我的研究兴趣包括智能决策,视觉认知计算。

智能决策：面向高维无偏、无人机/农机路径规划、无线传感器网络和神经网络参数配置等任务的优化方法研究，主要涉及差分进化算法，协方差演化策略，深度强化学习等研究.

视觉认知计算：通过视觉认知实验获取人脑在对视觉信息进行加工和识别处理的过程中产生的不同注意资源分配机制下的数据，对人脑认知机制和注意机制进行分析；在已有数据基础上进一步对相应认知过程进行建模，然后采用机器学习和数据分析方法对不同模型的数据拟合优劣进行对比，以分析真实认知过程的内在处理机制。

📖 Educations

• 2024-2025, 比利时根特大学, 国家公派联合培养博士生.
• 2021-2025, 中国农业大学, 博士研究生, 计算机科学与技术.
• 2018-2021, 昆明理工大学, 硕士研究生, 软件工程.
• 2016-2017, 北京国电通网络技术有限公司,网络工程师.
• 2012-2016, 济南大学, 学士, 网络工程.

📝 Publications

目前以第一作者/通讯作者身份发表了20+篇论文。（带#为导师，*为本人通讯）

• Zhai W#, Wu Y, Liu J,Pan J* et al. BiLSTM-SAGCN: a hybrid model of BiLSTM with a semiadaptation graph convolutional network for agricultural machinery trajectory operation mode identification[J]. Computers and Electronics in Agriculture, 2025, 230: 110193.,(SCI,中科院一区,ESI 5%期刊,影响因子8.3).

• Zhai W#, Ni Z, Xu Z,Pan J* et al. T2R-pix2pix: A method for constructing rural thematic road network based on pix2pix[J]. Computers and Electronics in Agriculture, 2025, 230: 109911.,(SCI,中科院一区,ESI 5%期刊,影响因子8.3,入选期刊推荐文章).

• W Zhai#, Z Xu, J Pan*, Z Guo, C Wu,A general image classification model for agricultural machinery trajectory mode recognition,Computers and Electronics in Agriculture.,(SCI,中科院一区,ESI 5%期刊,影响因子8.3).

• W Zhai#, Z Guo, J Pan*, J Xu, C Wu, Addressing local sparsity in massive agricultural machinery trajectories: A BiLSTM-GRU approach,Computers and Electronics in Agriculture.,(SCI,中科院一区,ESI 5%期刊,影响因子8.3).

• J Pan, Z Guo, C Wu, W Zhai#.Parameter optimization of the field-road trajectory segmentation model based on the chaos sensing slime mould algorithm,Soft computing.,(SCI,CCF论文).

• 潘家文,翟卫欣#,郭舟,胡班韶,程承旗,吴才聪.基于空间衰减自扩散机制的黏菌遗传混合算法,北京大学学报(自然科学版).,(中文EI,卓越期刊).

• W Zhai#, Z Xu, J Liu, X Xiong, J Pan*, SO Chung, D Bochtis, C Wu.Feature deformation network with multi-range feature enhancement for agricultural machinery operation mode identification,International Journal of Agricultural and Biological Engineering.,(SCI,中科院二区).

• Qian Q#, Luo W, Pan J*, et al. Dual-path differential perturbation sand cat swarm optimization algorithm integrated with escape mechanism[J]. Review of Scientific Instruments, 2024, 95(11).,(SCI).

• Q Qian#, J Pan, M Song, Y Li, J Yin, Y Feng, Y Fu, Generalization of sequence effects from conflict to cueing tasks,Psychological Research.,(SSCI).

• Zhai W#, Kuang X, Cheng X, Pan J* et al. Reconstruction of missing points in agricultural machinery trajectory based on bidirectional adjacent information[J]. Computers and Electronics in Agriculture, 2024, 220: 108920.,(SCI,中科院一区,ESI 5%期刊,影响因子8.3).

• W Zhai#, X Xiong, G Mo, Y Xiao, C Wu, Z Xu, J Pan*.A Bagging-SVM field-road trajectory classification model based on feature enhancement,Computers and Electronics in Agriculture.,(SCI,中科院一区,ESI 5%期刊,影响因子8.3).

• W Zhai#, G Mo, Y Xiao, X Xiong, C Wu, X Zhang, Z Xu, J Pan*.GAN-BiLSTM network for field-road classification on imbalanced GNSS recordings,Computers and Electronics in Agriculture.,(SCI,中科院一区,ESI 5%期刊,影响因子8.3).

• J Pan, C Wu, W Zhai#.A hybrid genetic slime mould algorithm for parameter optimization of field-road trajectory segmentation models,Information processing in agriculture.,(SCI,影响因子7.7).

• Y Xiao, G Mo, X Xiong, J Pan, B Hu, C Wu, W Zhai#.DR-XGBoost: An XGBoost model for field-road segmentation based on dual feature extraction and recursive feature elimination,International Journal of Agricultural and Biological Engineering.,(SCI,中科院二区,共同第一作者).

• 翟卫欣#,潘家文 等.基于多元振荡黏菌算法的田路分割模型参数优化方法[J],农业工程学报.,(中文EI,卓越期刊).

• Tianyu Yu,Jiawen Pan*,Qian Qian#.Improved slime mould algorithm by perfecting bionic-based mechanisms[J].International Journal of Bio-Inspired Computation.,(SCI,中国自动化学会 CAA A类).

• 潘家文,钱谦#,伏云发,冯勇.模糊自适应并行遗传算法在函数优化中的应用[J],小型微型计算机系统.,(中国计算机学会CCF 中文B类).

• 潘家文,钱谦#,伏云发,冯勇.最优权动态控制学习机制的多种群遗传算法[J],计算机科学与探索.,(中国计算机学会CCF 中文B类).

• Qian Qian#,Jiawen Pan,Miao Song,Yong Feng,Yunfa Fu,Keizo Shinomori.Feature Integration is not the whole story of the sequence effects of symbolic cueing[J],Journal of Cognitive Psychology,32(7),645-660.,(SSCI(Social Sciences Citation Index),认知计算领域顶刊).

• Jiawen Pan,Qian Qian#,Yong Feng, Yunfa Fu.Multi-population Genetic Algorithm based on Adaptive Learning Mechanism[C],International Conference on Mechatronics and Intelligent Robotics.,(EI).

• Qian Qian#,Yi Deng, Hui Sun, Jiawen Pan.Enhanced Beetle Antennae Search algorithm for Complex and Unbiased Optimization[J],soft computing.,(SCI,中国计算机学会CCF论文).

• 李光阳，潘家文,钱谦#，殷继彬，伏云发，冯勇.融合学习机制的多混沌麻雀搜索算法[J].计算机科学与探索.,(中国计算机学会CCF 中文B类).

• Bing Han,Daoye Zhu, Chengqi Cheng, Jiawen Pan,Weixin Zhai#.Patterns of Nighttime Crowd Flows in Tourism Cities Based on Taxi Data—Take Haikou Prefecture as an Example[J],Remote Sensing.,(SCI).

• Caicong Wu,Dong Li, Xiaoqiang Zhang, Jiawen Pan,Weixin Zhai#.China’s agricultural machinery operation big data system[J],Computers and Electronics in Agriculture.,(SCI,中科院一区,ESI 5%期刊,影响因子8.3).

🎖 Honors and Awards

• 2020.12 云南省省政府奖学金.
• 2020.12 一等学业奖学金.