论文：国内外学术期刊发表论文50余篇
-“Preliminary Study to Explore the Immune-Enhancement Mechanism of Platycodon grandiflorus Extract through Comparative Transcriptome Analysis” - [APPLIED SCIENCES-BASEL]
-“解决特异性干扰问题的神经网络可访问性”-[韩国计算机信息学会论文志]
-“Efficient Hair Damage Detection Using SEM Images Based on Convolutional Neural Network” - [APPLIED SCIENCES-BASEL]
-“A New Residual Attention Network based on Attention Models for Human Action Recognition in Video” - [韩国计算机信息学会论文志]
-“Asymptotic Convergence of the Solution of a Singularly Perturbed Integro-Differential Boundary Value Problem” - [MATHEMATICS]
-“Automatic fire and smoke detection method for surveillance systems based on dilated cnns” - [Atmosphere]
-“Improvement of the end-to-end scene text recognition method for ‘text-to-speech’ conversion” - [International Journal of Wavelets, Multiresolution and Information Processing]
-“Uniform Approximation to the Solution of a Singularly Perturbed Boundary Value Problem with an Initial Jump” - [MATHEMATICS]
-“VisNet: Deep Convolutional Neural Networks for Forecasting Atmospheric Visibility” - [SENSORS]
-“Skin Lesion Classification towards Melanoma Diagnosis using Convolutional Neural Network and Image Enhancement Methods” - [韩国智能系统学会论文杂志]
 
著书：《第四次工业革命时代核心人工智能技术》《人工智能与后人文主义》《大数据（从AI角度看）》等
 
专利：37项（烟火和烟气自动检测方法以及基于扩展CNN的监视系统、人工智能数据处理的标准化系统及标准化方法、基于云计算的机器人的状况认知系统及其处理方法、服务机器人知识智能数据库共享平台、用户动作响应型数字橡皮及其工作方法等）