毕莹

毕　莹

Ying Bi
教授
★ 国家级海外优青博士生导师
郑州大学 · 电气与信息工程学院
进化计算机器学习组合优化调度问题
Google Scholar 学术主页 yingbi@zzu.edu.cn

研究方向

聚焦进化计算、机器学习与组合优化，主攻遗传规划的特征学习与图像分类、多模态多目标优化，以及旋转机械故障诊断、遥感图像分析等应用。相关成果多发表于 IEEE TEVC、IEEE TNNLS、IEEE TCyb、GECCO 等顶级期刊与会议。

代表性论文

一作/通讯 JCR 一区 26 篇 · 累计发表 127 篇
A multimodal multiobjective evolutionary algorithm based on neighborhood and enhanced special crowding distance↗
Knowledge-Based Systems · 2025
JCR一区IF 7.6被引 13通讯
Evolutionary neural architecture search for remote sensing image classification↗
IEEE Transactions on Neural Networks and Learning Systems · 2025
JCR一区IF 8.9被引 8通讯
ES-GP: An ensemble surrogate-assisted genetic programming approach to image classification↗
IEEE Transactions on Evolutionary Computation · 2025
JCR一区IF 12.0被引 5通讯
Co-Evolutionary Dual-Tree Genetic Programming for Fine-Grained Flower Image Classification↗
IEEE Transactions on Evolutionary Computation · 2025
JCR一区IF 12.0被引 3通讯
A Two-stage Genetic Programming Approach to Feature Construction and Ensemble Evolving for Road Extraction from Remote Sensing Images↗
IEEE Transactions on Geoscience and Remote Sensing · 2025
JCR一区IF 8.6被引 2一作
展开全部 26 篇 ▾收起 ▴
A new multi-tree Genetic Programming approach to feature construction in high-dimensional classification↗
Knowledge-Based Systems · 2025
JCR一区IF 7.6被引 2通讯
Multi-tree genetic programming for learning color and multi-scale features in image classification↗
IEEE Transactions on Evolutionary Computation · 2024
JCR一区IF 12.0被引 23通讯
A genetic programming-based method for image classification with small training data↗
Knowledge-Based Systems · 2024
JCR一区IF 7.6被引 21通讯
A multitree genetic programming-based feature construction approach to crop classification using hyperspectral images↗
IEEE Transactions on Geoscience and Remote Sensing · 2024
JCR一区IF 8.6被引 21通讯
Genetic programming with flexible region detection for fine-grained image classification↗
IEEE Transactions on Evolutionary Computation · 2024
JCR一区IF 12.0被引 14通讯
An automated and interpretable computer-aided approach for skin cancer diagnosis using genetic programming↗
IEEE Transactions on Evolutionary Computation · 2024
JCR一区IF 12.0被引 8通讯
A genetic programming approach with building block evolving and reusing to image classification↗
IEEE Transactions on Evolutionary Computation · 2023
JCR一区IF 12.0被引 11一作
A survey on evolutionary computation for computer vision and image analysis: Past, present, and future trends↗
IEEE Transactions on Evolutionary Computation · 2022
JCR一区IF 12.0被引 134一作通讯
Genetic programming-based evolutionary deep learning for data-efficient image classification↗
IEEE Transactions on Evolutionary Computation · 2022
JCR一区IF 12.0被引 49一作通讯
Multitask feature learning as multiobjective optimization: A new genetic programming approach to image classification↗
IEEE Transactions on Cybernetics · 2022
JCR一区IF 10.5被引 37一作通讯
Genetic programming for image classification: A new program representation with flexible feature reuse↗
IEEE Transactions on Evolutionary Computation · 2022
JCR一区IF 12.0被引 36通讯
A global and local surrogate-assisted genetic programming approach to image classification↗
IEEE Transactions on Evolutionary Computation · 2022
JCR一区IF 12.0被引 21通讯
Learning and sharing: A multitask genetic programming approach to image feature learning↗
IEEE Transactions on Evolutionary Computation · 2021
JCR一区IF 12.0被引 52一作通讯
Dual-tree genetic programming for few-shot image classification↗
IEEE Transactions on Evolutionary Computation · 2021
JCR一区IF 12.0被引 49一作通讯
A divide-and-conquer genetic programming algorithm with ensembles for image classification↗
IEEE Transactions on Evolutionary Computation · 2021
JCR一区IF 12.0被引 42一作通讯
Instance selection-based surrogate-assisted genetic programming for feature learning in image classification↗
IEEE Transactions on Cybernetics · 2021
JCR一区IF 10.5被引 33一作通讯
Genetic programming-based discriminative feature learning for low-quality image classification↗
IEEE Transactions on Cybernetics · 2021
JCR一区IF 10.5被引 27一作通讯
Automatic feature extraction and construction using genetic programming for rotating machinery fault diagnosis↗
IEEE Transactions on Cybernetics · 2020
JCR一区IF 10.5被引 125通讯
Genetic programming with image-related operators and a flexible program structure for feature learning in image classification↗
IEEE Transactions on Evolutionary Computation · 2020
JCR一区IF 12.0被引 106一作通讯
Genetic programming with a new representation to automatically learn features and evolve ensembles for image classification↗
IEEE Transactions on Cybernetics · 2020
JCR一区IF 10.5被引 79一作通讯
A survey on genetic programming to image analysis↗
Journal of Zhengzhou University (Engineering Science) · 2018
JCR一区被引 15一作通讯

发明专利

已授权 4 项 · 累计申请 36 项
基于多树遗传规划的数据高效图像分类方法
授权日 2025.11.21 · 授权号 ZL202310844308.3
基于运维信息的密集型输电通道移动路线规划方法及系统
授权日 2025.11.07 · 授权号 ZL202511145990.2
多模态多目标柔性作业车间调度优化方法
授权日 2025.10.03 · 授权号 ZL202411662299.7
一种基于遗传规划算法的耕地地块分类方法
授权日 2024.03.05 · 授权号 ZL202110635593.9

荣誉奖项

代表性 · 共 6 项
2026日内瓦国际发明展金奖
2024IEEE 计算智能学会优秀博士论文奖（全球每年仅1人）
2024第七届智能优化与调度学术会议青年科学家奖
2024河南省人力资源和社会保障厅个人记功
2023全国博士后创新创业大赛金奖
2020惠灵顿维多利亚大学 PGSA 研究卓越奖（每个学部仅1人）

主持科研项目

代表性 · 共 4 项
遗传规划算法
国家自然科学基金优秀青年项目（海外） · 2023.1.1-2025.12.31 · 100万元
新能源汽车PTC加热器高精度智能视觉检测系统关键技术
河南省国际科技合作重点项目 · 2025.4-2028.3 · 80万元
面向复杂少样本图像分类的遗传规划算法研究
国家自然科学基金面上项目 · 2024.1.1-2027.12.31 · 51万元
用于指导智能农机自主、精准变量作业的农田数字地图研究
智能农业动力装备全国重点实验室 · 2025.2-2026.12 · 8万元