郑州大学计算智能实验室
Computational Intelligence Laboratory
期刊论文
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‖ In Press
X. Z. Chai, C. C. He, B. Y. Qu, L. Yan, C. Li, B. H. Qiao, J. Liang, P. W. Wen, Z. Li, P. Liu, P. N. Suganthan. Constrained Multi-Objective Optimization for UAV Energy Consumption and User Satisfaction in UAV-Assisted Mobile Edge Computing[J]. IEEE Transactions on Vehicular Technology, doi: 10.1109/TVT.2025.3624297. IF: 7.1, 中科院二区. (paper)
J. B. Xin, Y. Z. Duan, H. Zhu, J. Liang. Acceptance–Rejection Sampling-Guided Discrete RRT for Multiagent Path Finding[J]. IEEE Transactions on Industrial Informatics, doi: 10.1109/TII.2025.3609137. IF: 9.9, 中科院一区. (paper)
J. Liang, J. T. Yang, C. T. Yue*, Y. Bi, K. J. Yu, B. Y. Qu, Y. Y. Zhang, M. M. Li. A Joint-Encoding Evolutionary Algorithm for Multimodal Multiobjective Feature Selection in Classification[J]. IEEE Transactions on Evolutionary Computation, doi: 10.1109/TEVC.2025.3529977. IF: 11.7, 中科院一区. (paper)
Q. Sui, L. Sun, S. Y. Yao, J. Liang, Z. W. Li, C. Liu, Z. C. Xie. Scheduling of Mobile Rail Generators Capable of Uninterrupted Power Supply for Load Rescue[J]. IEEE Transactions on Power Systems, doi: 10.1109/TPWRS.2025.3545677. IF: 6.5, 中科院一区. (paper)
K. J. Yu, X. Y. Zhang, D. Z. Zhang, J. Liang, Y. M. Li, H. S. Wang*, K. Chen, C. T. Yue. Historical Information-assisted Dynamic Response Integration and Adaptive Niche Methods for Dynamic Multimodal Optimization[J]. IEEE Transactions on Evolutionary Computation, doi: 10.1109/TEVC.2025.3527478. IF: 11.7, 中科院一区. (paper)
J. Liang, Z. Hu, Y. Bi, H. Cheng, K. J. Yu, C. T. Yue, X. F. Wang, W. F. Guo*. A Survey on Evolutionary Computation for Identifying Biomarkers of Complex Disease[J]. IEEE Transactions on Evolutionary Computation, doi: 10.1109/TEVC.2024.3414442. IF: 11.7, 中科院一区. (paper)
Y. F. Liao, J. Liang*, G. Xu, C. T. Yue, S. Miao, D. Yang. Optimization design method of power distribution relationship for LLC-DAB hybrid bidirectional converter based on Sigma structure[J]. CSEE Journal of Power and Energy Systems, doi: 10.17775/CSEEJPES.2023.04360. IF: 6.9, 中科院二区. (paper)
K. J. Yu, J. T. Lian, Y. Bi*, J. Liang, M. J. Zhang, B. Xue. An Automated and Interpretable Computer-Aided Approach for Skin Cancer Diagnosis Using Genetic Programming[J]. IEEE Transactions on Evolutionary Computation, doi: 10.1109/TEVC.2024.3459096. IF: 11.7, 中科院一区. (paper)
K. J. Qiao, J. Liang*, W. F. Guo, Y. P. Wei, K. J. Yu, Z, Hu. Constrained Multi-objective Optimization-Based Temporal Network Observability for Biomarker Identification of Individual Patients[J]. IEEE Journal of Biomedical and Health Informatics, doi: 10.1109/JBHI.2024.3435418. IF: 6.7, 中科院一区. (paper)
D. Z. Zhang, K. J. Yu*, J. Liang, K. J. Qiao, B. Y. Qu, K. Chen, C. T. Yue, L. Wang. History-Assisted Two-State Auxiliary Task Collaboration Approach for Dynamic Constrained Multiobjective Optimization[J]. IEEE Transactions on Evolutionary Computation, doi: 10.1109/TEVC.2024.3425756. IF: 11.7, 中科院一区. (paper) (code)
J. Liang, Y. H. Lou, M. Y. Yu, Y. Bi, K. J. Yu. A survey of surrogate-assisted evolutionary algorithms for expensive optimization[J]. Journal of Membrane Computing, doi: 10.1007/s41965-024-00165-w. IF: 1.9, 中科院二区. (paper)
‖ 2026
H. Yang, X. Xie, Y. Bi, B. Y. Qu, J. Liang, K. Huang, L. Yan. LCO-LSHADE-
GSRL: An enhanced differential evolution algorithm with chaotic orthogonal
initialization and GAN-driven specular reflection learning for engineering
optimization[J]. Expert Systems with Applications, 2026, 302: 130561.
IF: 7.5, 中科院一区. (paper)
C. T. Yue, J. K. Song, M. N. Liu, Y. Bi, W. F. Guo, H.Y. Lin J. Liang. An
evolutionary algorithm for multimodal multi-objective traveling salesman
problems[J]. Expert Systems with Applications, 2026, 297: 129540.
IF: 7.5, 中科院一区. (paper)
‖ 2025
P. Liu, B. Wang, Z. Li, Z. Zhu, J. Liang. A Positioning Error Correction Method for Dead-Reckoning Navigation of Underwater Vehicles[J]. IEEE Transactions on Instrumentation and Measurement, 2025, 74: 1-13. IF: 5.9, 中科院二区. (paper)
R. Nie, J. Si, P. Wang, Z. Li, J. Liang, C. Gan. Corrections to “Optimization Design of a Novel Permanent Magnet Linear-Rotary Generator for Offshore Wind-Wave Combined Energy Conversion Based on Multi-Attribute Decision Making”[J]. IEEE Transactions on Energy Conversion, 2025, (40)3: 2446-2446. IF: 5.4, 中科院二区. (paper)
Ying Bi, Tuo Zhang, Jintao Lian, Yaxin Chang*, Jing Liang. Change detection in remote sensing images based on multi-tree genetic programming[J]. Applied Soft Computing, 2025, 183: 113609. IF: 6.6, 中科院二区. (paper)
X. X. Ban, J. Liang*, K. J. Yu, K. J. Qiao, P. N. Suganthan, Y. N. Wang. A Subspace Search-Based Evolutionary Algorithm for Large-Scale Constrained Multiobjective Optimization and Application[J]. IEEE Transactions on Cybernetics, 2025, (55)5: 2486-2499. IF: 9.4, 中科院一区. (paper)
X. X. Ban, J. Liang, K. J. Yu, Y. N. Wang, K. J. Qiao, J. Z. Peng, D. W. Gong, C. Y. Dai. A Local Knowledge Transfer-Based Evolutionary Algorithm for Constrained Multitask Optimization[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2025, 55(3): 2183-2195. IF: 8.6, 中科院一区. (paper)
T. Zhang, Y. Bi*, J. Liang, B. Xue, M. J. Zhang. Multi-objective genetic programming based on decomposition for feature learning in image classification[J]. Swarm and Evolutionary Computation, 2025, 94: 101875. IF: 8.2, 中科院二区. (paper)
C. T. Yue, J. K. Song, J. Liang, M. N. Liu, K. J. Yu, H. Y. Lin, Y. Bi*. A multimodal multiobjective evolutionary algorithm based on neighborhood and enhanced special crowding distance[J]. Knowledge-Based Systems, 2025, 315: 113340. IF: 7.2, 中科院一区. (paper)
U. Ahmad, J. Liang*, T. L. Ma*, K. J. Yu, F. Mehmood, F. Banoori. Small aerial object detection through GAN-integrated feature pyramid networks[J]. Applied Soft Computing, 2025, 171: 112834. IF: 7.2, 中科院二区. (paper)
J. W. Jin*, X. Z. Zhu, Y. Geng, J. H. Liu, Y. T. Li, J Liang*, CLP Chen, P. Li*. Retargeted broad learning systems for image classification[J]. Digital Signal Processing, 2025, 159: 105020. IF: 2.9, 中科院三区. (paper)
J. Liang, Z. Hu, Y. Bi, H. Cheng, W. F. Guo*. Multimodal multiobjective optimization with structural network control principles to optimize personalized drug targets for drug discovery of individual patients[J]. Briefings in Bioinformatics, 2025, 26(1): bbaf007. IF: 6.8, 中科院二区. (paper)
‖ 2024
J. Liang, Y. X. Chang, Y. Bi*, C. T. Yue, M. Y. Yu, B. Y. Qu, M. N. Liu. A New Road Extraction Method from Satellite Images Using Genetic Programming[J]. Guidance, Navigation and Control, 2024. 4(2): 2450009. (paper)
K. J. Qiao, K. J. Yu, C. T. Yue, B. Y. Qu, M. N. Liu, J. Liang*. A Cooperative Multistep Mutation Strategy for Multiobjective Optimization Problems With Deceptive Constraints[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2024, 54(11): 6670-6682. IF: 8.6, 中科院一区. (paper)
K. J. Yu, S. R. Sun, J. Liang, K. Chen*, B. Y. Qu, C. T. Yue, P. N. Suganthan. A Space Transformation-Based Multiform Approach for Multiobjective Feature Selection in High-Dimensional Classification[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2024, 54(12): 7305-7317. IF: 8.6, 中科院一区. (paper) (code)
J. Jin, B. Geng, Y. Li, J. Liang, Y. Xiao, CLP Chen. Flexible Label-Induced Manifold Broad Learning System for Multiclass Recognition[J]. IEEE Transactions on Neural Networks and Learning Systems, doi: 2024, 35(11): 16076-16090. IF: 10.2, 中科院一区. (paper)
P. W. Wen, B. L. Wang, B. Y. Qu, S. Zhang, H. Q. Zhao, J. Liang. Robust Bias-Compensated CR-NSAF Algorithm: Design and Performance Analysis[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 55(1): 674-684. IF:8.6, 中科院一区.(paper)
J. Liang, H. Y. Lin, C. T. Yue, X. X. Ban,* K. J. Yu. Evolutionary constrained multi-objective optimization: a review[J]. Vicinagearth, 2024, 1(1): 5.(paper)
J. Y. Su, R. Nie*, P. X. Wang, S. Xu, J. Liang, J. K. Si. Permanent Magnet Installation Optimization of Outer Rotor PMSM Depending on Adding Auxiliary Teeth[J]. World Electric Vehicle Journal, 2024, 15(6): 271. IF:2.6, 中科院二区 (paper)
M. Y. Yu, Z. Wu*, J. Liang, C. T. Yue. Surrogate-assisted PSO with archive-based neighborhood search for medium-dimensional expensive multi-objective problems[J]. Information Sciences, 2024, 666: 120405. IF:8.1, 中科院一区. (paper)
R. Nie, J. K. Si, P. X. Wang, Z. W. Li, J. Liang, C. Gan. ptimization Design of a Novel Permanent Magnet Linear-rotary Generator for Offshore Wind-wave Combined Energy Conversion Based on Multi-Attribute Decision Making[J]. IEEE Transactions on Energy Conversion, 2024, 39(3): 1583-1600. IF: 5.0, 中科院一区. (paper)
S. Li, R. Nie*, P. X. Wang, J. Liang, J. K. Si. Phase-Pole Combinations for Axial-Flux Permanent Magnet Machines with M-Phase Equidirectional Toroidal Winding[J]. IEEE Transactions on Transportation Electrification, 2024, doi: 10.1109/TTE.2024.3357853.IF: 7.2, 中科院一区. (paper)
P. Chen, Z. M. Li, K. J. Qiao, P. N. Suganthan, X. X. Ban, K. J. Yu, C. T. Yue, J. Liang*. An archive-assisted multi-modal multi-objective evolutionary algorithm[J]. Swarm and Evolutionary Computation, 2024, 91: 101738. IF: 8.2, 中科院一区. (paper)
J. Liang, Z. Hu, Z. W. Li, K. J. Qiao, W. F. Guo*. Multi-Objective Optimization Based Network Control Principles for Identifying Personalized Drug Targets With Cancer[J]. IEEE Transactions on Evolutionary Computation, 2024, 28(5): 1322-1335. IF: 11.7, 中科院一区. (paper)
K. J. Yu, D. Z. Zhang, J. Liang*, B. Y. Qu, M. N. Liu, K. Chen, C. T. Yue, L. Wang. A Framework Based on Historical Evolution Learning for Dynamic Multiobjective Optimization[J]. IEEE Transactions on Evolutionary Computation, 2024, 28(4): 1127-1140. IF: 11.7, 中科院一区. (paper)(code)
J. Liang, Y. Y. Zhang, B. Y. Qu, K. Chen*, K. J. Yu, C. T. Yue. A Multiform Optimization Framework for Multi-objective Feature Selection in Classification. IEEE Transactions on Evolutionary Computation. 2024, 28(4): 1024-1038. IF: 11.7, 中科院一区. (paper)(code)
Y. Bi, J Liang*, B. Xue, M. J. Zhang. A Genetic Programming Approach with Building Block Evolving and Reusing to Image Classification[J]. IEEE Transactions on Evolutionary Computation, 2024, 28(5): 1366-1380. IF: 11.7, 中科院一区. (paper)
R. Nie, J. K. Si*, Y. F. Jia, P. X. Wang, S. Xu, J. Liang, C. Gan. Comprehensive Comparison of Mover-PM and Stator-PM Linear-Rotary Generators for Wind-Wave Combined Energy Conversion System[J]. IEEE Transactions on Industry Applications, 2024, 60(4): 6170-6185. IF: 4.2, 中科院一区. (paper)
Y. Wang, Z. K. Jin, J. Liang*, Z. W. Li, V. Dinavahi, J. Liang. Low-carbon optimal scheduling of park-integrated energy system based on bidirectional Stackelberg-Nash game theory[J]. Energy, 2024, 305: 132342. IF: 9, 中科院一区. (paper)
J. Liang, X. D. Sui, C. T. Yue, M. Y. Yu, G. Li, M. M. Li. Multimodal multiobjective differential evolution algorithm based on enhanced decision space search[J]. Swarm and Evolutionary Computation, 2024, 90: 101682. IF: 8.2, 中科院一区. (paper)
K. J. Yu, J. T. Lian, Y. Bi*, J. Liang, M. J. Zhang, B. Xue. A genetic programming approach with adaptive region detection to skin cancer image classification[J]. Journal of Automation and Intelligence, 2024. (paper)
Y. T. Li, S. Wang, J. W. Jin*, F. B. Zhu, L. Zhao, J. Liang, C.L. Philip Chen. Imbalanced complemented subspace representation with adaptive weight learning[J]. Expert Systems with Applications, 2024, 249: 123555. IF: 7.5, 中科院一区. (paper)
P. Wang, B. Xue, J. Liang*, M. J. Zhang. Genetic Programming for Automatically Evolving Multiple Features to Classification[J]. Evolutionary Computation, 2024, 1-27. IF: 4.6, 中科院二区. (paper)
Z. C. Chang, J. Liang, S. H. Ma, D. Liu*. Community hiding: Completely escape from community detection[J]. Information Sciences, 2024, 672: 120665. IF: N/A, 中科院一区. (paper)
K. J. Qiao, J. Liang*, K. J. Yu, C. T. Yue, H. Y. Lin, D. Z. Zhang, B. Y. Qu. Evolutionary Constrained Multiobjective Optimization: Scalable High-Dimensional Constraint Benchmarks and Algorithm[J]. IEEE Transactions on Evolutionary Computation, 2023, 28(4): 965-979. IF: 11.7, 中科院一区. (paper)(code)【ESI高被引】
J. Liang, Z. X. Yang, Y. Bi, B. Y. Qu, M. N. Liu, B. Xue, M. J. Zhang. A Multitree Genetic Programming-Based Feature Construction Approach to Crop Classification Using Hyperspectral Images[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-17. IF:7.5, 中科院一区（paper）
K. J. Qiao, J. Liang*, K. J. Yu, X. X. Ban, C. T. Yue, B. Y. Qu, P. N. Suganthan. Constraints Separation Based Evolutionary Multitasking for Constrained Multi-Objective Optimization Problems[J]. IEEE/CAA Journal of Automatica Sinica, 2024, 11(8): 1819-1835. IF: 15.3, 中科院一区. (paper)(code)
K. J. Qiao, J. Liang*, W. F. Guo*, Z. Hu, K. J. Yu, P. N. Suganthan. Knowledge-Embedded Constrained Multiobjective Evolutionary Algorithm Based on Structural Network Control Principles for Personalized Drug Targets Recognition in Cancer[J]. Information Sciences, 2024: 121033. IF: 8.1, 中科院一区. (paper)
J. Liang, H. Y. Lin, C. T. Yue*, P. N. Suganthan, Y. N. Wang. Multiobjective Differential Evolution for Higher-Dimensional Multimodal Multiobjective Optimization[J]. IEEE/CAA Journal of Automatica Sinica, 2024, 11(6): 1458-1475. IF: 15.3, 中科院一区. (paper)
T. L. Ma, Q. Ma, Z. Yang, J. Liang*, J. Fu, Y. Dou, Y. N. Ku, Usman Ahmad, L. Q. Qu. MCDNet: An Infrared Small Target Detection Network Using Multi-Criteria Decision and Adaptive Labeling Strategy[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-14. IF: 7.5, 中科院一区. (paper)
K. J. Yu, L. J. Wang, J. Liang, H. S. Wang*, K. J. Qiao, T. Y. Liang. Constraint subsets-based evolutionary multitasking for constrained multiobjective optimization[J]. Swarm and Evolutionary Computation, 2024, 86:101531. IF: 8.2, 中科院一区. (paper)(code)
Y. T. Li, J. W. Jin*, Y. Geng, Y. Xiao, J. Liang**, C.L. Philip Chen. Discriminative elastic-net broad learning systems for visual classification[J]. Applied Soft Computing, 2024, 155: 111445. IF: 7.2, 中科院一区. (paper)
Y. T. Li, J. W. Jin*, H. W. Tao, Y. Xiao, J. Liang**, C.L. Philip Chen. Complemented subspace-based weighted collaborative representation model for imbalanced learning[J]. Applied Soft Computing, 2024, 153: 111319. IF: 7.2, 中科院二区. (paper)
K. J. Qiao, J. Liang*, K. J. Yu, W. F. Guo, C. T. Yue, B. Y. Qu, P. N. Suganthan. Benchmark problems for large-scale constrained multi-objective optimization with baseline results[J]. Swarm and Evolutionary Computation, 2024, 86: 101504. IF: 8.2, 中科院一区. (paper)(code)
T. L. Ma, W. Wang, J. Liang*, J. Z. Peng, Q. Ma, Z. Q. Kai. MSMA-Net: An Infrared Small Target Detection Network by Multi-scale Super-resolution Enhancement and Multi-level Attention Fusion[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 63: 1-20. IF: 7.5, 中科院一区. (paper)
B. Wu, X. Su, J. Liang, Z. C. Sun, L. H. Zhong, Y. D. Ye*. Graph Gating-mixer for Sequential Recommendation[J]. Expert Systems with Applications, 2024, 238: 122060. IF: 7.5, 中科院一区. (paper)
Y. X. Li, J. Liang*, C. T. Yue, K. J. Yu, X. X. Ban, P. Chen. Collaborative resource allocation-based differential evolution for solving numerical optimization problems[J]. Information Sciences, 2024: 120104. IF: 8.1, 中科院一区. (paper)(code)
K. J. Qiao, Z. L. Chen, B. Y. Qu, K. J. Yu, C. T. Yue, K. Chen, J. Liang*. A Dual-population Evolutionary Algorithm Based on Dynamic Constraint Processing And Resources Allocation for Constrained Multi-objective Optimization Problems[J]. Expert Systems with Applications, 2024, 238: 121707. IF: 7.5, 中科院一区. (paper)
J. Liang, Y. Y. Zhang, K. Chen*, B. Y. Qu, K. J. Yu, C. T. Yue, P. N. Suganthan. An Evolutionary Multi-objective Method Based on Dominance and Decomposition for Feature Selection in Classification[J]. Science China Information Sciences, 2024, 67: 120101. IF: 7.3, 中科院二区. (paper)(code)
‖ 2023
L. Yan, W. L. Qi, J. Liang, B. Y. Qu*, K. J. Yu, C. T. Yue, X. Z. Chai. Inter-Individual Correlation and Dimension Based Dual Learning for Dynamic Multi-objective Optimization[J]. IEEE Transactions on Evolutionary Computation, 2023. 27(6): 1780-179. IF: 11.7, 中科院一区. (paper)(code)
T. L. Ma, Z. Yang, Y. F. Song, J. Liang*, H. S. Wang. DMEF-Net: Lightweight Infrared Dim Small Target Detection Network for Limited Samples[J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1-15. IF: 7.5, 中科院一区. (paper)
Y. N. Guo, G. Y. Chen, M. Jiang, D. W. Gong, J. Liang*. A Knowledge guided Transfer Strategy for Evolutionary Dynamic Multiobjective Optimization[J]. IEEE Transactions on Evolutionary Computation, 2023, 27(6): 1750-1764. IF: 11.7, 中科院一区. (paper)
J. Liang, L. Y. Zhang, K. J. Yu*, B. Y. Qu, F. X. Shang, K. J. Qiao. Interactive Niching-based Two-stage Evolutionary Algorithm for Constrained Multiobjective Optimization[J]. Swarm and Evolutionary Computation, 2023, 83: 101402. IF: 8.2, 中科院一区. (paper)
K. J. Yu, D. Z. Zhang, J. Liang, K. Chen*, C. T. Yue, K. J. Qiao, L. Wang. A Correlation-Guided Layered Prediction Approach for Evolutionary Dynamic Multiobjective Optimization[J]. IEEE Transactions on Evolutionary Computation, 2023, 27(5): 1398-1412. IF: 11.7, 中科院一区. (paper)(code)
S. Y. Zhang, T. L. Yang, J. Liang*, C. T. Yue, A Novel Adaptive Bandit-Based Selection Hyper-Heuristic for Multiobjective Optimization[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2023, 53(12): 7693-7706. IF: 8.6, 中科院一区. (paper)
W. Li, T. Zhang, R. Wang*, S. Huang, J. Liang, Multimodal multi-objective optimization: Comparative study of the state-of-the-art[J]. Swarm and Evolutionary Computation, 2023, 77: 101253. IF: 8.2, 中科院一区. (paper)【ESI高被引】
J. Liang, Z. L. Chen, Y. N. Wang, X. X. Ban*, K. J. Qiao, K. J. Yu. A Dual-Population Constrained Multi-Objective Evolutionary Algorithm with Variable Auxiliary Population Size[J]. Complex & Intelligent Systems, 2023, 9: 5907-5922. IF: 5.8, 中科院二区. (paper)
Y. X. Li, J. Liang*, K. J. Yu, C. T. Yue, Y. J. Zhang. Keenness for Characterizing Continuous Optimization Problems and Predicting Differential Evolution Algorithm Performance[J]. Complex & Intelligent Systems, 2023, 9: 5251-5266. IF: 5, 中科院二区. (paper)
G. Chen, J. Si, R. Nie*, J. Liang, Y. Hu, Analysis of armature magnetic field of slotless permanent magnet machine with arbitrary-phase equidirectional toroidal winding[J]. Energy Reports, 2023, 9: 350-358. IF:4.7, 中科院二区. (paper)
B. Xue, Y. Y. Ma, J. Y. Zhu, Y. Mu, Y. H. Li, F. Shen, J. Liang, J. J. Zhang, Chronic social comparison elicits depression-and anxiety-like behaviors and alterations in brain-derived neurotrophic factor expression in male rats[J]. Animal Cognition, 2023, 26: 1505-1519. IF: 1.9, 中科院一区. (paper)
Y. N. Guo, M. Y. Huang, G. Y. Chen*, D. W. Gong, J. Liang, Z. K. Yu*. A Dynamic Constrained Multiobjective Evolutionary Algorithm Based on Decision Variable Classification[J]. Swarm and Evolutionary Computation, 2023, 83: 101420. IF: 8.2, 中科院一区. (paper)
Y. T. Li, J. W. Jin*, J. T. Ma, F. B. Zhu, B. H. Jin, J. Liang, CLP Chen. Imbalanced Least Squares Regression with Adaptive Weight Learning[J]. Information Sciences, 2023, 648: 119541. IF: 8.1, 中科院一区. (paper)
L. Yan, Z. P. Zhang, J. Liang, B. Y. Qu*, K. J. Yu, K. Y. Wang. ASMEvoNAS: Adaptive Segmented Multi-objective Evolutionary Network Architecture Search[J]. Applied Soft Computing, 2023, 146: 110639. IF: 7.2, 中科院二区. (paper)
J. Liang, Z. W. Li, Z. N. Sun, Y. Bi, H. Cheng, T. Zeng*, W. F. Guo*. Latent Space Search Based Multimodal Optimization with Personalized Edge-network Biomarker for Multi-purpose Rarly Disease Prediction[J]. Briefings in Bioinformatics, 2023, 24 (6): bbad364. IF: 6.8, 中科院一区. (paper)
K. J. Yu, S. R. Sun, J. Liang, K. Chen*, B. Y. Qu, C. T. Yue, L. Wang. A Bidirectional Dynamic Grouping Multi-objective Evolutionary Algorithm for Feature Selection on High-dimensional Classification[J]. Information Sciences, 2023, 648: 119619. IF: 8.1, 中科院一区. (paper)(code)
J. Liang, H. Y. Lin, C. T. Yue*, K. J. Yu, Y. Guo, K. J. Qiao. Multiobjective Differential Evolution with Speciation for Constrained Multimodal Multiobjective Optimization [J]. IEEE Transactions on Evolutionary Computation, 2023, 27(4): 1115-112. IF: 11.7, 中科院一区. (paper)(code)
Y. X. Li, J. Liang*, C. T. Yue, K. J. Yu, H Guo. An Incremental Random Walk Algorithm for Sampling Continuous Fitness Landscapes[J]. Neurocomputing, 2023: 126549. IF: 5.5, 中科院二区. (paper)
J. Liang, H Guo, K Chen*, K. J. Yu, C. T. Yue, Y. P. Ma. A Survey on Intelligent Optimization Approaches to Boiler Combustion Optimization[J]. CAAI Artificial Intelligence Research, 2023, 2: 9150014. (paper)
K. J. Qiao, J. Liang*, Z. Y. Liu, K. J. Yu, C. T. Yue, B. Y. Qu. Evolutionary Multitasking with Global and Local Auxiliary Tasks for Constrained Multi-Objective Optimization[J]. IEEE/CAA Journal of Automatica Sinica, 2023, 10(10): 1-14. IF: 15.3, 中科院一区. (paper)(code)
J. Liang, K. Li, K. J. Yu, C. T. Yue*, Y. X. Li, H. Song. A Novel Differential Evolution Algorithm Based on Local Fitness Landscape Information for Optimization Problems[J]. IEICE TRANSACTIONS on Information and Systems, 2023, E106-D(5): 601-616. IF: 0.6, 中科院四区. (paper)
P. Wang, B. Xue, J. Liang*, M. J. Zhang. Feature Clustering-Assisted Feature Selection with Differential Evolution[J]. Pattern Recognition, 2023, 140: 109523. IF: 7.5, 中科院一区. (paper)
P. Wang, B. Xue, J. Liang*, M. J. Zhang. Feature Selection Using Diversity-Based Multi-Objective Binary Differential Evolution[J]. Information Sciences, 2023, 626: 586-606. IF: 8.1, 中科院一区. (paper)
Z Wu, M Yu*, J. Liang. Parameter Optimization of Energy-Efficient Antenna System Using Period-Based Memetic Algorithm[J]. Expert Systems with Applications. 2023, 214: 119131. IF: 7.5, 中科院一区. (paper)
L. Yan, W. L. Qi, A. K. Qin, S. X. Yang, D. W. Gong, B. Y. Qu*, J. Liang. Manifold Clustering-Based Prediction for Dynamic Multiobjective Optimization[J]. Swarm and Evolutionary Computation, 2023, 77:101254 . IF: 8.2, 中科院一区. (paper)(code)
K. J. Qiao, J. Liang*, K. J. Yu, M. H. Wang, B. Y. Qu, C. T. Yue, Y. N. Guo. A Self-Adaptive Evolutionary Multi-Task Based Constrained Multi-Objective Evolutionary Algorithm[J]. IEEE Transactions on Emerging Topics in Computational Intelligence, 2023, 7(4): 1098-1112. IF: 5.3, 中科院二区. (paper)(code)【ESI高被引】
H. S. Wang, Y. Zhang, J. Liang*, L. L. Liu. DAFA-BiLSTM: Deep Autoregression Feature Augmented Bidirectional LSTM network for time series prediction[J]. Neural Networks, 2023, 157: 240-256. IF: 6, 中科院二区. (paper)
J. Liang, H. Guo, K. Chen*, K. J. Yu, C. T. Yue, X. Li. An Improved Kalman Particle Swarm Optimization for Modeling and Optimizing of Boiler Combustion Characteristics[J]. Robotica, 2023, 41(4): 1087-1097. IF: 1.9, 中科院三区. (paper)
K. J. Qiao, K. J. Yu, B. Y. Qu, J. Liang*, C. T. Yue, X. X. Ban. Feature Extraction for Recommendation of Constrained Multi-Objective Evolutionary Algorithms[J]. IEEE Transactions on Evolutionary Computation, 2023, 27(4): 949-963. IF: 11.7, 中科院一区. (paper)
K. J. Qiao, K. J. Yu, B. Y. Qu, J. Liang*, H. Song, C. T. Yue, H. Y. Lin, K. C. Tan. Dynamic Auxiliary Task-Based Evolutionary Multitasking for Constrained Multi-objective Optimization[J]. IEEE Transactions on Evolutionary Computation, 2023, 27(3): 652-656. IF: 11.7, 中科院一区. (paper)(code)(CATF fcuntion code)【ESI高被引】
P. Wang, B. Xue, J. Liang*, M. Zhang, Differential Evolution Based Feature Selection: A Niching-based Multi-objective Approach[J]. IEEE Transactions on Evolutionary Computation, 2023, 27(2): 296-310. IF: 11.7, 中科院一区. (paper)【ESI高被引】
J. Liang, K. J. Qiao, K. J. Yu*, B. Y. Qu, C. T. Yue, W. F. Guo, L. Wang. Utilizing the Relationship between Unconstrained and Constrained Pareto Fronts for Constrained Multi-Objective Optimization[J]. IEEE Transactions on Cybernetics, 2023, 53(6): 3873-3886. IF: 9.4, 中科院一区. (paper)(code)【ESI高被引】
J. Liang, X. X. Ban, K. J. Yu*, B. Y. Qu, K. J. Qiao, C. T. Yue, K. C, K. C. Tan. A Survey on Evolutionary Constrained Multi-objective Optimization[J]. IEEE Transactions on Evolutionary Computation, 2023, 27(2): 201-221. IF: 11.7, 中科院一区. (paper) 【ESI高被引】【ESI热点文章】
‖ 2022
J. Liang, X. X. Ban, K. J. Yu*, K. J. Qiao, B. Y. Qu. Constrained Multiobjective Differential Evolution Algorithm with Infeasible-Proportion Control Mechanism[J]. Knowledge-Based Systems, 2022, 250: 109105. IF: 8.8, 中科院一区. (paper)
Y. X. Li, K. J. Yu, J. Liang*, C. T. Yue, K. J. Qiao. A Landscape-Aware Particle Swarm Optimization for Parameter Identification of Photovoltaic Models[J]. Applied Soft Computing, 2022,131: 109793. IF: 8.7, 中科院二区. (paper)(code)
D. Yang, L. Wang, K. J. Yu, J. Liang*. A Reinforcement Learning-Based Energy Management Strategy for Fuel Cell Hybrid Vehicle Considering Real-Time Velocity Prediction[J]. Energy Conversion and Management, 2022, 274: 116453. IF: 10.4, 中科院一区. (paper)
J. Liang, B. Y. Qu, B. L. Li, K. J. Yu, C. T. Yue. Locating Multiple Roots of Nonlinear Equation Systems Via Multi-Strategy Optimization Algorithm with Sequence Quadratic Program[J]. Science China Information Sciences, 2022, 65: 179102. IF: 8.8, 中科院二区. (paper)
Y. X. Li, J. Liang*, K. J. Yu, K. Chen, Y. N. Guo, C. T. Yue, L. Y. Zhang. Adaptive Local Landscape Feature Vector for Problem Classification and Algorithm Selection[J]. Applied Soft Computing, 2022, 131: 109751. IF: 8.7, 中科院二区. (paper)(code)
J. Liang, Z. W. Li, C. T. Yue, Z. Hu, H. Cheng, Z. X. Liu, W. F. Guo*. Multi-Modal Optimization to Identify Personalized Biomarkers for Disease Prediction of Individual Patients with Cancer[J]. Briefings in Bioinformatics, 2022, 23(5): bbac254. IF: 9.5, 中科院一区. (paper)
K. J. Qiao, J. Liang*, B. Y. Qu, K. J. Yu, C. T. Yue, and H. Song. Differential Evolution with Level-Based Learning Mechanism[J]. Complex System Modeling and Simulation, 2022, 2 (1): 35-58. (paper)(code)
Y. Hu , J. Wang, J. Liang*, Y. L. Wang, U. Ashraf , C. T. Yue, K. J. Yu. A Two-Archive Model Based Evolutionary Algorithm for Multimodal Multi-Objective Optimization Problems[J]. Applied Soft Computing, 2022, 119: 108606. IF: 8.7, 中科院二区. (paper)(code)
K. J. Qiao, K. J. Yu, B. Y. Qu, J. Liang*, H. Song, C. T. Yue. An Evolutionary Multitasking Optimization Framework for Constrained Multi-objective Optimization Problems [J]. IEEE Transactions on Evolutionary Computation, 2022, 26(2): 263-277. IF: 14.3, 中科院一区(paper)(code)【ESI高被引】
M. Y. Yu, J. J. Liang, Z. Wu*, Z. L. Yang. A Twofold Infill Criterion-Driven Heterogeneous Ensemble Surrogate-Assisted Evolutionary Algorithm for Computationally Expensive Problems[J]. Knowledge-Based Systems, 2022, 236: 107747. IF: 8.8, 中科院一区. (paper)
K. J. Qiao, J. J. Liang, K. J. Yu*, M. H. Yuan, B. Y. Qu, C. T. Yue. Self-Adaptive Resources Allocation-Based Differential Evolution for Constrained Evolutionary Optimization[J]. Knowledge-Based Systems, 2022, 235: 107653. IF: 8.8, 中科院一区.(paper) (code)
‖ 2021
P. Wang, B. Xue, J. J. Liang*, M. J. Zhang. Multiobjective Differential Evolution for Feature Selection in Classification [J]. IEEE Transactions on Cybernetics, 2021. IF: 19.118, 中科院一区. (paper)
J. J. Liang, G. L. Chen, B. Y. Qu, C. T. Yue, K. J. Yu, K. J. Qiao. Niche-based cooperative co-evolutionary ensemble neural network for classification [J]. Applied Soft Computing, 2021, 113: 107951. IF: 8.263, 中科院二区. (paper)
J. J. Liang, X. X. Ban, K. J. Yu*, B. Y. Qu, K. J. Qiao. Differential Evolution with Rankings-Based Fitness Function for Constrained Optimization Problems[J]. Applied Soft Computing, 2021, 113: 108016. IF: 8.263, 中科院二区. (paper)(code)
C. T. Yue, P. N. Suganthan*, J. J. Liang*, B. Y. Qu, K. J. Yu, Y. S. Zhu, and Y. Li. Differential Evolution Using Improved Crowding Distance for Multimodal Multiobjective Optimization[J]. Swarm and Evolutionary Computation, 2021, 62: 100849. IF: 10.267, 中科院一区. (paper)(code)
W. F. Guo, X. T. Yu, Q. Q. Shi, J. J. Liang *, S. W. Zhang*, and T. Zeng*. Performance Assessment of Sample-Specific Network Control Methods for Bulk and Single Cell Biological Data Analysis[J]. PLoS Computational Biology, 2021, 17(5): 1008962. IF: 4.475, 中科院一区.(paper)
W. F. Guo, S. W. Zhang*, Y. H. Feng, J. J. Liang, T Zeng*, and L. N. Chen*. Network Controllability-Based Algorithm to Target Personalized Driver Genes for Discovering Combinatorial Drugs of Individual Patients[J]. Nucleic Acids Research, 2021, 49(7): 37. IF: 16.971, 中科院一区.(paper)
M. Y. Yu, J. J. Liang, K. Zhao, and Z. Wu*. An Arbf Surrogate-Assisted Neighborhood Field Optimizer for Expensive Problems[J]. Swarm and Evolutionary Computation, 2021, 13(28): 100972. IF: 10.267, 中科院一区.(paper)
Y. Hu, B. Y. Qu, J. Wang, J. J. Liang *, Y. L. Wang, K. J. Yu, Y. X. Li, and K. J. Qiao. Short-Term Load Forecasting Using Multimodal Evolutionary Algorithm and Random Vector Functional Link Network-Based Ensemble Learning[J]. Applied Energy, 2021, 285: 116415. IF: 9.746, 中科院一区.(paper)
K. J. Yu, J. J. Liang*, B. Y. Qu, Y. Luo, and C. T. Yue. Dynamic Selection Preference-Assisted Constrained Multiobjective Differential Evolution[J]. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021, 52(5): 2954-2965. IF: 11.471, 中科院一区.(paper)【ESI高被引】
K. J. Yu, J. J. Liang*, B. Y. Qu, and C. T. Yue. Purpose-Directed Two-phase Multiobjective Differential Evolution for Constrained Multiobjective Optimization[J]. Swarm and Evolutionary Computation, 2021, 60: 100799. IF: 10.267, 中科院一区.(paper)
J. J. Liang*, Y. P. Wei, B. Y. Qu, C. T. Yue, and H. Song. Ensemble Learning Based on Fitness Euclidean-Distance Ratio Differential Evolution for Classification[J]. Natural Computing, 2021, 20: 77-87. IF: 1.69, 中科院四区.(paper)
X. J. Jia, J. J. Liang, K. Zhao, Z. L. Yang, and M. Y. Yu*. Multi-Parameters Optimization for Electromagnetic Acoustic Transducers Using Surrogate-Assisted Particle Swarm Optimizer[J]. Mechanical Systems and Signal Processing, 2021, 152: 107337. IF: 6.823, 中科院一区.(paper)
‖ 2020
J. J. Liang, K. J. Qiao, C. T. Yue, K. J. Yu, B. Y. Qu*, R. H. Xu, Z. M. Li, and Y. Hu. A Clustering-Based Differential Evolution Algorithm for Solving Multimodal Multi-Objective Optimization Problems[J]. Swarm and Evolutionary Computation, 2020, 60: 100788. IF: 7.177, 中科院一区.(paper)(code)
J. J. Liang, G. L. Chen, B. Y. Qu, K. J. Yu*, C. T. Yue, K. J. Qiao, and H. Qian*. Cooperative Co-Evolutionary Comprehensive Learning Particle Swarm Optimizer for Formulation Design of Explosive Simulant[J]. Memetic Computing, 2020, 12 (4): 331-341. IF: 5.9, 中科院三区.(paper)
J. J. Liang, K. J. Qiao, K. J. Yu*, S. L. Ge, B. Y. Qu, R. H. Xu, and K. Li. Parameters Estimation of Solar Photovoltaic Models via A Self-Adaptive Ensemble-Base Differential Evolution[J]. Solar Energy, 2020, 207: 336-346. IF: 5.742, 中科院二区.(paper)(code)
J. J. Liang, K. J. Qiao, M. H. Yuan, K. J. Yu*, B. Y. Qu, S. L. Ge, Y. X. Li, and G. L. Chen. Evolutionary Multi-Task Optimization for Parameters Extraction of Photovoltaic Models[J]. Energy Conversion and Management, 2020, 207: 112509. IF: 9.709, 中科院一区.(paper)
Z. P. Cheng, Z. W. Li*, J. J. Liang, J. K. Si, L. H. Dong, and J. F. Gao. Distributed Coordination Control Strategy for Multiple Residential Solar PV Systems in Distribution Networks[J]. International Journal of Electrical Power & Energy Systems, 2020, 117: 105660. IF: 4.63, 中科院二区.(paper)
C. T. Yue, J. J. Liang*, B. Y. Qu, Y. H, Han, Y. S, Zhu, and O. D. Crisalle. A Novel Multiobjective Optimization Algorithm for Sparse Signal Reconstruction[J]. Signal Processing, 2020, 167: 107292-107304. IF: 4.662,中科院二区.(paper)
J. J. Liang, S. L. Ge, B. Y. Qu, K. J. Yu*, F. G. Liu, H. T. Yang, P. P. Wei, and Z. M. Li. Classified Perturbation Mutation Based Particle Swarm Optimization Algorithm for Parameters Extraction of Photovoltaic Models[J]. Energy Conversion and Management, 2020, 203: 112138. IF: 9.709, 中科院一区.(paper)【ESI高被引】
B. Y. Qu, C. Li, J. J. Liang, L. Yan*, K. J. Yu, and Y. S. Zhu. A Self-Organized Speciation Based Multiobjective Particle Swarm Optimizer for Multimodal Multiobjective Problems[J]. Applied Soft Computing, 2020, 86: 105886. IF: 6.725, 中科院二区. (paper)
M. Y. Yu, X. Li, and J. J. Liang*. A Dynamic Surrogate-Assisted Evolutionary Algorithm Framework for Expensive Structural Optimization[J]. Structural and Multidisciplinary Optimization, 2020, 61(2): 711-729. IF: 4.542, 中科院二区.(paper)
B. Qu, C. Li, J. Liang, L. Yan, K. Yu, Y. Zhu. A self-organized speciation based multi-objective particle swarm optimizer for multimodal multi-objective problems[J]. Applied Soft Computing, 2020, 86: 105886. IF: 6.725, 中科院二区.(paper)(code)
‖ 2019
Z. P. Cheng, Z. W. Li*, J. J. Liang, J. F. Gao, J. K. Si, and S. H. Li. Distributed Economic Power Dispatch and Bus Voltage Control for Droop-Controlled DC Microgrids[J]. Energies, 2019, 12(7):1400. IF: 2.702, 中科院三区.(paper)
Z. W. Li, Z. P. Cheng*, J. J. Liang, J. K. Si, L. H. Dong, and S. H. Li. Distributed Event-Triggered Secondary Control for Economic Dispatch and Frequency Restoration Control of Droop-Controlled AC Microgrids[J]. IEEE Transactions on Sustainable Energy. 2019, 11(3): 1938-1950. IF: 7.44, 中科院一区.(paper)
Y. L. Wang, B. Y. Qu, J. J. Liang*, Y. P. Wei, C. T. Yue, Y. Hu, and H. Song. Two-Stage Decomposition Method Based on Cooperation Coevolution for Feature Selection on High-Dimensional Classification[J]. IEEE Access, 2019,7: 163191-163201. IF: 3.745, 中科院二区.(paper)
J. J. Liang, H. T. Yang, J. J. Gao, C. T. Yue, S. L. Ge, and B. Y. Qu*. MOPSO-Based CNN for Keyword Selection on Google Ads[J]. IEEE Access, 2019, 7: 125387-125400. IF: 3.745, 中科院二区.(paper)
W. Z. Zhang, G. Q. Li, W. W. Zhang, J. J. Liang, and G. G. Yen*. A Cluster Based PSO with Leader Updating Mechanism and Ring-Topology for Multimodal Multiobjective Optimization[J]. Swarm and Evolutionary Computation, 2019, 50: 100569. IF: 6.912,中科院二区.(paper)
J. J. Liang, P. Wang, L. Guo, B. Y. Qu*, C. T. Yue, K. J. Yu, and Y. C. Wang. Multiobjective Flow Shop Scheduling with Limited Buffers Using Hybrid Self-Adaptive Differential Evolution[J]. Memetic Computing, 2019, 11(4): 407-422. IF: 3.860, 中科院三区.(paper)
C. T. Yue, B. Y. Qu, K. J. Yu, J. J. Liang*, and X. D. Li. A Novel Scalable Test Problem Suite for Multimodal Multiobjective Optimization[J]. Swarm and Evolutionary Computation, 2019, 48: 62-71. IF: 6.912, 中科院二区.(paper)(code)
Q. K. Pan, L. Gao*, L. Wang, J. J. Liang, and X. Y. Li. Effective Heuristics and Metaheuristics to Minimize Total Flowtime for The Distributed Permutation Flowshop Problem[J]. Expert Systems with Applications, 2019, 124: 309-324. IF: 5.452, 中科院二区.(paper)【ESI高被引】
K. J. Yu, B. Y. Qu, C. T. Yue, S. L. Ge, X. Chen, and J. J. Liang*. A Performance-Guided JAYA Algorithm for Parameters Identification of Photovoltaic Cell and Module[J]. Applied Energy, 2019, 237: 241-257. IF: 8.848, 中科院一区.(paper)(code)【ESI高被引】
Y. Hu, J. Wang, J. J. Liang*, K. J. Yu, H. Song, Q. Q. Guo, C. T. Yue, and Y. L. Wang. A Self-Organizing Multimodal Multiobjective Pigeon-Inspired Optimization Algorithm[J]. Science China-Information Sciences, 2019, 62(7): 70206. IF: 3.304, 中科院二区.(paper)(code)
Z. W. Li*, Z. P. Cheng, Y. L. Xu, Y. F. Wang, J. J. Liang, and J. F. Gao. Hierarchical Control of Parallel Voltage Source Inverters in AC Microgrids[C]. The Journal of Engineering, 2019(16): 1149-1152. (paper)
J. J. Liang, W. W. Xu, C. T. Yue, K. J. Yu, H. Song, O. C. Crisalle, and B. Y. Qu*. Multimodal Multiobjective Optimization with Differential Evolution[J]. Swarm and Evolutionary Computation, 2019, 44: 1028-1059. IF: 6.912, 中科院二区.(paper)(code)
B. Y. Qu, J. J. Liang*, Y. S. Zhu and P. N. Suganthan. Solving Dynamic Economic Emission Dispatch Problem Considering Wind Power by Multi-Objective Differential Evolution with Ensemble of Selection Method[J]. Natural Computing, 2019, 18(4): 695-703. IF: 0.860, 中科院四区.(paper)
Y. S. Zhu, B. H. Qiao, Y. Dong, B. Y. Qu, D. Y. Wu. Multiobjective dynamic economic emission dispatch using evolutionary algorithm based on decomposition[J]. IEEJ Transactions on Electrical & Electronic Engineering, 2019, 14(9).1323-1333. IF: 0.668, 中科院四区. (paper)(code)
Z. Li, L. Shi, C. Yue, Z. Shang, B. Qu. Differential evolution based on reinforcement learning with fitness ranking for solving multimodal multiobjective problems[J]. Swarm and Evolutionary Computation, 2019. IF: 6.912, 中科院二区. (paper)
‖ 2018
C. T. Yue, B. Y. Qu, and J. J. Liang. A Multiobjective Particle Swarm Optimizer Using Ring Topology for Solving Multimodal Multiobjective Problems[J]. IEEE Transactions on Evolutionary Computation, 2018, 22(5): 805-817. IF: 8.508, 中科院一区.(paper)(code)【ESI高被引】
G. Li, J. Wang*, J. J. Liang*, and C. T. Yue. The Application of a Double CUSUM Algorithm in Industrial Data Stream Anomaly Detection[J]. Symmetry, 2018, 10(7): 264. IF: 2.143, 中科院三区.(paper)
B. Y. Qu, Y. S. Zhu, Y. C. Jiao, M. Y. Wu, P. N. Suganthan, and J. J. Liang*. A Survey on Multiobjective Evolutionary Algorithms for the Solution of the Environmental/Economic Dispatch Problems[J]. Swarm and Evolutionary Computation, 2018, 38: 1-11. IF: 6.330, 中科院二区.(paper)
K. J. Yu, J. J. Liang*, B. Y. Qu, Z. P. Cheng, and H. S. Wang. Multiple Learning Backtracking Search Algorithm for Estimating Parameters of Photovoltaic Models[J]. Applied Energy, 2018, 226: 408-422. IF: 8.426, 中科院一区.(paper)(code)【ESI高被引】
G. Li*, J. Wang*, J. J. Liang, and C. T. Yue. Application of Sliding Nest Window Control Chart in Data Stream Anomaly Detection[J]. Symmetry, 2018, 10(4): 113. IF: 2.143, 中科院三区.(paper)
K. J. Yu, L. While, M. Reynolds, X. Wang, J. J. Liang, L. Zhao*, and Z. L. Wang*. Multiobjective Optimization of Ethylene Cracking Furnace System Using Self-Adaptive Multiobjective Teaching-Learning-Based Optimization[J]. Energy, 2018, 148: 469-481. IF: 5.537, 中科院二区.(paper)
‖ 2017
C. T. Yue, B. Y. Qu, J. Liang*. A multiobjective particle swarm optimizer using ring topology for solving multimodal multiobjective problems[J]. IEEE Transactions on Evolutionary Computation, 2017, 22(5): 805-817. IF: 8.124, 中科院一区. (paper)
B. Y. Qu, Q. Zhou, J. M. Xiao, J. J. Liang*, and P. N. Suganthan. Large Scale Portfolio Optimization Using Multiobjective Evolutionary Algorithms and Pre-Selection Methods[J]. Mathematical Problems in Engineering, 2017, 2017: 1-14. IF: 1.145, 中科院四区.(paper)
K. J. Yu, J. J. Liang*, B. Y. Qu, X. Chen, and H. S. Wang. Parameters Identification of Photovoltaic Models Using an Improved JAYA Optimization Algorithm[J]. Energy Conversion and Management, 2017, 150: 742-753. IF: 6.377, 中科院一区.(paper)(code)【ESI高被引】
C. T. Yue, J. J. Liang*, B. F. Lang, and B. Y. Qu. Two-hidden-layer Extreme Learning Machine Based Wrist Vein Recognition System[J]. Big Data & Information Analytics, 2017, 2(1): 59. IF: 1.352, 中科院四区.(paper)
Lynn, N., & Suganthan, P. N. (2017). Ensemble particle swarm optimizer. Applied Soft Computing, 55, 533-548. IF: 3.907, 中科院二区.(paper)(code)
‖ 2016
B. Y. Qu, J. J. Liang*, Y. S. Zhu, Z. Y. Wang and P. N. Suganthan. Economic Emission Dispatch Problems with Stochastic Wind Power Using Summation Based Multi-Objective Evolutionary Algorithm[J]. Information Sciences, 2016, 351: 48-66. IF: 4.832，中科院二区.(paper)
B. Y. Qu, B. F. Lang, J. J. Liang*, A. K. Qin and O. D. Crisalle. Two-hidden-layer Extreme Learning Machine for Regression and Classification[J]. Neurocomputing, 2016, 175: 826-834. IF: 3.317, 中科院二区.(paper)
B. Y. Qu, J. J. Liang*, Z. Y. Wang, Q. Chen, P. N. Suganthan. Novel Benchmark Functions for Continuous Multimodal Optimization with Comparative Results[J]. Swarm and Evolutionary Computation, 2016, 26: 23-34. IF: 3.893, 中科院二区.(paper)
X. Chu*, B. Niu, J. J. Liang, Q. Lu. An Orthogonal-design Hybrid Particle Swarm Optimizer with Application to Capacitated Facility Location Problem[J]. International Journal of Bio-Inspired Computation, 2016, 8(5): 268-285. IF: 1.935, 中科院二区.(paper)
‖ 2015
L. L. Wu, Q. H. Zhou, T. J. Chen, J. J. Liang, X. Wu. Application of Particle Swarm Optimization Method to Incoherent Scatter Radar Measurement of Ionosphere Parameters[J]. Journal of Geophysical Research: Space Physics, 2015, 120(9): 8096-8110. IF: 2.733, 中科院三区.(paper)
Lynn, N., & Suganthan, P. N. (2015). Heterogeneous comprehensive learning particle swarm optimization with enhanced exploration and exploitation. Swarm and Evolutionary Computation, 24, 11-24. IF: 2.963. (paper)(code)
‖ 2014
J. J. Liang, H. Song, B. Y. Qu*. Comparison of Three Different Curves Used in Path Planning Problems Based on Particle Swarm Optimizer[J]. Mathematical Problems in Engineering, 2014, 2014. IF:0.762, 中科院四区.(paper)
J. J. Liang, B. Y. Qu, X. B. Mao, B. Niu, D.Y. Wang. Differential Evolution Based on Fitness Euclidean-distance Ratio for Multimodal Optimization[J]. Neurocomputing, 2014, 137: 252-260. IF:2.083, 中科院三区.(paper)
‖ 2013
Y. Y. Han, J. J. Liang, Q. K. Pan, J. Q. Li. Effective Hybrid Discrete Artificial Bee Colony Algorithms for The Total Flowtime Minimization in The Blocking Flowshop Problem[J]. The International Journal of Advanced Manufacturing Technology, 2013, 67(1-4): 397-414. IF: 1.779, 中科院三区.(paper)
B. Y. Qu, P. N. Suganthan, S. Das. A distance-based locally informed particle swarm model for multimodal optimization[J]. IEEE Transactions on Evolutionary Computation, 2013, 17(3): 387-402. IF: 5.545, 中科院一区.(paper)(code)
‖ 2012
B. Y. Qu, P. N. Suganthan, and J. J. Liang. Differential Evolution with Neighborhood Mutation for Multimodal Optimization[J]. IEEE Transactions on Evolutionary Computation, 2012, 16(5): 601-614. IF: 4.810, 中科院一区.(paper)(code)
B. Y. Qu, J. J. Liang, P. N. Suganthan. Niching Particle Swarm Optimization with Local Search for Multi-modal Optimization[J]. Information Sciences, 2012, 197: 131-143. IF: 3.643, 中科院二区.(paper)(code)
K. Z. Gao, Q. K. Pan, J. Q. Li, Y. T. Wang, J. J. Liang. A Hybrid Harmony Search Algorithm for The No-wait Flow-shop Scheduling Problems[J]. Asia-Pacific Journal of Operational Research, 2012, 29(02): 1250012. IF: 0.303, 中科院四区.(paper)
‖ 2011
J. J. Liang, Q. K. Pan, T. J. Chen, L. Wang. Solving The Blocking Flow Shop Scheduling Problem by A Dynamic Multi-Swarm Particle Swarm Optimizer[J]. The International Journal of Advanced Manufacturing Technology, 2011, 55(5-8): 755-762. IF: 1.103, 中科院四区.(paper)
Q. K. Pan, P. N. Suganthan, J. J. Liang, M. F. Tasgetiren. A Local-best Harmony Search Algorithm with Dynamic Sub-harmony Memoriesfor Lot-streaming Flow Shop Scheduling Problem[J]. Expert Systems with Applications, 2011, 38(4): 3252-3259. IF: 2.203, 中科院二区.(paper)
Zhao, S. Z., & Suganthan, P. N. (2011). Two-lbests based multi-objective particle swarm optimizer. Engineering Optimization, 43(1), 1-17. IF: 0.936, 中科院三区. (paper)(code)
B. Y. Qu*, P. N. Suganthan*, "Constrained Multi-Objective Optimization Algorithm with Ensemble of Constraint Handling Methods", Engineering Optimization, vol. 43,no.4, pp.403-416, Mar 2011. IF: 0.936, 中科院三区. (paper)(code)
‖ 2010
Q. K. Pan, P. N. Suganthan, M. F. Tasgetiren, J. J. Liang. A Self-Adaptive Global Best Harmony Search Algorithm for Continuous Optimization Problems[J]. Applied Mathematics and Computation, 2010, 216(3): 830-848. IF: 1.536, 中科院二区.(paper)
Q. K. Pan, P. N. Suganthan, J. J. Liang, M. F. Tasgetiren. A Local-best Harmony Search Algorithm with Dynamic Subpopulations[J]. Engineering Optimization, 2010, 42(2): 101-117. IF: 0.966, 中科院四区.(paper)
B. Y. Qu*, P. N. Suganthan, “Multi-Objective Evolutionary Algorithms based on the Summation of Normalized Objectives and Diversified Selection”, Information Sciences, vol. 180, no. 17, pp. 3170-3181, Sept. 2010. IF: 2.836, 中科院一区.(paper)(code)
‖ 2007
V. L. Huang, P. N. Suganthan, J. J. Liang, C. C. Chan. Improving the performance of a FBG sensor network using a novel dynamic multi-swarm particle swarm optimizer[J]. Proceedings of SPIE - The International Society for Optical Engineering, 2007, 1(8):373-378.(paper)
‖ 2006
J. J. Liang, C. C. Chan, P. N. Suganthan, V. L. Huang. Wavelength Detection in FBG Sensor Network Using Tree Search DMS-PSO[J]. IEEE Photonics Technology Letters, 2006, 18(12): 1305-1307. IF: 2.468, 中科院三区. (paper)
J. J. Liang, P. N. Suganthan, A. K. Qin, S. Baska. Comprehensive Learning Particle Swarm Optimizer for Global Optimization of Multimodal Functions[J]. IEEE Transactions on Evolutionary Computation, 2006, 10(3): 281-295. IF: 11.554, 中科院一区. (paper)(code)
V. L. Huang, P. N. Suganthan, and J. J. Liang*. Comprehensive Learning Particle Swarm Optimizer for Solving Multiobjective Optimization Problems[J]. International Journal of Intelligent Systems, 2006, 21(2): 209-226. IF: 0.429, 中科院四区.(paper)
J. J. Liang*, S. Baskar, P. N. Suganthan, and A. K. Qin. Performance Evaluation of Multiagent Genetic Algorithm[J]. Natural Computing, 2006, 5(1): 83-96(14). IF: 1.495, 中科院四区.(paper)
‖ 2005
S. Baskar, A. Alphones, P. N. Suganthan, and J. J. Liang*. Design of Yagi-Uda Antennas Using Comprehensive Learning Particle Swarm Optimisation[J]. IEEE Proceedings on Microwaves, Antenna and Propagation, 2005, 152(5): 340-346. IF: 0.494, 中科院四区.(paper)
‖ 中文论文
朱政宇, 侯庚旺, 黄崇文, 孙钢灿, 郝万明, 梁静*. 基于并行CNN的RIS辅助D2D保密通信系统资源分配算法. 通信学报,2022,43(03):172-179. (paper)
李亚欣，梁静*，岳彩通，李珂. 基于适应度地形分析地进化计算研究综述. 陕西师范大学学报（自然科学版），2021，49(5): 42-56.(paper)
王艳丽，梁静*，薛冰，岳彩通. 基于进化计算的特征选择方法研究概述. 郑州大学学报（工学版），2020, 41(1): 49-57.(paper)
梁静，葛士磊，瞿博阳，于坤杰*. 求解电力系统经济调度问题的改进粒子群优化算法. 控制与决策，2020，8，1813-1822.(paper)
梁静，郭倩倩，岳彩通，瞿博阳*. 自组织多目标粒子群优化算法. 计算机应用研究，2019，36(8): 1-8.(paper)
许伟伟，梁静*，岳彩通，瞿博阳. 多模态多目标差分进化算法求解非线性方程组. 计算机应用研究，2019，36(5): 1-7.(paper)(code)
梁静，刘睿，于坤杰，瞿博阳*. 求解大规模问题协同进化动态粒子群优化算法. 软件学报，2018，29(9): 2595-2605.(paper)
梁静*，刘睿，瞿博阳，岳彩通. 进化算法在大规模优化问题中的应用综述. 郑州大学学报（工学版），2018，39(3): 15-21.(paper)
李广，王杰*，梁静，朱晓东，岳彩通. 石油钻井工程预警技术发展概述. 郑州大学学报（工学版），2017，38(6): 70-73.(paper)
李广, 王杰*, 梁静, 岳彩通, 范业活, 宋殿光, 吕泽鹏. 基于随机森林的钻井工程预警研究. 石油天然气学报，2017, 39(4): 193-198.(paper)
梁静，宋慧，王龙，瞿博阳. 多目标优化在中央空调节能优化系统中的应用. 计算机仿真，2015, 32(6): 302-307.(paper)
梁静，瞿博阳，宋慧，刘巍. 电业超短期负荷预测仿真研究. 计算机仿真，2015, 32(7): 96-101.(paper)
瞿博阳，梁静*，王忠勇，郭丽. 模式识别双语教学中学生科研素质的提升. 计算机教育，2015，12: 1-3.(paper)
梁静,宋慧,瞿博阳. 基于改进粒子群算法的路径优化问题研究. 郑州大学学报（工学版）, 2014, 35(1): 34-38.(paper)
梁静，宋慧，瞿博阳. 多目标优化在路径优化中的应用. 计算机仿真，2014，31(4): 364-368.(paper)
梁静，周钦亚，瞿博阳，宋慧. 基于混合策略的差分进化算法. 郑州大学学报（工学版），2013, 34(5): 59-62.(paper)
毛晓波, 梁静, 黄俊杰. 研究生“智能仪器与仪表”课程教改探索. 电气电子教学学报, 2012, 34(3): 50-51.(paper)
韩红燕, 潘全科, 梁静. 改进的和声搜索算法在函数优化中的应用. 计算机工程, 2010, 36(13):245-247.(paper)