连俊博  研究助理；硕士研究生（美国西北大学） MDM&CI Group 学院：McCormick School of Engineering 学校：Northwestern University， USA 地址: Evanston, IL 60208, USA（Northwestern University, McCormick School of Engineering） 邮箱: jacoblian@u.northwestern.edu；junbolian@qq.com

个人简介

目前我是一名美国西北大学 McCormick 工程学院机器学习与数据科学（MLDS）硕士研究生，同时在温州大学陈慧灵教授组的担任研究助理。我的研究聚焦于生成式人工智能（AIGC）与进化计算/群智能优化的交叉，面向复杂系统优化与供应链决策等应用场景。过往工作发表于ESWA、CIBM、ASOC、JBD、IJSS等期刊。

研究方向和兴趣

生成式 AI / 扩散模型; 进化计算与群智能优化; 多目标优化与运筹学应用

奖项和荣誉

国家奖学金（2024） 浙江省挑战杯金奖

发表论文

• Tang X, Lian J, Ma L, Wu X, Zhong R, Zhang Y, Chen H. IECO: an improved educational competition optimizer for state-of-the-art engineering optimization. Journal of Big Data, 2025.
• J. Lian, G. Hui, L. Ma, T. Zhu, X. Wu, A.A. Heidari, Y. Chen, H. Chen# (2024). Parrot Optimizer: Algorithm and Applications to Medical Problems. Computers in Biology and Medicine.
• J. Lian, T. Zhu, L. Ma, X. Wu, A.A. Heidari, Y. Chen, H. Chen#, G. Hui# (2024). The Educational Competition Optimizer. International Journal of Systems Science.
• Lian， J.J., Chen, H., Ouyang, K., Zhang, Y., Zhong, R., & Chen, H.# (2025). Twisted convolutional networks (TCNs): Enhancing feature interactions for non-spatial data classification Neural Networks (Under Review).
• Lian， J.J., Ouyang, K., Zhong, R., Zhang, Y., & Chen, H. (2025). *IKUN: A mean-field game theoretic KD-tree density guided mechanism for swarm optimization. Swarm and Evolutionary Computation (Under Review).
• Lian， J.J., Zhu, J., Chen, H., Zhu, H. et al. (2026). TRELLIS-GPS: SMPL-Guided, geometry-conditioned projection-aware sparse-latent diffusion for 3D human generation. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2026) (In Progress). IEEE.