Junbo Jacob Lian

19 papers Journal 19
YearRankTypeTitle / Venue / Authors
2026 J jnl
A paradigm of evolutionary manytasking optimization for solving nonlinear equation systems: A two-stage framework with adaptive knowledge transfer, sharing and hybrid resource sampling.
Expert Syst. Appl.
Juan Zhao, Yujun Zhang, Rui Zhong, Huiling Chen, Junbo Jacob Lian, Zheng-Ming Gao
2026 J jnl
IKUN: A mean-field game theoretic KD-tree density guided mechanism for evolutionary algorithms.
Inf. Sci.
Junbo Jacob Lian, Mingyang Yu, Kaichen Ouyang, Shengwei Fu, Rui Zhong, Yujun Zhang, Huiling Chen
2026 J jnl
Newton downhill optimizer with application to engineering optimization and breast cancer feature selection.
Biomed. Signal Process. Control.
Wanting Xiao, Junbo Jacob Lian, Kaichen Ouyang, Shaowei Gu, Zong Ke, Dedai Wei, Xinye Sha, Jiawei Wang, Shengwei Fu, Minyu Qiu, Chaoyang Xu
2026 J jnl
Parameter adaptive competitive differential evolution with local search.
Appl. Intell.
Rui Zhong, Zhongmin Wang, Yaning Xiao, Yujun Zhang, Junbo Jacob Lian, Jun Yu, Zhennao Cai, Zhiyong Pan, Huiling Chen, Sudan Yu
2026 J jnl
ReLoop: Structured Modeling and Behavioral Verification for Reliable LLM-Based Optimization.
CoRR
Junbo Jacob Lian, Yujun Sun, Huiling Chen, Chaoyu Zhang, Chung-Piaw Teo
2026 J jnl
TwistNet-2D: Learning Second-Order Channel Interactions via Spiral Twisting for Texture Recognition.
CoRR
Junbo Jacob Lian, Feng Xiong, Yujun Sun, Kaichen Ouyang, Zong Ke, Mingyang Yu, Shengwei Fu, Zhong Rui, Yujun Zhang, Huiling Chen
2026 J jnl
Twisted convolutional networks (TCNs): Enhancing feature interactions for non-spatial data classification.
Neural Networks
Junbo Jacob Lian, Haoran Chen, Kaichen Ouyang, Yujun Zhang, Rui Zhong, Huiling Chen
2025 J jnl
Advanced design for nonlinear photovoltaic system problems: A co-evolutionary framework based on a decomposition approach.
Swarm Evol. Comput.
Yujun Zhang, Wenyin Gong, Rui Zhong, Huiling Chen, Jun Yu, Junbo Jacob Lian, Juan Zhao, Zheng-Ming Gao
2025 J jnl
IECO: an improved educational competition optimizer for state-of-the-art engineering optimization.
J. Big Data
Xiaojie Tang, Junbo Jacob Lian, Ling Ma, Xincan Wu, Rui Zhong, Yujun Zhang, Hui-Ling Chen
2025 J jnl
Integrating Competitive Framework into Differential Evolution: Comprehensive performance analysis and application in brain tumor detection.
Appl. Soft Comput.
Rui Zhong, Zhongmin Wang, Yujun Zhang, Junbo Jacob Lian, Jun Yu, Huiling Chen
2025 J jnl
OPAL: Operator-Programmed Algorithms for Landscape-Aware Black-Box Optimization.
CoRR
Junbo Jacob Lian, Mingyang Yu, Kaichen Ouyang, Shengwei Fu, Rui Zhong, Yujun Zhang, Jun Zhang, Huiling Chen
2025 J jnl
Time-Fair Benchmarking for Metaheuristics: A Restart-Fair Protocol for Fixed-Time Comparisons.
CoRR
Junbo Jacob Lian
2025 J jnl
Trend-Aware Mechanism for Metaheuristic Algorithms.
Appl. Soft Comput.
Junbo Jacob Lian, Kaichen Ouyang, Rui Zhong, Yujun Zhang, Shipeng Luo, Ling Ma, Xincan Wu, Huiling Chen
2024 J jnl
A single-wavelength laser relaxation spectroscopy-based machine learning solution for apple mechanical damage detection.
Multim. Tools Appl.
Junbo Jacob Lian, Jingyu Zhang, Quan Liu, Runhao Zhu, Jingyuan Ning, Siyi Xiong, Guohua Hui, Yuanyuan Gao, Xiong-wei Lou
2024 J jnl
Human Evolutionary Optimization Algorithm.
Expert Syst. Appl.
Junbo Jacob Lian, Guohua Hui
2024 J jnl
Parrot optimizer: Algorithm and applications to medical problems.
Comput. Biol. Medicine
Junbo Jacob Lian, Guohua Hui, Ling Ma, Ting Zhu, Xincan Wu, Ali Asghar Heidari, Yi Chen, Huiling Chen
2024 J jnl
Support Vector Boosting Machine (SVBM): Enhancing Classification Performance with AdaBoost and Residual Connections.
CoRR
Junbo Jacob Lian
2024 J jnl
The educational competition optimizer.
Int. J. Syst. Sci.
Junbo Jacob Lian, Ting Zhu, Ling Ma, Xincan Wu, Ali Asghar Heidari, Yi Chen, Huiling Chen, Guohua Hui
2024 J jnl
Twisted Convolutional Networks (TCNs): Enhancing Feature Interactions for Non-Spatial Data Classification.
CoRR
Junbo Jacob Lian