2025 Journal Article Fourier-feature induced physics informed randomized neural network method to solve the biharmonic equationLi, Xi’an, Wu, Jinran, Huang, Yujia, Ding, Zhe, Tai, Xin, Liu, Liang and Wang, You-Gan (2025). Fourier-feature induced physics informed randomized neural network method to solve the biharmonic equation. Journal of Computational and Applied Mathematics, 468 116635, 1-19. doi: 10.1016/j.cam.2025.116635 |
2025 Journal Article Effects of seawater salinity variations on nitrogen transport in the coastal reservoir and adjacent aquiferMo, Yuming, Xu, Jing, Wang, Kun, Xu, Beibei, Wu, Jinran, Jiang, Qihao, Jin, Guangqiu and Li, Ling (2025). Effects of seawater salinity variations on nitrogen transport in the coastal reservoir and adjacent aquifer. Journal of Hydrology, 661 133539, 133539-661. doi: 10.1016/j.jhydrol.2025.133539 |
2025 Journal Article Optimising PID controllers for multi‐area automatic generation control with improved NSGA‐IIYang, Yang, Gao, Yuchao, Gao, Shangce and Wu, Jinran (2025). Optimising PID controllers for multi‐area automatic generation control with improved NSGA‐II. CAAI Transactions on Intelligence Technology. doi: 10.1049/cit2.70024 |
2025 Journal Article An adaptive regression algorithm with a clustering process for multi-modal data predictionZhao, Shangrui, Yu, Weiqi, Wu, Yulu, Wu, Jinran, Li, Xi’an and Wang, You-Gan (2025). An adaptive regression algorithm with a clustering process for multi-modal data prediction. Discover Computing, 28 (1) 94. doi: 10.1007/s10791-025-09565-7 |
2025 Journal Article Feature selection for stock movement direction prediction using sparse support vector machineMiao, Maoxuan, Wu, Jinran, Cai, Fengjing, Fu, Liya, Zheng, Shurong and Wang, You‐Gan (2025). Feature selection for stock movement direction prediction using sparse support vector machine. Applied Stochastic Models in Business and Industry, 41 (3) e70011, 3. doi: 10.1002/asmb.70011 |
2025 Journal Article Spatial heterogeneity of groundwater depths in coastal cities and their responses to multiple factors interactions by interpretable machine learning modelsMo, Yuming, Xu, Jing, Zhu, Senlin, Xu, Beibei, Wu, Jinran, Jin, Guangqiu, Wang, You-Gan and Li, Ling (2025). Spatial heterogeneity of groundwater depths in coastal cities and their responses to multiple factors interactions by interpretable machine learning models. Geoscience Frontiers, 16 (3) 102033, 1-19. doi: 10.1016/j.gsf.2025.102033 |
2025 Journal Article Scheduling automated guided vehicles considering the buffer lane constraintsYin, Yu-Qi, Liu, Chanjuan and Wu, Jinran (2025). Scheduling automated guided vehicles considering the buffer lane constraints. Engineering Computations, ahead-of-print (ahead-of-print), 1-30. doi: 10.1108/ec-08-2024-0732 |
2025 Journal Article Multi-Granularity Autoformer for long-term deterministic and probabilistic power load forecastingYang, Yang, Gao, Yuchao, Zhou, Hu, Wu, Jinran, Gao, Shangce and Wang, You-Gan (2025). Multi-Granularity Autoformer for long-term deterministic and probabilistic power load forecasting. Neural Networks, 188 107493, 1-11. doi: 10.1016/j.neunet.2025.107493 |
2025 Journal Article Spatiotemporal variations of water levels and river-lake interaction in the Poyang Lake basin under the extreme droughtChen, Hexiang, Jin, Guangqiu, Tang, Hongwu, Wu, Jinran, Wang, You-Gan, Zhang, Zhongtian, Deng, Yanqing and Zhang, Siyi (2025). Spatiotemporal variations of water levels and river-lake interaction in the Poyang Lake basin under the extreme drought. Journal of Hydrology: Regional Studies, 57 102165, 102165. doi: 10.1016/j.ejrh.2024.102165 |
2025 Journal Article Classical and machine learning tools for identifying yellow-seeded Brassica napus by fusion of hyperspectral featuresLiu, Fan, Wang, Fang, Zhang, Zaiqi, Cao, Liang, Wu, Jinran and Wang, You-Gan (2025). Classical and machine learning tools for identifying yellow-seeded Brassica napus by fusion of hyperspectral features. Frontiers in Genetics, 15 1518205, 1518205. doi: 10.3389/fgene.2024.1518205 |
2025 Journal Article Editorial: Data-driven approaches for efficient smart grid systemsWu, Jinran, Yang, Yang, Sun, Shaolong and Yu, Yang (2025). Editorial: Data-driven approaches for efficient smart grid systems. Frontiers in Energy Research, 12, 1-2. doi: 10.3389/fenrg.2024.1536459 |
2025 Other Outputs Statistical support vector machines with optimizationsWu, Jinran (2025). Statistical support vector machines with optimizations. PhD Thesis, School of Mathematical Sciences, Queensland University of Technology. doi: 10.5204/thesis.eprints.234509 |
2024 Journal Article Water resource forecasting with machine learning and deep learning: A scientometric analysisLiu, Chanjuan, Xu, Jing, Li, Xi’an, Yu, Zhongyao and Wu, Jinran (2024). Water resource forecasting with machine learning and deep learning: A scientometric analysis. Artificial Intelligence in Geosciences, 5 100084, 100084-5. doi: 10.1016/j.aiig.2024.100084 |
2024 Journal Article Solving the temporal lags in local significant wave height prediction with a new VMD-LSTM modelZhang, Shaotong, Zhao, Zixi, Wu, Jinran, Jin, Yao, Jeng, Dong-Sheng, Li, Sanzhong, Li, Guangxue and Ding, Dong (2024). Solving the temporal lags in local significant wave height prediction with a new VMD-LSTM model. Ocean Engineering, 313 119385, 119385-313. doi: 10.1016/j.oceaneng.2024.119385 |
2024 Journal Article Robust autoregressive bidirectional gated recurrent units model for short-term power forecastingYang, Yang, Wang, Zijin, Zhao, Shangrui, Zhou, Hu and Wu, Jinran (2024). Robust autoregressive bidirectional gated recurrent units model for short-term power forecasting. Engineering Applications of Artificial Intelligence, 138 (Part B) 109453, 109453. doi: 10.1016/j.engappai.2024.109453 |
2024 Journal Article Analysis of fine-grained sediment dynamics from field observations with a vector autoregressive modelZhao, Zixi, Zhang, Shaotong, Wu, Jinran, Qiao, Lulu, Li, Guangxue, Li, Hongyi and Li, Sanzhong (2024). Analysis of fine-grained sediment dynamics from field observations with a vector autoregressive model. Journal of Hydrology, 644 132100, 132100-644. doi: 10.1016/j.jhydrol.2024.132100 |
2024 Journal Article Probabilistic oil price forecasting with a variational mode decomposition-gated recurrent unit model incorporating pinball lossCui, Zhesen, Li, Tian, Ding, Zhe, Li, Xi'an and Wu, Jinran (2024). Probabilistic oil price forecasting with a variational mode decomposition-gated recurrent unit model incorporating pinball loss. Data Science and Management. doi: 10.1016/j.dsm.2024.10.003 |
2024 Journal Article Advancements in Q-learning meta-heuristic optimization algorithms: a surveyYang, Yang, Gao, Yuchao, Ding, Zhe, Wu, Jinran, Zhang, Shaotong, Han, Feifei, Qiu, Xuelan, Gao, Shangce and Wang, You-Gan (2024). Advancements in Q-learning meta-heuristic optimization algorithms: a survey. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 14 (6) e1548. doi: 10.1002/widm.1548 |
2024 Journal Article Assessment and prediction of Water Quality Index (WQI) by seasonal key water parameters in a coastal city: application of machine learning modelsMo, Yuming, Xu, Jing, Liu, Chanjuan, Wu, Jinran and Chen, Dong (2024). Assessment and prediction of Water Quality Index (WQI) by seasonal key water parameters in a coastal city: application of machine learning models. Environmental Monitoring and Assessment, 196 (11) 1008. doi: 10.1007/s10661-024-13209-6 |
2024 Journal Article Improving PID controller performance in nonlinear oscillatory automatic generation control systems using a multi-objective marine predator algorithm with enhanced diversityYang, Yang, Gao, Yuchao, Wu, Jinran, Ding, Zhe and Zhao, Shangrui (2024). Improving PID controller performance in nonlinear oscillatory automatic generation control systems using a multi-objective marine predator algorithm with enhanced diversity. Journal of Bionic Engineering, 21 (5), 2497-2514. doi: 10.1007/s42235-024-00548-w |