代表性论文

1. Qiu W, Ai W*, Chen H, et al. Decentralized Federated Learning for Industrial IoT With Deep Echo State Networks[J]. IEEE Transactions on Industrial Informatics, 2023, 19(4): 5849-5857. 【IF 12.3，SCI 中科院1区，Top期刊】

2. Liang J, Ai W*, Chen H, et al. Communication-efficient decentralized elastic-net broad learning system based on quantized and censored communications[J]. Applied Soft Computing, 2023, 134: 109999.【IF 8.7，SCI 中科院1区，Top期刊】 

3. Ai W, Wang D*. Distributed stochastic configuration networks with cooperative learning paradigm[J]. Information Sciences, 2020, 540: 1-16.【IF 8.1，SCI 中科院1区，Top期刊】

4. Ai W, Chen W*, Xie J. A general framework for population-based distributed optimization over networks[J]. Information Sciences, 2017, 418: 136-152.【IF 8.1，SCI 中科院1区，Top期刊】

5. Ai W, Chen W*, Xie J. A zero-gradient-sum algorithm for distributed cooperative learning using a feedforward neural network with random weights[J]. Information Sciences, 2016, 373: 404-418.【IF 8.1，SCI 中科院1区，Top期刊】

期刊论文

1. Yujun Zhou, Wu Ai*, Guoqiang Tang, Huazhou Chen. Distributed sparse learning for stochastic configuration networks via alternating direction method of multipliers.  Applied Intelligence , 2023, 53: 23522–23537. (SCI, IF=5.3, 中科院 2 区) 
   

2. Wenqi Qiu, Wu Ai*, Huazhou Chen, Quanxi Feng, Guoqiang Tang. Decentralized Federated Learning for Industrial IoT with Deep Echo State Networks.  IEEE Transactions on Industrial Informatics , 2023, 19(4): 5849--5857. (SCI, IF=12.3, 中科院 1 区 Top)

3. Huazhou Chen, Xiaorong Li, Fangxiu Meng, Wu Ai, Qinyong Lin, Ken Cai*. A decision tree network with semi-supervised entropy learning strategy for spectroscopy aided detection of blood hemoglobin.  Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy , 2023, 291: 122354. (SCI, IF=4.4, 中科院 2 区)   

4. Jinyan Liang, Wu Ai*, Huazhou Chen, Guoqiang Tang. Communication-efficient decentralized elastic-net broad learning system based on quantized and censored communications.  Applied Soft Computing , 2023, 134: 109999. (SCI, IF=8.7, 中科院 1 区 Top)    

5. Peiyuan Jin, Jianming Cen, Quanxi Feng*, Wu Ai, Huazhou Chen, Hanli Qiao. Differential evolution with the mutation strategy transformation based on a quartile for numerical optimization.  Applied Intelligence, 2023. (SCI, IF=5.3, 中科院 2 区)

6. Chunting Li, Huazhou Chen*, Youyou Zhang, Shaoyong Hong, Wu Ai, Lina Mo. Improvement of NIR prediction ability by dual model optimization in fusion of NSIA and SA methods.  Spectrochimica Acta Part A: Molecular and Biomolecular Spectroscopy , 2022, 276: 121247. (SCI, IF=4.4, 中科院 2 区) 

7. Yujun Zhou, Xiaowen Ge, Wu Ai*. Communication-Censored Distributed Learning for Stochastic Configuration Networks.  International Journal of Intelligence Science , 2022, 12(02): 21--37   

8. Ken Cai, Huazhou Chen*, Wu Ai, Xuexue Miao, Qinyong Lin, Quanxi Feng. Feedback Convolutional Network for Intelligent Data Fusion Based on Near-Infrared Collaborative IoT Technology.  IEEE Transactions on Industrial Informatics , 2022, 18(2): 1200--1209. (SCI, IF=12.3, 中科院 1 区 Top)   

9. Shuling Li, Wu Ai*, Jian Wu, Quanxi Feng. A fixed-time distributed algorithm for least square solutions of linear equations.  International Journal of Control, Automation and Systems, 2021, 19(3): 1311-1318. (SCI, IF=3.2, 中科院 3 区)

10. Wu Ai, Dianhui Wang*. Distributed stochastic configuration networks with cooperative learning paradigm.  Information Sciences, 2020, 540: 1-16. (SCI, IF=8.1, 中科院 1 区 Top)    

11. Huazhou Chen, Lili Xu, Wu Ai, Bin Lin, Quanxi Feng, Ken Cai*. Kernel functions embedded in support vector machine learning models for rapid water pollution assessment via near-infrared spectroscopy.  Science of the Total Environment, 2020, 724: 136765. (SCI, IF=9.8, 中科院 1 区 Top)

12. Jin Xie, Weisheng Chen, Hao Dai*, Sanyang Liu, Wu Ai. A distributed cooperative learning algorithm based on Zero-Gradient-Sum strategy using Radial Basis Function Network.  Neurocomputing, 2019, 323: 244--255. (SCI, IF=6.0, 中科院 2 区 Top)    

13. Xu Zhang, Jian Wu*, Wu Ai, Jing Li. Adaptive Neural Control with Prespecified Tracking Accuracy for a Class of Switched Systems Subject to Input Delay.  Complexity, 2019, 6920372. 

14. Huazhou Chen, Zhenyao Liu, Jie Gu, Wu Ai, Jiangbei Wen, Ken Cai*. Quantitative analysis of soil nutrition based on FT-NIR spectroscopy integrated with BP neural deep learning.  Analytical methods, 2018, 10(41): 5004--5013. 

15. Wu Ai, Weisheng Chen*, Shaoyong Hua. Distributed cooperative learning for a group of uncertain systems via output feedback and neural networks.  Journal of the Franklin Institute-Engineering and Applied Mathematics, 2018, 355(5): 2536--2561.

16. Wu Ai, Weisheng Chen*, Jin Xie. Distributed learning for feedforward neural networks with random weights using an event-triggered communication scheme.  Neurocomputing, 2017, 224: 184--194. (SCI, IF=6.0, 中科院 2 区 Top) 

17. Wu Ai, Weisheng Chen*, Jin Xie. A general framework for population-based distributed optimization over networks.  Information Sciences, 2017, 418: 136--152. (SCI, IF=8.1, 中科院 1 区 Top)

18. Wu Ai, Weisheng Chen*, Jin Xie. A zero-gradient-sum algorithm for distributed cooperative learning using a feedforward neural network with random weights.  Information Sciences, 2016, 373: 404--418. (SCI, IF=8.1, 中科院 1 区 Top)

19. Huazhou Chen, Guoqiang Tang, Wu Ai, Lili Xu, Ken Cai*. Use of Random Forest in FTIR Analysis of LDL Cholesterol and Tri-Glycerides for Hyperlipidemia.  Biotechnology Progress, 2015, 31(6): 1693--1702. 

20. Huazhou Chen*, Wu Ai, Quanxi Feng, Guoqiang Tang. FT-MIR modelling enhancement for the quantitative determination of haemoglobin in human blood by combined optimization of grid-search LSSVR algorithm with different pre-processing modes.  Analytical Methods, 2015, 7(6): 2869--2876.

21. Anhui Gu*, Wu Ai. Random attractor for stochastic lattice dynamical systems with alpha-stable Levy noises.  Communications in Nonlinear Science and Numerical Simulation, 2014, 19(5): 1433--1441. (SCI, IF=3.9, 中科院 2 区 Top)   

22. Huazhou Chen*, Wu Ai, Quanxi Feng, Zhen Jia, Qiqing Song. FT-NIR spectroscopy and Whittaker smoother applied to joint analysis of duel-components for corn.  Spectrochimica Acta Part A-molecular and Biomolecular Spectroscopy, 2014, 118: 752--759. (SCI, IF=4.4, 中科院 2 区)

23. Huazhou Chen*, Guoqiang Tang, Qiqing Song, Wu Ai. Combination of Modified Optical Path Length Estimation and Correction and Moving Window Partial Least Squares to Waveband Selection for the Fourier Transform Near-Infrared Determination of Pectin in Shaddock Peel.  Analytical Letters, 2013, 46(13): 2060--2074.

会议论文

1. Jinyan Liang, Wu Ai*. Distributed Broad Learning System With Quantized and Censored Communications.  2021 China Automation Congress (CAC) , IEEE, 2021.10.22-10.24, Beijing, China

2. Manrui Zhou, Wu Ai*. Distributed Reduced Kernel Extreme Learning Machine.  2021 China Automation Congress (CAC) , IEEE, 2021.10.22-10.24, Beijing, China  

3. Wenqi Qiu, Wu Ai*. A Decentralized Algorithm for Deep Echo State Networks.  2021 China Automation Congress (CAC) , IEEE, 2021.10.22-10.24, Beijing, China 

4. Shuling Li, Wu Ai*, Xiaowen Ge. Fixed-Time Distributed Cooperative Learning for Stochastic Configuration Networks.  2020 Chinese Automation Congress (CAC) ,2020.11.6-11.8, Shanghai, China  

5. Yujun Zhou, Wu Ai*. ADMM-Based Sparse Distributed Learning for Stochastic Configuration Networks.  2020 Chinese Automation Congress (CAC) ,2020.11.6-11.8, Shanghai, China

6. Xiaowen Ge, Wu Ai*, Yujun Zhou. Distributed Event-Triggered Learning for Stochastic Configuration Networks.  2020 Chinese Automation Congress (CAC) ,2020.11.6-11.8, Shanghai, China

7. Wu Ai*, Shuling Li, Jian Wu, Huazhou Chen, Quanxi Feng, Bin Lin. Parallel Training for Large-Scale Echo State Networks via Alternating Direction Method of Multipliers.  2019 Chinese Automation Congress (CAC), 2019.11.22-11.24, Hangzhou, China, 2019, pp. 350-355.   

8. Wu Ai*, Shuling Li, Jian Wu, Quanxi Feng. A Fixed-Time Distributed Algorithm for Least Square Solutions of Linear Equations.  2019 31th Chinese Control And Decision Conference (CCDC), 2019.6.3-6.5, Nanchang, China   

9. Shuling Li, Wu Ai*, Jian Wu. Self-Triggered Distributed Optimization for Multi-Agent Systems with Periodic Sampling Schemes.  2018 Chinese Automation Congress (CAC), 2018.11.30-12.2, Xian, China 

10. Xiaoli Yang, Jing Li*, Wu Ai, Jian Wu. Adaptive Control Design for a Class of Switched Uncertain Nonlinear Systems with Known Tracking Accuracy.  2017 Chinese Automation Congress (CAC), 2017.10.20-10.22, Jinan, China

11. Wu Ai*, Jian Wu, Minggang Dong.  A distributed particle swarm optimization algorithm over directed graphs.  2017 Chinese Automation Congress (CAC), 2017.10.20-10.22, Jinan, China