(1):150-163, 2024. [doi]

2023

Primal-Dual Fixed Point Algorithms Based on Adapted Metric for Distributed OptimizationHuaqing Li 0001, Zuqing Zheng, Qingguo Lü, Zheng Wang 0043, Lan Gao, Guo-cheng Wu, Lianghao Ji, Huiwei Wang. tnn, 34(6):2923-2937, June 2023. [doi]

Data-Driven Tracking Control for Multi-Agent Systems With Unknown Dynamics via Multithreading Iterative Q-LearningTao Dong 0001, Xiaomei Gong, Aijuan Wang, Huaqing Li 0001, Tingwen Huang. tsmc, 53(4):2533-2542, April 2023. [doi]

A Primal-Dual Forward-Backward Splitting Algorithm for Distributed Convex OptimizationHuaqing Li 0001, Enbing Su, Chengbo Wang, Jiawei Liu, Zuqing Zheng, Zheng Wang 0043, Dawen Xia. tetci, 7(1):278-284, February 2023. [doi]

Fuzzy Secure Event-Triggered Control for Networked Nonlinear Systems Under DoS and Deception AttacksXin Wang 0027, Ju H. Park 0001, Huaqing Li 0001. tsmc, 53(7):4165-4175, July 2023. [doi]

An accelerated exact distributed first-order algorithm for optimization over directed networksZheng Wang 0043, Chengbo Wang, Jinmeng Wang, Jinhui Hu, Huaqing Li 0001. jfi, 360(14):10706-10727, September 2023. [doi]

Spatial-temporal graph neural network based on gated convolution and topological attention for traffic flow predictionDewei Bai, Dawen Xia, Dan Huang, Yang Hu, Yantao Li, Huaqing Li 0001. apin, 53(24):30843-30864, December 2023. [doi]

An Improved Target Searching and Imaging Method for CSARYuxiao Deng, Chuandong Li 0001, Yawei Shi, Huiwei Wang, Huaqing Li 0001. iconip 2024: 94-106 [doi]

Distributed Operator-Splitting Algorithm for Seeking GNE Aggregative GameLvming Fan, Huaqing Li 0001, Songyang Li, Zhe Li, Lifeng Zheng, Jun Li. cniot 2023: 291-296 [doi]

Push-LSVRG-UP: Distributed Stochastic Optimization Over Unbalanced Directed Networks With Uncoordinated Triggered ProbabilitiesJinhui Hu, Guo Chen 0002, Huaqing Li 0001, Zixiang Shen, Weidong Zhang 0004. tnse, 10(2):934-950, March - April 2023. [doi]

Achieving linear convergence for differentially private full-decentralized economic dispatch over directed networksJinhui Hu, Guo Chen 0005, Huaqing Li 0001, Tingwen Huang, Liang Ran. isci, 642:119199, 2023. [doi]

Privacy-Preserving Travel Time Prediction for Internet of Vehicles: A Crowdsensing and Federated Learning ApproachHongyu Huang, Cui Sun, Xinyu Lei, Nankun Mu, Chunqiang Hu, Chao Chen 0004, Huaqing Li 0001, Yantao Li. iconip 2024: 55-66 [doi]

Consensus Formation of Multi-agent Systems with Obstacle Avoidance based on Event-triggered Impulsive ControlLianghao Ji, Xiaofeng Qu, Chengmei Tang, Shasha Yang, Xing Guo, Huaqing Li 0001. jirs, 109(3):61, November 2023. [doi]

Fully Distributed Dynamic Event-Triggered Pinning Cluster Consensus Control for Heterogeneous Multiagent Systems With Cooperative-Competitive InteractionsLianghao Ji, Xiaochun Liu, Cuijuan Zhang, Shasha Yang, Huaqing Li 0001. tsmc, 53(1):394-404, 2023. [doi]

Initialization-free distributed prescribed-time consensus based algorithm for economic dispatch problem over directed networkLianghao Ji, Linhua Yu, Cuijuan Zhang, Xing Guo, Huaqing Li 0001. ijon, 533:1-9, 2023. [doi]

Aggregative Game for Distributed Charging Strategy of PEVs in a Smart Charging StationTi Kang, Huaqing Li 0001, Lifeng Zheng. axioms, 12(2):186, February 2023. [doi]

An event-triggering algorithm for decentralized stochastic optimization over networksYantao Li, Yingjue Chen, Qingguo Lü, Shaojiang Deng, Huaqing Li 0001. jfi, 360(13):9329-9354, September 2023. [doi]

Carbon-Aware Load Balance Control of Data Centers With Renewable GenerationsWen-Ting Lin, Guo Chen 0002, Huaqing Li 0001. tcc, 11(2):1111-1121, April - June 2023. [doi]

Privacy Protection Decentralized Economic Dispatch Over Directed Networks With Accurate ConvergenceQingguo Lü, Shaojiang Deng, Huaqing Li 0001, Tingwen Huang. tetci, 7(6):1702-1716, December 2023. [doi]

Asynchronous Algorithms for Decentralized Resource Allocation Over Directed NetworksQingguo Lü, Xiaofeng Liao 0001, Shaojiang Deng, Huaqing Li 0001. tpds, 34(1):16-32, 2023. [doi]

A 3D UWB Hybrid Localization Method Based on BSR and L-AOABin Shu, Chuandong Li 0001, Yawei Shi, Huiwei Wang, Huaqing Li 0001. iconip 2024: 3-15 [doi]

Finite-time average consensus of directed second-order multi-agent systems with Markovian switching topology and impulsive disturbanceYuan Tian, Huaqing Li 0001, Qi Han 0004. nca, 35(11):8575-8588, April 2023. [doi]

Quadtree-Based Adaptive Spatial Decomposition for Range Queries Under Local Differential PrivacyHuiwei Wang, Yaqian Huang, Huaqing Li 0001. tetc, 11(4):1045-1056, October - December 2023. [doi]

A Frequency Reconfigurable Multi-mode Printed AntennaYanbo Wen, Huiwei Wang, Menggang Chen, Yawei Shi, Huaqing Li 0001, Chuandong Li 0001. iconip 2024: 202-210 [doi]

A distributed EEMDN-SABiGRU model on Spark for passenger hotspot predictionDawen Xia, Jian Geng, Ruixi Huang, Bingqi Shen, Yang Hu, Yantao Li, Huaqing Li 0001. jzusc, 24(9):1316-1331, September 2023. [doi]

2-Gurobi algorithm for route recommendation with big taxi trajectory dataDawen Xia, Jian Geng, Bingqi Shen, Dewei Bai, Wenyong Zhang, Yang Hu, Yantao Li, Huaqing Li 0001. mta, 82(30):46547-46575, December 2023. [doi]

Attention-based spatial-temporal adaptive dual-graph convolutional network for traffic flow forecastingDawen Xia, Bingqi Shen, Jian Geng, Yang Hu, Yantao Li, Huaqing Li 0001. nca, 35(23):17217-17231, August 2023. [doi]

Optimal antisynchronization control for unknown multiagent systems with deep deterministic policy gradient approachCuijuan Zhang, Lianghao Ji, Shasha Yang, Huaqing Li 0001. isci, 622:946-961, April 2023. [doi]

Distributed Primal-Dual Algorithms for Stochastic Generalized Nash Equilibrium Seeking Under Full and Partial-Decision InformationLifeng Zheng, Huaqing Li 0001, Liang Ran, Lan Gao, Dawen Xia. tcns, 10(2):718-730, June 2023. [doi]

A Distributed Nesterov-Like Gradient Tracking Algorithm for Composite Constrained OptimizationLifeng Zheng, Huaqing Li 0001, Jun Li, Zheng Wang 0043, Qingguo Lü, Yawei Shi, Huiwei Wang, Tao Dong 0001, Lianghao Ji, Dawen Xia. tsipn, 9:60-73, 2023. [doi]

2022

2) Mode Hopf-Zero Bifurcation CaseTao Dong 0001, Weilai Xiang, Tingwen Huang, Huaqing Li 0001. tnn, 33(12):7266-7276, 2022. [doi]

Variable Time Headway Policy Based Platoon Control for Heterogeneous Connected Vehicles With External DisturbancesYongfu Li 0001, Qingxiu Lv, Hao Zhu 0003, Haiqing Li, Huaqing Li 0001, Simon Hu 0001, Shuyou Yu 0001, Yibing Wang. tits, 23(11):21190-21200, 2022. [doi]

Decentralized Dual Operator Splitting for Nonsmooth Composite OptimizationHuaqing Li 0001, Wentao Ding, Zheng Wang, Qingguo Lü, Yongfu Li 0001, Dawen Xia. tnse, 9(4):2084-2097, 2022. [doi]

Distributed Primal-Dual Splitting Algorithm for Multiblock Separable Optimization ProblemsHuaqing Li 0001, Xiangzhao Wu, Zheng Wang, Tingwen Huang. tac, 67(8):4264-4271, 2022. [doi]

S-DIGing: A Stochastic Gradient Tracking Algorithm for Distributed OptimizationHuaqing Li 0001, Lifeng Zheng, Zheng Wang, Yu Yan, Liping Feng, Jing Guo. tetci, 6(1):53-65, 2022. [doi]

Decentralized Triple Proximal Splitting Algorithm With Uncoordinated Stepsizes for Nonsmooth Composite Optimization ProblemsHuaqing Li 0001, Wentao Ding, Zheng Wang, Qingguo Lü, Lianghao Ji, Yongfu Li 0001, Tingwen Huang. tsmc, 52(10):6197-6210, 2022. [doi]

Decentralized Primal-Dual Proximal Operator Algorithm for Constrained Nonsmooth Composite Optimization Problems over NetworksLiping Feng, Liang Ran, Guoyang Meng, Jialong Tang, Wentao Ding, Huaqing Li 0001. entropy, 24(9):1278, 2022. [doi]

Event-Triggering Interaction Scheme for Discrete-Time Decentralized Optimization With Nonuniform Step SizesYuming Feng, Wei Zhang 0158, Jiang Xiong, Huaqing Li 0001, Leszek Rutkowski. tcyb, 52(2):748-757, 2022. [doi]

An Event-Triggered Approach for Gradient Tracking in Consensus-Based Distributed OptimizationLan Gao, Shaojiang Deng, Huaqing Li 0001, Chaojie Li. tnse, 9(2):510-523, 2022. [doi]

Optimal consensus model-free control for multi-agent systems subject to input delays and switching topologiesLianghao Ji, Chuanhui Wang, Cuijuan Zhang, Huiwei Wang, Huaqing Li 0001. isci, 589:497-515, 2022. [doi]

Couple-Group Consensus of Cooperative-Competitive Heterogeneous Multiagent Systems: A Fully Distributed Event-Triggered and Pinning Control MethodKangying Li, Lianghao Ji, Shasha Yang, Huaqing Li 0001, Xiaofeng Liao 0001. tcyb, 52(6):4907-4915, 2022. [doi]

Optimal couple-group tracking control for the heterogeneous multi-agent systems with cooperative-competitive interactions via reinforcement learning methodJun Li, Lianghao Ji, Cuijuan Zhang, Huaqing Li 0001. isci, 610:401-424, 2022. [doi]

A Decentralized Stochastic Algorithm for Coupled Composite Optimization With Linear ConvergenceQingguo Lü, Xiaofeng Liao 0001, Shaojiang Deng, Huaqing Li 0001. tsipn, 8:627-640, 2022. [doi]

ET-DASG: An Efficient Decentralized Algorithm for Convex Optimization Over NetworksQingguo Lü, Xiaofeng Liao 0001, Shaojiang Deng, Huaqing Li 0001. tnse, 9(3):1789-1801, 2022. [doi]

Distributed Constrained Optimization With Asynchrony and DelaysEnbing Su, Huaqing Li 0001, Zuqing Zheng, Qingguo Lü, Zheng Wang. tcasII, 69(6):2772-2776, 2022. [doi]

A parallel SP-DBSCAN algorithm on spark for waiting spot recommendationDawen Xia, Yu Bai, Yongling Zheng, Yang Hu, Yantao Li, Huaqing Li 0001. mta, 81(3):4015-4038, 2022. [doi]

A distributed EMDN-GRU model on Spark for passenger waiting time forecastingDawen Xia, Yu Bai, Jian Geng, Wenyong Zhang, Yang Hu, Yantao Li, Huaqing Li 0001. nca, 34(21):19035-19050, 2022. [doi]

SW-BiLSTM: a Spark-based weighted BiLSTM model for traffic flow forecastingDawen Xia, Nan Yang, Shunying Jian, Yang Hu, Huaqing Li 0001. mta, 81(17):23589-23614, 2022. [doi]

A parallel grid-search-based SVM optimization algorithm on Spark for passenger hotspot predictionDawen Xia, Yongling Zheng, Yu Bai, Xiaobo Yan, Yang Hu, Yantao Li, Huaqing Li 0001. mta, 81(19):27523-27549, 2022. [doi]

A parallel NAW-DBLSTM algorithm on Spark for traffic flow forecastingDawen Xia, Nan Yang, Shunying Jiang, Yang Hu, Yantao Li, Huaqing Li 0001, Lin Wang. nca, 34(2):1557-1575, 2022. [doi]

APFD: an effective approach to taxi route recommendation with mobile trajectory big dataWenyong Zhang, Dawen Xia, Guoyan Chang, Yang Hu, Yujia Huo, Fujian Feng, Yantao Li, Huaqing Li 0001. jzusc, 23(10):1494-1510, 2022. [doi]

Decentralized proximal splitting algorithms for composite constrained convex optimizationLifeng Zheng, Liang Ran, Huaqing Li 0001, Liping Feng, Zheng Wang, Qingguo Lü, Dawen Xia. jfi, 359(14):7482-7509, 2022. [doi]

2021

Distributed Constrained Optimization Over Unbalanced Directed Networks Using Asynchronous Broadcast-Based AlgorithmHuaqing Li 0001, Qingguo Lü, Guo Chen 0002, Tingwen Huang, Zhaoyang Dong. tac, 66(3):1102-1115, 2021. [doi]

Convergence of Distributed Accelerated Algorithm Over Unbalanced Directed NetworksHuaqing Li 0001, Qingguo Lü, Guo Chen 0002, Tingwen Huang, Zhaoyang Dong. tsmc, 51(8):5153-5164, 2021. [doi]

Asynchronous Distributed Model Predictive Control for Optimal Output Consensus of High-Order Multi-Agent SystemsHuaqing Li 0001, Lifeng Zheng, Zheng Wang, Yongfu Li 0001, Lianghao Ji, Dawen Xia. tsipn, 7:689-698, 2021. [doi]

Random Sleep Scheme-Based Distributed Optimization Algorithm Over Unbalanced Time-Varying NetworksHuaqing Li 0001, Zheng Wang, Dawen Xia, Qi Han 0004. tsmc, 51(8):5244-5253, 2021. [doi]

Decentralized Dual Proximal Gradient Algorithms for Non-Smooth Constrained Composite Optimization ProblemsHuaqing Li 0001, Jinhui Hu, Liang Ran, Zheng Wang, Qingguo Lü, Zhenyuan Du, Tingwen Huang. tpds, 32(10):2594-2605, 2021. [doi]

Distributed Nesterov Gradient and Heavy-Ball Double Accelerated Asynchronous OptimizationHuaqing Li 0001, Huqiang Cheng, Zheng Wang, Guo-cheng Wu. tnn, 32(12):5723-5737, 2021. [doi]

Decentralized stochastic optimization algorithms using uncoordinated step-sizes over unbalanced directed networksJinhui Hu, Liang Ran, Zhenyuan Du, Huaqing Li 0001. sigpro, 180:107894, 2021. [doi]

The Barzilai-Borwein Method for distributed optimization over unbalanced directed networksJinhui Hu, Xin Chen, Lifeng Zheng, Ling Zhang, Huaqing Li 0001. eaai, 99:104151, 2021. [doi]

Dynamic group consensus for delayed heterogeneous multi-agent systems in cooperative-competitive networks via pinning controlLianghao Ji, Shuo Tong, Huaqing Li 0001. ijon, 443:1-11, 2021. [doi]

Optimal consensus control for unknown second-order multi-agent systems: Using model-free reinforcement learning methodJun Li, Lianghao Ji, Huaqing Li 0001. amc, 410:126451, 2021. [doi]

A Nesterov-Like Gradient Tracking Algorithm for Distributed Optimization Over Directed NetworksQingguo Lü, Xiaofeng Liao 0001, Huaqing Li 0001, Tingwen Huang. tsmc, 51(10):6258-6270, 2021. [doi]

Privacy Masking Stochastic Subgradient-Push Algorithm for Distributed Online OptimizationQingguo Lü, Xiaofeng Liao 0001, Tao Xiang, Huaqing Li 0001, Tingwen Huang. tcyb, 51(6):3224-3237, 2021. [doi]

A Distributed Stochastic Proximal-Gradient Algorithm for Composite OptimizationYoucheng Niu, Huaqing Li 0001, Zheng Wang, Qingguo Lü, Dawen Xia, Lianghao Ji. tcns, 8(3):1383-1393, 2021. [doi]

A distributed stochastic optimization algorithm with gradient-tracking and distributed heavy-ball accelerationBihao Sun, Jinhui Hu, Dawen Xia, Huaqing Li 0001. jzusc, 22(11):1463-1476, 2021. [doi]

A distributed WND-LSTM model on MapReduce for short-term traffic flow predictionDawen Xia, Maoting Zhang, Xiaobo Yan, Yu Bai, Yongling Zheng, Yantao Li, Huaqing Li 0001. nca, 33(7):2393-2410, 2021. [doi]

2020

Accelerated Convergence Algorithm for Distributed Constrained Optimization under Time-Varying General Directed GraphsHuaqing Li 0001, Qingguo Lü, Xiaofeng Liao, Tingwen Huang. tsmc, 50(7):2612-2622, 2020. [doi]

Computation-Efficient Distributed Algorithm for Convex Optimization Over Time-Varying Networks With Limited Bandwidth CommunicationHuaqing Li 0001, Chicheng Huang, Zheng Wang, Guo Chen 0002, Hafiz Gulfam Ahmad Umar. tsipn, 6:140-151, 2020. [doi]

Distributed Robust Algorithm for Economic Dispatch in Smart Grids Over General Unbalanced Directed NetworksHuaqing Li 0001, Zheng Wang, Guo Chen 0002, Zhao Yang Dong. tii, 16(7):4322-4332, 2020. [doi]

On the convergence of exact distributed generalisation and acceleration algorithm for convex optimisationHuqiang Cheng, Huaqing Li 0001, Zheng Wang. ijsysc, 51(16):3408-3424, 2020. [doi]

Robust Manhattan non-negative matrix factorization for image recovery and representationXiangguang Dai, Xiaojie Su, Wei Zhang, Fangzheng Xue, Huaqing Li 0001. isci, 527:70-87, 2020. [doi]

Distributed Event-Triggered Communication Scheme for Economic Dispatch Problem in Power System With Uncoordinated Step-SizesYuming Feng, Wei Zhang, Jiang Xiong, Huaqing Li 0001. access, 8:43466-43475, 2020. [doi]

A Computation-Efficient Decentralized Algorithm for Composite Constrained OptimizationQingguo Lü, Xiaofeng Liao 0001, Huaqing Li 0001, Tingwen Huang. tsipn, 6:774-789, 2020. [doi]

Achieving Acceleration for Distributed Economic Dispatch in Smart Grids Over Directed NetworksQingguo Lü, Xiaofeng Liao 0001, Huaqing Li 0001, Tingwen Huang. tnse, 7(3):1988-1999, 2020. [doi]

Edge-Based Stochastic Gradient Algorithm for Distributed OptimizationZheng Wang, Huaqing Li 0001. tnse, 7(3):1421-1430, 2020. [doi]

Binary Codes Based on Non-Negative Matrix Factorization for Clustering and RetrievalJiang Xiong, Yingyin Tao, Meng Zhang, Huaqing Li 0001. access, 8:207012-207023, 2020. [doi]

An Edge-based Distributed Algorithm for Economic Dispatch in Power SystemsLifeng Zheng, Zhenyuan Du, Huaqing Li 0001. icca 2020: 883-888 [doi]

Accelerated Row-stochastic Optimization over Directed Graphs with Uncoordinated Step SizesKang Zhou, Zhenyuan Du, Huaqing Li 0001. icca 2020: 876-882 [doi]

2019

Convergence Analysis of a Distributed Optimization Algorithm with a General Unbalanced Directed Communication NetworkHuaqing Li 0001, Qingguo Lü, Tingwen Huang. tnse, 6(3):237-248, 2019. [doi]

Distributed Projection Subgradient Algorithm Over Time-Varying General Unbalanced Directed GraphsHuaqing Li 0001, Qingguo Lü, Tingwen Huang. tac, 64(3):1309-1316, 2019. [doi]

Distributed consensus-based multi-agent convex optimization via gradient tracking techniqueHuaqing Li 0001, Hao Zhang, Zheng Wang, Yifan Zhu, Qi Han. jfi, 356(6):3733-3761, 2019. [doi]

Accelerated Distributed Optimization over Directed Graphs with Row and Column-Stochastic MatricesJinhui Hu, Yifan Zhu, Huaqing Li 0001, Zheng Wang. ssci 2019: 1299-1305 [doi]

Primal-dual stochastic distributed algorithm for constrained convex optimizationYoucheng Niu, Haijing Wang, Zheng Wang, Dawen Xia, Huaqing Li 0001. jfi, 356(16):9763-9787, 2019. [doi]

Cluster lag synchronization of delayed heterogeneous complex dynamical networks via intermittent pinning controlFan Yang, Huaqing Li 0001, Guo Chen, Dawen Xia, Qi Han. nca, 31(11):7945-7961, 2019. [doi]

2018

Event-Triggered Communication and Data Rate Constraint for Distributed Optimization of Multiagent SystemsHuaqing Li 0001, Shuai Liu 0001, Yeng Chai Soh, Lihua Xie. tsmc, 48(11):1908-1919, 2018. [doi]

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